f9c578187e
- Added hit param to /plays - Added to /plays/batting and /plays/pitching: -- "league" group_by option -- inning param -- rbi% output
917 lines
42 KiB
Python
917 lines
42 KiB
Python
from fastapi import APIRouter, Depends, HTTPException, Query
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from typing import List, Optional, Literal
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import copy
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import logging
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from pydantic import BaseModel, validator
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from ..db_engine import db, StratPlay, StratGame, Team, Player, Decision, model_to_dict, chunked, fn, SQL
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from ..dependencies import oauth2_scheme, valid_token, LOG_DATA
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logging.basicConfig(
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filename=LOG_DATA['filename'],
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format=LOG_DATA['format'],
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level=LOG_DATA['log_level']
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)
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router = APIRouter(
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prefix='/api/v3/plays',
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tags=['plays']
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)
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POS_LIST = Literal['C', '1B', '2B', '3B', 'SS', 'LF', 'CF', 'RF', 'P', 'DH', 'PH', 'PR']
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class PlayModel(BaseModel):
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game_id: int
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play_num: int
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batter_id: int = None
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batter_team_id: int = None
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pitcher_id: int
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pitcher_team_id: int = None
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on_base_code: str
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inning_half: Literal['top', 'bot', 'Top', 'Bot']
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inning_num: int
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batting_order: int
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starting_outs: int
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away_score: int
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home_score: int
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batter_pos: POS_LIST = None
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on_first_id: int = None
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on_first_final: int = None
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on_second_id: int = None
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on_second_final: int = None
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on_third_id: int = None
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on_third_final: int = None
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batter_final: int = None
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pa: int = 0
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ab: int = 0
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e_run: int = 0
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run: int = 0
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hit: int = 0
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rbi: int = 0
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double: int = 0
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triple: int = 0
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homerun: int = 0
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bb: int = 0
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so: int = 0
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hbp: int = 0
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sac: int = 0
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ibb: int = 0
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gidp: int = 0
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bphr: int = 0
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bpfo: int = 0
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bp1b: int = 0
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bplo: int = 0
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sb: int = 0
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cs: int = 0
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outs: int = 0
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wpa: float = 0
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catcher_id: int = None
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catcher_team_id: int = None
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defender_id: int = None
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defender_team_id: int = None
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runner_id: int = None
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runner_team_id: int = None
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check_pos: POS_LIST = None
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error: int = 0
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wild_pitch: int = 0
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passed_ball: int = 0
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pick_off: int = 0
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balk: int = 0
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is_go_ahead: bool = False
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is_tied: bool = False
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is_new_inning: bool = False
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@validator('on_first_final')
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def no_final_if_no_runner_one(cls, v, values):
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if values['on_first_id'] is None:
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return None
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return v
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@validator('on_second_final')
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def no_final_if_no_runner_two(cls, v, values):
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if values['on_second_id'] is None:
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return None
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return v
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@validator('on_third_final')
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def no_final_if_no_runner_three(cls, v, values):
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if values['on_third_id'] is None:
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return None
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return v
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@validator('batter_final')
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def no_final_if_no_batter(cls, v, values):
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if values['batter_id'] is None:
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return None
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return v
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class PlayList(BaseModel):
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plays: List[PlayModel]
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@router.get('')
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async def get_plays(
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game_id: list = Query(default=None), batter_id: list = Query(default=None), season: list = Query(default=None),
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week: list = Query(default=None), has_defender: Optional[bool] = None, has_catcher: Optional[bool] = None,
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has_defender_or_catcher: Optional[bool] = None, is_scoring_play: Optional[bool] = None,
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pitcher_id: list = Query(default=None), obc: list = Query(default=None), inning: list = Query(default=None),
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batting_order: list = Query(default=None), starting_outs: list = Query(default=None),
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batter_pos: list = Query(default=None), catcher_id: list = Query(default=None),
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defender_id: list = Query(default=None), runner_id: list = Query(default=None),
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offense_team_id: list = Query(default=None), defense_team_id: list = Query(default=None),
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hit: Optional[int] = None, double: Optional[int] = None, triple: Optional[int] = None,
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homerun: Optional[int] = None,
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sb: Optional[int] = None, cs: Optional[int] = None, manager_id: list = Query(default=None),
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run: Optional[int] = None, e_run: Optional[int] = None, rbi: list = Query(default=None),
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outs: list = Query(default=None), wild_pitch: Optional[int] = None, is_final_out: Optional[bool] = None,
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is_go_ahead: Optional[bool] = None, is_tied: Optional[bool] = None, is_new_inning: Optional[bool] = None,
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min_wpa: Optional[float] = None, max_wpa: Optional[float] = None,
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short_output: Optional[bool] = False, sort: Optional[str] = None, limit: Optional[int] = 200):
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all_plays = StratPlay.select()
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if season is not None:
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s_games = StratGame.select().where(StratGame.season << season)
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all_plays = all_plays.where(StratPlay.game << s_games)
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if week is not None:
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w_games = StratGame.select().where(StratGame.week << week)
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all_plays = all_plays.where(StratPlay.game << w_games)
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if has_defender is not None:
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all_plays = all_plays.where(StratPlay.defender.is_null(False))
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if has_catcher is not None:
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all_plays = all_plays.where(StratPlay.catcher.is_null(False))
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if has_defender_or_catcher is not None:
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all_plays = all_plays.where(
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(StratPlay.catcher.is_null(False)) | (StratPlay.defender.is_null(False))
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)
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if game_id is not None:
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all_plays = all_plays.where(StratPlay.game_id << game_id)
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if batter_id is not None:
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all_plays = all_plays.where(StratPlay.batter_id << batter_id)
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if pitcher_id is not None:
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all_plays = all_plays.where(StratPlay.pitcher_id << pitcher_id)
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if obc is not None:
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all_plays = all_plays.where(StratPlay.on_base_code << obc)
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if inning is not None:
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all_plays = all_plays.where(StratPlay.inning_num << inning)
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if batting_order is not None:
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all_plays = all_plays.where(StratPlay.batting_order << batting_order)
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if starting_outs is not None:
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all_plays = all_plays.where(StratPlay.starting_outs << starting_outs)
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if batter_pos is not None:
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all_plays = all_plays.where(StratPlay.batter_pos << batter_pos)
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if catcher_id is not None:
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all_plays = all_plays.where(StratPlay.catcher_id << catcher_id)
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if defender_id is not None:
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all_plays = all_plays.where(StratPlay.defender_id << defender_id)
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if runner_id is not None:
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all_plays = all_plays.where(StratPlay.runner_id << runner_id)
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if offense_team_id is not None:
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all_teams = Team.select().where(Team.id << offense_team_id)
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all_plays = all_plays.where(
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(StratPlay.batter_team << all_teams) | (StratPlay.runner_team << all_teams)
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)
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if defense_team_id is not None:
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all_teams = Team.select().where(Team.id << defense_team_id)
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all_plays = all_plays.where(
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(StratPlay.catcher_team << all_teams) | (StratPlay.defender_team << all_teams)
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)
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if hit is not None:
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all_plays = all_plays.where(StratPlay.hit == hit)
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if double is not None:
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all_plays = all_plays.where(StratPlay.double == double)
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if triple is not None:
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all_plays = all_plays.where(StratPlay.triple == triple)
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if homerun is not None:
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all_plays = all_plays.where(StratPlay.homerun == homerun)
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if sb is not None:
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all_plays = all_plays.where(StratPlay.sb == sb)
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if cs is not None:
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all_plays = all_plays.where(StratPlay.cs == cs)
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if wild_pitch is not None:
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all_plays = all_plays.where(StratPlay.wild_pitch == wild_pitch)
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if run is not None:
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all_plays = all_plays.where(StratPlay.run == run)
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if e_run is not None:
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all_plays = all_plays.where(StratPlay.e_run == e_run)
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if rbi is not None:
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all_plays = all_plays.where(StratPlay.rbi << rbi)
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if outs is not None:
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all_plays = all_plays.where(StratPlay.outs << outs)
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if manager_id is not None:
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all_games = StratGame.select().where(
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(StratGame.away_manager_id << manager_id) | (StratGame.home_manager_id << manager_id)
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)
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all_plays = all_plays.where(StratPlay.game << all_games)
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if is_final_out is not None:
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all_plays = all_plays.where(StratPlay.starting_outs + StratPlay.outs == 3)
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if is_go_ahead is not None:
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all_plays = all_plays.where(StratPlay.is_go_ahead == is_go_ahead)
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if is_tied is not None:
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all_plays = all_plays.where(StratPlay.is_tied == is_tied)
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if is_new_inning is not None:
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all_plays = all_plays.where(StratPlay.is_new_inning == is_new_inning)
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if is_scoring_play is not None:
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all_plays = all_plays.where(
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(StratPlay.on_first_final == 4) | (StratPlay.on_second_final == 4) | (StratPlay.on_third_final == 4) |
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(StratPlay.batter_final == 4)
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)
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if min_wpa is not None:
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all_plays = all_plays.where(StratPlay.wpa >= min_wpa)
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if max_wpa is not None:
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all_plays = all_plays.where(StratPlay.wpa <= max_wpa)
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if limit > 5000:
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limit = 5000
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elif limit < 1:
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limit = 1
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if sort == 'wpa-desc':
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all_plays = all_plays.order_by(-fn.ABS(StratPlay.wpa))
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elif sort == 'wpa-asc':
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all_plays = all_plays.order_by(fn.ABS(StratPlay.wpa))
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elif sort == 'newest':
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all_plays = all_plays.order_by(StratPlay.game_id.desc(), StratPlay.play_num.desc())
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elif sort == 'oldest':
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all_plays = all_plays.order_by(StratPlay.game_id, StratPlay.play_num)
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all_plays = all_plays.limit(limit)
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return_plays = {
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'count': all_plays.count(),
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'plays': [model_to_dict(x, recurse=not short_output) for x in all_plays]
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}
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db.close()
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return return_plays
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@router.get('/batting')
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async def get_batting_totals(
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season: list = Query(default=None), week: list = Query(default=None),
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s_type: Literal['regular', 'post', 'total', None] = None, position: list = Query(default=None),
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player_id: list = Query(default=None), min_wpa: Optional[float] = -999, max_wpa: Optional[float] = 999,
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group_by: Literal['team', 'player', 'playerteam', 'playergame', 'teamgame', 'league'] = 'player',
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min_pa: Optional[int] = 1, team_id: list = Query(default=None), manager_id: list = Query(default=None),
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obc: list = Query(default=None), risp: Optional[bool] = None, inning: list = Query(default=None),
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sort: Optional[str] = None, limit: Optional[int] = None, short_output: Optional[bool] = False):
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season_games = StratGame.select()
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if season is not None:
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season_games = season_games.where(StratGame.season << season)
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if week is not None:
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season_games = season_games.where(StratGame.week << week)
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if manager_id is not None:
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season_games = season_games.where(
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(StratGame.away_manager_id << manager_id) | (StratGame.home_manager_id << manager_id)
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)
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bat_plays = (
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StratPlay
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.select(StratPlay.batter, StratPlay.game, fn.SUM(StratPlay.pa).alias('sum_pa'),
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fn.SUM(StratPlay.ab).alias('sum_ab'), fn.SUM(StratPlay.run).alias('sum_run'),
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fn.SUM(StratPlay.hit).alias('sum_hit'), fn.SUM(StratPlay.rbi).alias('sum_rbi'),
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fn.SUM(StratPlay.double).alias('sum_double'), fn.SUM(StratPlay.triple).alias('sum_triple'),
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fn.SUM(StratPlay.homerun).alias('sum_hr'), fn.SUM(StratPlay.bb).alias('sum_bb'),
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fn.SUM(StratPlay.so).alias('sum_so'), StratPlay.batter_team,
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fn.SUM(StratPlay.hbp).alias('sum_hbp'), fn.SUM(StratPlay.sac).alias('sum_sac'),
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fn.SUM(StratPlay.ibb).alias('sum_ibb'), fn.SUM(StratPlay.gidp).alias('sum_gidp'),
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fn.SUM(StratPlay.sb).alias('sum_sb'), fn.SUM(StratPlay.cs).alias('sum_cs'),
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fn.SUM(StratPlay.bphr).alias('sum_bphr'), fn.SUM(StratPlay.bpfo).alias('sum_bpfo'),
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fn.SUM(StratPlay.bp1b).alias('sum_bp1b'), fn.SUM(StratPlay.bplo).alias('sum_bplo'),
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fn.SUM(StratPlay.wpa).alias('sum_wpa'),
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fn.COUNT(StratPlay.on_first_final).filter(
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StratPlay.on_first_final.is_null(False) & (StratPlay.on_first_final != 4)).alias('count_lo1'),
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fn.COUNT(StratPlay.on_second_final).filter(
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StratPlay.on_second_final.is_null(False) & (StratPlay.on_second_final != 4)).alias('count_lo2'),
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fn.COUNT(StratPlay.on_third_final).filter(
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StratPlay.on_third_final.is_null(False) & (StratPlay.on_third_final != 4)).alias('count_lo3'),
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fn.COUNT(StratPlay.on_first).filter(StratPlay.on_first.is_null(False)).alias('count_runner1'),
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fn.COUNT(StratPlay.on_second).filter(StratPlay.on_second.is_null(False)).alias('count_runner2'),
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fn.COUNT(StratPlay.on_third).filter(StratPlay.on_third.is_null(False)).alias('count_runner3'),
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fn.COUNT(StratPlay.on_first_final).filter(
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StratPlay.on_first_final.is_null(False) & (StratPlay.on_first_final != 4) &
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(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo1_3out'),
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fn.COUNT(StratPlay.on_second_final).filter(
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StratPlay.on_second_final.is_null(False) & (StratPlay.on_second_final != 4) &
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(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo2_3out'),
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fn.COUNT(StratPlay.on_third_final).filter(
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StratPlay.on_third_final.is_null(False) & (StratPlay.on_third_final != 4) &
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(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo3_3out')
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# fn.COUNT(StratPlay.on_first).filter(StratPlay.on_first.is_null(False) &
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# (StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_runner1_3out'),
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# fn.COUNT(StratPlay.on_second).filter(StratPlay.on_second.is_null(False) &
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# (StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_runner2_3out'),
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# fn.COUNT(StratPlay.on_third).filter(StratPlay.on_third.is_null(False) &
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# (StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_runner3_3out')
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)
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.where((StratPlay.game << season_games) & (StratPlay.batter.is_null(False)))
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.having(fn.SUM(StratPlay.pa) >= min_pa)
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)
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run_plays = (
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StratPlay
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.select(StratPlay.runner, StratPlay.runner_team, fn.SUM(StratPlay.sb).alias('sum_sb'),
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fn.SUM(StratPlay.cs).alias('sum_cs'), fn.SUM(StratPlay.pick_off).alias('sum_pick'),
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fn.SUM(StratPlay.wpa).alias('sum_wpa'))
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.where((StratPlay.game << season_games) & (StratPlay.runner.is_null(False)))
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)
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def_plays = (
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StratPlay
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.select(StratPlay.defender, StratPlay.defender_team, fn.SUM(StratPlay.error).alias('sum_error'),
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fn.SUM(StratPlay.hit).alias('sum_hit'), fn.SUM(StratPlay.pa).alias('sum_chances'),
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fn.SUM(StratPlay.wpa).alias('sum_wpa'))
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.where((StratPlay.game << season_games) & (StratPlay.defender.is_null(False)))
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)
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if player_id is not None:
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all_players = Player.select().where(Player.id << player_id)
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bat_plays = bat_plays.where(StratPlay.batter << all_players)
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run_plays = run_plays.where(StratPlay.runner << all_players)
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def_plays = def_plays.where(StratPlay.defender << all_players)
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if team_id is not None:
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all_teams = Team.select().where(Team.id << team_id)
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bat_plays = bat_plays.where(StratPlay.batter_team << all_teams)
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run_plays = run_plays.where(StratPlay.runner_team << all_teams)
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def_plays = def_plays.where(StratPlay.defender_team << all_teams)
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if position is not None:
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bat_plays = bat_plays.where(StratPlay.batter_pos << position)
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if obc is not None:
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bat_plays = bat_plays.where(StratPlay.on_base_code << obc)
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if risp is not None:
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bat_plays = bat_plays.where(StratPlay.on_base_code << ['100', '101', '110', '111', '010', '011'])
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if inning is not None:
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bat_plays = bat_plays.where(StratPlay.inning_num << inning)
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if group_by is not None:
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if group_by == 'player':
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bat_plays = bat_plays.group_by(StratPlay.batter)
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run_plays = run_plays.group_by(StratPlay.runner)
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def_plays = def_plays.group_by(StratPlay.defender)
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elif group_by == 'team':
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bat_plays = bat_plays.group_by(StratPlay.batter_team)
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run_plays = run_plays.group_by(StratPlay.runner_team)
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def_plays = def_plays.group_by(StratPlay.defender_team)
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elif group_by == 'playerteam':
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bat_plays = bat_plays.group_by(StratPlay.batter, StratPlay.batter_team)
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run_plays = run_plays.group_by(StratPlay.runner, StratPlay.runner_team)
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def_plays = def_plays.group_by(StratPlay.defender, StratPlay.defender_team)
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elif group_by == 'playergame':
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bat_plays = bat_plays.group_by(StratPlay.batter, StratPlay.game)
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run_plays = run_plays.group_by(StratPlay.runner, StratPlay.game)
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def_plays = def_plays.group_by(StratPlay.defender, StratPlay.game)
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elif group_by == 'teamgame':
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bat_plays = bat_plays.group_by(StratPlay.batter_team, StratPlay.game)
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run_plays = run_plays.group_by(StratPlay.runner_team, StratPlay.game)
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def_plays = def_plays.group_by(StratPlay.defender_team, StratPlay.game)
|
|
elif group_by == 'league':
|
|
bat_plays = bat_plays.join(StratGame)
|
|
bat_plays = bat_plays.group_by(StratPlay.game.season)
|
|
run_plays = run_plays.join(StratGame)
|
|
run_plays = run_plays.group_by(StratPlay.game.season)
|
|
if sort is not None:
|
|
if sort == 'player':
|
|
bat_plays = bat_plays.order_by(StratPlay.batter)
|
|
run_plays = run_plays.order_by(StratPlay.runner)
|
|
def_plays = def_plays.order_by(StratPlay.defender)
|
|
elif sort == 'team':
|
|
bat_plays = bat_plays.order_by(StratPlay.batter_team)
|
|
run_plays = run_plays.order_by(StratPlay.runner_team)
|
|
def_plays = def_plays.order_by(StratPlay.defender_team)
|
|
elif sort == 'wpa-desc':
|
|
bat_plays = bat_plays.order_by(SQL('sum_wpa').desc())
|
|
elif sort == 'wpa-asc':
|
|
bat_plays = bat_plays.order_by(SQL('sum_wpa').asc())
|
|
elif sort == 'pa-desc':
|
|
bat_plays = bat_plays.order_by(SQL('sum_pa').desc())
|
|
elif sort == 'pa-asc':
|
|
bat_plays = bat_plays.order_by(SQL('sum_pa').asc())
|
|
elif sort == 'newest':
|
|
bat_plays = bat_plays.order_by(StratPlay.game_id.desc(), StratPlay.play_num.desc())
|
|
elif sort == 'oldest':
|
|
bat_plays = bat_plays.order_by(StratPlay.game_id, StratPlay.play_num)
|
|
if limit is not None:
|
|
if limit < 1:
|
|
limit = 1
|
|
bat_plays = bat_plays.limit(limit)
|
|
|
|
logging.info(f'bat_plays query: {bat_plays}')
|
|
logging.info(f'run_plays query: {run_plays}')
|
|
|
|
return_stats = {
|
|
'count': bat_plays.count(),
|
|
'stats': []
|
|
}
|
|
|
|
for x in bat_plays:
|
|
this_run = run_plays.where(StratPlay.runner == x.batter)
|
|
if this_run.count() > 0:
|
|
sum_sb = this_run[0].sum_sb
|
|
sum_cs = this_run[0].sum_cs
|
|
run_wpa = this_run[0].sum_wpa
|
|
else:
|
|
sum_sb = 0
|
|
sum_cs = 0
|
|
run_wpa = 0
|
|
this_wpa = bat_plays.where(
|
|
(StratPlay.wpa >= min_wpa) & (StratPlay.wpa <= max_wpa) & (StratPlay.batter == x.batter)
|
|
)
|
|
if this_wpa.count() > 0:
|
|
sum_wpa = this_wpa[0].sum_wpa
|
|
else:
|
|
sum_wpa = 0
|
|
|
|
tot_ab = x.sum_ab if x.sum_ab > 0 else 1
|
|
obp = (x.sum_hit + x.sum_bb + x.sum_hbp + x.sum_ibb) / x.sum_pa
|
|
slg = (x.sum_hr * 4 + x.sum_triple * 3 + x.sum_double * 2 +
|
|
(x.sum_hit - x.sum_double - x.sum_triple - x.sum_hr)) / tot_ab
|
|
|
|
this_game = 'TOT'
|
|
if group_by in ['playergame', 'teamgame']:
|
|
this_game = x.game_id if short_output else model_to_dict(x.game, recurse=False)
|
|
|
|
lob_all_rate, lob_2outs_rate, rbi_rate = 0, 0, 0
|
|
if x.count_runner1 + x.count_runner2 + x.count_runner3 > 0:
|
|
lob_all_rate = (x.count_lo1 + x.count_lo2 + x.count_lo3) / \
|
|
(x.count_runner1 + x.count_runner2 + x.count_runner3)
|
|
rbi_rate = (x.sum_rbi - x.sum_hr) / (x.count_runner1 + x.count_runner2 + x.count_runner3)
|
|
|
|
return_stats['stats'].append({
|
|
'player': x.batter_id if short_output else model_to_dict(x.batter, recurse=False),
|
|
'team': x.batter_team_id if short_output else model_to_dict(x.batter_team, recurse=False),
|
|
'pa': x.sum_pa,
|
|
'ab': x.sum_ab,
|
|
'run': x.sum_run,
|
|
'hit': x.sum_hit,
|
|
'rbi': x.sum_rbi,
|
|
'double': x.sum_double,
|
|
'triple': x.sum_triple,
|
|
'hr': x.sum_hr,
|
|
'bb': x.sum_bb,
|
|
'so': x.sum_so,
|
|
'hbp': x.sum_hbp,
|
|
'sac': x.sum_sac,
|
|
'ibb': x.sum_ibb,
|
|
'gidp': x.sum_gidp,
|
|
'sb': sum_sb,
|
|
'cs': sum_cs,
|
|
'bphr': x.sum_bphr,
|
|
'bpfo': x.sum_bpfo,
|
|
'bp1b': x.sum_bp1b,
|
|
'bplo': x.sum_bplo,
|
|
'wpa': sum_wpa + run_wpa,
|
|
'avg': x.sum_hit / tot_ab,
|
|
'obp': obp,
|
|
'slg': slg,
|
|
'ops': obp + slg,
|
|
'woba': (.69 * x.sum_bb + .72 * x.sum_hbp + .89 * (x.sum_hit - x.sum_double - x.sum_triple - x.sum_hr) +
|
|
1.27 * x.sum_double + 1.62 * x.sum_triple + 2.1 * x.sum_hr) / (x.sum_pa - x.sum_ibb),
|
|
'game': this_game,
|
|
'lob_all': x.count_lo1 + x.count_lo2 + x.count_lo3,
|
|
'lob_all_rate': lob_all_rate,
|
|
'lob_2outs': x.count_lo1_3out + x.count_lo2_3out + x.count_lo3_3out,
|
|
'rbi%': rbi_rate
|
|
})
|
|
|
|
# Get Running Stats
|
|
|
|
# Get Fielding Stats
|
|
|
|
db.close()
|
|
return return_stats
|
|
|
|
|
|
@router.get('/pitching')
|
|
async def get_pitching_totals(
|
|
season: list = Query(default=None), week: list = Query(default=None),
|
|
s_type: Literal['regular', 'post', 'total', None] = None, player_id: list = Query(default=None),
|
|
group_by: Literal['team', 'player', 'playerteam', 'playergame', 'teamgame', 'league'] = 'player',
|
|
min_pa: Optional[int] = 1, team_id: list = Query(default=None), manager_id: list = Query(default=None),
|
|
obc: list = Query(default=None), risp: Optional[bool] = None, inning: list = Query(default=None),
|
|
sort: Optional[str] = None, limit: Optional[int] = None, short_output: Optional[bool] = False):
|
|
season_games = StratGame.select()
|
|
if season is not None:
|
|
season_games = season_games.where(StratGame.season << season)
|
|
if week is not None:
|
|
season_games = season_games.where(StratGame.week << week)
|
|
if manager_id is not None:
|
|
season_games = season_games.where(
|
|
(StratGame.away_manager_id << manager_id) | (StratGame.home_manager_id << manager_id)
|
|
)
|
|
|
|
pit_plays = (
|
|
StratPlay
|
|
.select(StratPlay.pitcher, StratPlay.pitcher_team, StratPlay.game, fn.SUM(StratPlay.pa).alias('sum_pa'),
|
|
fn.SUM(StratPlay.ab).alias('sum_ab'), fn.SUM(StratPlay.run).alias('sum_run'),
|
|
fn.SUM(StratPlay.hit).alias('sum_hit'),
|
|
fn.SUM(StratPlay.double).alias('sum_double'), fn.SUM(StratPlay.triple).alias('sum_triple'),
|
|
fn.SUM(StratPlay.homerun).alias('sum_hr'), fn.SUM(StratPlay.bb).alias('sum_bb'),
|
|
fn.SUM(StratPlay.so).alias('sum_so'), fn.SUM(StratPlay.wpa).alias('sum_wpa'),
|
|
fn.SUM(StratPlay.hbp).alias('sum_hbp'), fn.SUM(StratPlay.sac).alias('sum_sac'),
|
|
fn.SUM(StratPlay.ibb).alias('sum_ibb'), fn.SUM(StratPlay.gidp).alias('sum_gidp'),
|
|
fn.SUM(StratPlay.sb).alias('sum_sb'), fn.SUM(StratPlay.cs).alias('sum_cs'),
|
|
fn.SUM(StratPlay.bphr).alias('sum_bphr'), fn.SUM(StratPlay.bpfo).alias('sum_bpfo'),
|
|
fn.SUM(StratPlay.bp1b).alias('sum_bp1b'), fn.SUM(StratPlay.bplo).alias('sum_bplo'),
|
|
fn.SUM(StratPlay.wild_pitch).alias('sum_wp'), fn.SUM(StratPlay.balk).alias('sum_balk'),
|
|
fn.SUM(StratPlay.outs).alias('sum_outs'), fn.SUM(StratPlay.e_run).alias('sum_erun'),
|
|
fn.COUNT(StratPlay.on_first_final).filter(
|
|
StratPlay.on_first_final.is_null(False) & (StratPlay.on_first_final != 4)).alias('count_lo1'),
|
|
fn.COUNT(StratPlay.on_second_final).filter(
|
|
StratPlay.on_second_final.is_null(False) & (StratPlay.on_second_final != 4)).alias('count_lo2'),
|
|
fn.COUNT(StratPlay.on_third_final).filter(
|
|
StratPlay.on_third_final.is_null(False) & (StratPlay.on_third_final != 4)).alias('count_lo3'),
|
|
fn.COUNT(StratPlay.on_first).filter(StratPlay.on_first.is_null(False)).alias('count_runner1'),
|
|
fn.COUNT(StratPlay.on_second).filter(StratPlay.on_second.is_null(False)).alias('count_runner2'),
|
|
fn.COUNT(StratPlay.on_third).filter(StratPlay.on_third.is_null(False)).alias('count_runner3'),
|
|
fn.COUNT(StratPlay.on_first_final).filter(
|
|
StratPlay.on_first_final.is_null(False) & (StratPlay.on_first_final != 4) &
|
|
(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo1_3out'),
|
|
fn.COUNT(StratPlay.on_second_final).filter(
|
|
StratPlay.on_second_final.is_null(False) & (StratPlay.on_second_final != 4) &
|
|
(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo2_3out'),
|
|
fn.COUNT(StratPlay.on_third_final).filter(
|
|
StratPlay.on_third_final.is_null(False) & (StratPlay.on_third_final != 4) &
|
|
(StratPlay.starting_outs + StratPlay.outs == 3)).alias('count_lo3_3out'))
|
|
.where((StratPlay.game << season_games) & (StratPlay.pitcher.is_null(False)))
|
|
.having(fn.SUM(StratPlay.pa) >= min_pa)
|
|
)
|
|
all_dec = (
|
|
Decision
|
|
.select(Decision.pitcher, fn.SUM(Decision.win).alias('sum_win'), fn.SUM(Decision.loss).alias('sum_loss'),
|
|
fn.SUM(Decision.hold).alias('sum_hold'), fn.SUM(Decision.is_save).alias('sum_save'),
|
|
fn.SUM(Decision.b_save).alias('sum_b_save'), fn.SUM(Decision.irunners).alias('sum_irunners'),
|
|
fn.SUM(Decision.irunners_scored).alias('sum_irun_scored'),
|
|
fn.SUM(Decision.is_start).alias('sum_gs'), fn.COUNT(Decision.game).alias('sum_game'))
|
|
.where(Decision.game << season_games)
|
|
)
|
|
|
|
if player_id is not None:
|
|
all_players = Player.select().where(Player.id << player_id)
|
|
pit_plays = pit_plays.where(StratPlay.pitcher << all_players)
|
|
if team_id is not None:
|
|
all_teams = Team.select().where(Team.id << team_id)
|
|
pit_plays = pit_plays.where(StratPlay.pitcher_team << all_teams)
|
|
|
|
if obc is not None:
|
|
pit_plays = pit_plays.where(StratPlay.on_base_code << obc)
|
|
if risp is not None:
|
|
pit_plays = pit_plays.where(StratPlay.on_base_code << ['100', '101', '110', '111', '010', '011'])
|
|
if inning is not None:
|
|
pit_plays = pit_plays.where(StratPlay.inning_num << inning)
|
|
|
|
if group_by is not None:
|
|
if group_by == 'player':
|
|
pit_plays = pit_plays.group_by(StratPlay.pitcher)
|
|
elif group_by == 'team':
|
|
pit_plays = pit_plays.group_by(StratPlay.pitcher_team)
|
|
elif group_by == 'playerteam':
|
|
pit_plays = pit_plays.group_by(StratPlay.pitcher, StratPlay.pitcher_team)
|
|
elif group_by == 'playergame':
|
|
pit_plays = pit_plays.group_by(StratPlay.pitcher, StratPlay.game)
|
|
elif group_by == 'teamgame':
|
|
pit_plays = pit_plays.group_by(StratPlay.pitcher_team, StratPlay.game)
|
|
elif group_by == 'league':
|
|
pit_plays = pit_plays.join(StratGame)
|
|
pit_plays = pit_plays.group_by(StratPlay.game.season)
|
|
if sort is not None:
|
|
if sort == 'player':
|
|
pit_plays = pit_plays.order_by(StratPlay.pitcher)
|
|
elif sort == 'team':
|
|
pit_plays = pit_plays.order_by(StratPlay.pitcher_team)
|
|
elif sort == 'wpa-desc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_wpa').asc()) # functions seem reversed since pitcher plays negative
|
|
elif sort == 'wpa-asc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_wpa').desc())
|
|
elif sort == 'ip-desc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_outs').desc())
|
|
elif sort == 'ip-asc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_outs').asc())
|
|
elif sort == 'game-desc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_game').desc())
|
|
elif sort == 'game-asc':
|
|
pit_plays = pit_plays.order_by(SQL('sum_game').asc())
|
|
elif sort == 'newest':
|
|
pit_plays = pit_plays.order_by(StratPlay.game_id.desc(), StratPlay.play_num.desc())
|
|
elif sort == 'oldest':
|
|
pit_plays = pit_plays.order_by(StratPlay.game_id, StratPlay.play_num)
|
|
if limit is not None:
|
|
if limit < 1:
|
|
limit = 1
|
|
pit_plays = pit_plays.limit(limit)
|
|
|
|
return_stats = {
|
|
'count': pit_plays.count(),
|
|
'stats': []
|
|
}
|
|
|
|
for x in pit_plays:
|
|
this_dec = all_dec.where(Decision.pitcher == x.pitcher)
|
|
tot_outs = x.sum_outs if x.sum_outs > 0 else 1
|
|
obp = (x.sum_hit + x.sum_bb + x.sum_hbp + x.sum_ibb) / x.sum_pa
|
|
slg = (x.sum_hr * 4 + x.sum_triple * 3 + x.sum_double * 2 +
|
|
(x.sum_hit - x.sum_double - x.sum_triple - x.sum_hr)) / x.sum_ab
|
|
tot_bb = 0.1 if x.sum_bb == 0 else x.sum_bb
|
|
|
|
this_game = 'TOT'
|
|
if group_by in ['playergame', 'teamgame']:
|
|
this_game = x.game_id if short_output else model_to_dict(x.game, recurse=False)
|
|
this_dec = all_dec.where((Decision.pitcher == x.pitcher) & (Decision.game == x.game))
|
|
|
|
lob_all_rate, lob_2outs_rate = 0, 0
|
|
if x.count_runner1 + x.count_runner2 + x.count_runner3 > 0:
|
|
lob_all_rate = (x.count_lo1 + x.count_lo2 + x.count_lo3) / \
|
|
(x.count_runner1 + x.count_runner2 + x.count_runner3)
|
|
rbi_rate = (x.sum_rbi - x.sum_hr) / (x.count_runner1 + x.count_runner2 + x.count_runner3)
|
|
|
|
return_stats['stats'].append({
|
|
'player': x.pitcher_id if short_output else model_to_dict(x.pitcher, recurse=False),
|
|
'team': x.pitcher_team_id if short_output else model_to_dict(x.pitcher_team, recurse=False),
|
|
'tbf': x.sum_pa,
|
|
'outs': x.sum_outs,
|
|
'games': this_dec[0].sum_game,
|
|
'gs': this_dec[0].sum_gs,
|
|
'win': this_dec[0].sum_win,
|
|
'loss': this_dec[0].sum_loss,
|
|
'hold': this_dec[0].sum_hold,
|
|
'save': this_dec[0].sum_save,
|
|
'bsave': this_dec[0].sum_b_save,
|
|
'ir': this_dec[0].sum_irunners,
|
|
'ir_sc': this_dec[0].sum_irun_scored,
|
|
'ab': x.sum_ab,
|
|
'run': x.sum_run,
|
|
'e_run': x.sum_erun,
|
|
'hits': x.sum_hit,
|
|
'double': x.sum_double,
|
|
'triple': x.sum_triple,
|
|
'hr': x.sum_hr,
|
|
'bb': x.sum_bb,
|
|
'so': x.sum_so,
|
|
'hbp': x.sum_hbp,
|
|
'sac': x.sum_sac,
|
|
'ibb': x.sum_ibb,
|
|
'gidp': x.sum_gidp,
|
|
'sb': x.sum_sb,
|
|
'cs': x.sum_cs,
|
|
'bphr': x.sum_bphr,
|
|
'bpfo': x.sum_bpfo,
|
|
'bp1b': x.sum_bp1b,
|
|
'bplo': x.sum_bplo,
|
|
'wp': x.sum_wp,
|
|
'balk': x.sum_balk,
|
|
'wpa': x.sum_wpa * -1,
|
|
'era': (x.sum_erun * 27) / tot_outs,
|
|
'whip': ((x.sum_bb + x.sum_hit + x.sum_ibb) * 3) / tot_outs,
|
|
'avg': x.sum_hit / x.sum_ab,
|
|
'obp': obp,
|
|
'slg': slg,
|
|
'ops': obp + slg,
|
|
'woba': (.69 * x.sum_bb + .72 * x.sum_hbp + .89 * (x.sum_hit - x.sum_double - x.sum_triple - x.sum_hr) +
|
|
1.27 * x.sum_double + 1.62 * x.sum_triple + 2.1 * x.sum_hr) / (x.sum_pa - x.sum_ibb),
|
|
'k/9': x.sum_so * 9 / (tot_outs / 3),
|
|
'bb/9': x.sum_bb * 9 / (tot_outs / 3),
|
|
'k/bb': x.sum_so / tot_bb,
|
|
'game': this_game,
|
|
'lob_2outs': x.count_lo1_3out + x.count_lo2_3out + x.count_lo3_3out,
|
|
'rbi%': rbi_rate
|
|
})
|
|
db.close()
|
|
return return_stats
|
|
|
|
|
|
@router.get('/fielding')
|
|
async def get_fielding_totals(
|
|
season: list = Query(default=None), week: list = Query(default=None),
|
|
s_type: Literal['regular', 'post', 'total', None] = None, position: list = Query(default=None),
|
|
player_id: list = Query(default=None),
|
|
group_by: Literal['team', 'player', 'playerteam', 'playerposition', 'teamposition'] = 'player',
|
|
min_ch: Optional[int] = 1, team_id: list = Query(default=None), manager_id: list = Query(default=None),
|
|
sort: Optional[str] = None, limit: Optional[int] = None, short_output: Optional[bool] = False):
|
|
season_games = StratGame.select()
|
|
if season is not None:
|
|
season_games = season_games.where(StratGame.season << season)
|
|
if week is not None:
|
|
season_games = season_games.where(StratGame.week << week)
|
|
if manager_id is not None:
|
|
season_games = season_games.where(
|
|
(StratGame.away_manager_id << manager_id) | (StratGame.home_manager_id << manager_id)
|
|
)
|
|
|
|
def_plays = (
|
|
StratPlay
|
|
.select(StratPlay.defender, StratPlay.defender_team, fn.SUM(StratPlay.error).alias('sum_error'),
|
|
fn.SUM(StratPlay.hit).alias('sum_hit'), fn.SUM(StratPlay.pa).alias('sum_chances'),
|
|
fn.SUM(StratPlay.wpa).alias('sum_wpa'), StratPlay.check_pos)
|
|
.where((StratPlay.game << season_games) & (StratPlay.defender.is_null(False)))
|
|
.having(fn.SUM(StratPlay.pa) >= min_ch)
|
|
)
|
|
cat_plays = (
|
|
StratPlay
|
|
.select(StratPlay.catcher, StratPlay.catcher_team, fn.SUM(StratPlay.sb).alias('sum_sb'),
|
|
fn.SUM(StratPlay.cs).alias('sum_cs'), fn.SUM(StratPlay.wpa).alias('sum_wpa'),
|
|
fn.SUM(StratPlay.passed_ball).alias('sum_pb'))
|
|
.where((StratPlay.game << season_games) & (StratPlay.catcher.is_null(False)))
|
|
)
|
|
|
|
if player_id is not None:
|
|
all_players = Player.select().where(Player.id << player_id)
|
|
def_plays = def_plays.where(StratPlay.defender << all_players)
|
|
cat_plays = cat_plays.where(StratPlay.catcher << all_players)
|
|
if team_id is not None:
|
|
all_teams = Team.select().where(Team.id << team_id)
|
|
def_plays = def_plays.where(StratPlay.defender_team << all_teams)
|
|
cat_plays = cat_plays.where(StratPlay.catcher_team << all_teams)
|
|
if position is not None:
|
|
def_plays = def_plays.where(StratPlay.check_pos << position)
|
|
|
|
if group_by is not None:
|
|
if group_by == 'player':
|
|
def_plays = def_plays.group_by(StratPlay.defender)
|
|
cat_plays = cat_plays.group_by(StratPlay.catcher)
|
|
elif group_by == 'team':
|
|
def_plays = def_plays.group_by(StratPlay.defender_team)
|
|
cat_plays = cat_plays.group_by(StratPlay.catcher_team)
|
|
elif group_by == 'playerteam':
|
|
def_plays = def_plays.group_by(StratPlay.defender, StratPlay.defender_team)
|
|
cat_plays = cat_plays.group_by(StratPlay.catcher, StratPlay.catcher_team)
|
|
elif group_by == 'playerposition':
|
|
def_plays = def_plays.group_by(StratPlay.defender, StratPlay.check_pos)
|
|
cat_plays = cat_plays.group_by(StratPlay.catcher)
|
|
elif group_by == 'teamposition':
|
|
def_plays = def_plays.group_by(StratPlay.defender_team, StratPlay.check_pos)
|
|
cat_plays = cat_plays.group_by(StratPlay.catcher_team)
|
|
if sort is not None:
|
|
if sort == 'player':
|
|
def_plays = def_plays.order_by(StratPlay.defender)
|
|
elif sort == 'team':
|
|
def_plays = def_plays.order_by(StratPlay.defender_team)
|
|
elif sort == 'wpa-desc':
|
|
def_plays = def_plays.order_by(SQL('sum_wpa').asc())
|
|
elif sort == 'wpa-asc':
|
|
def_plays = def_plays.order_by(SQL('sum_wpa').desc())
|
|
elif sort == 'ch-desc':
|
|
def_plays = def_plays.order_by(SQL('sum_chances').desc())
|
|
elif sort == 'ch-asc':
|
|
def_plays = def_plays.order_by(SQL('sum_chances').asc())
|
|
if limit is not None:
|
|
if limit < 1:
|
|
limit = 1
|
|
def_plays = def_plays.limit(limit)
|
|
|
|
logging.info(f'def_plays query: {def_plays}')
|
|
|
|
return_stats = {
|
|
'count': def_plays.count(),
|
|
'stats': []
|
|
}
|
|
|
|
for x in def_plays:
|
|
logging.info(f'this_play: {x}')
|
|
this_cat = cat_plays.where(StratPlay.catcher == x.defender)
|
|
if this_cat.count() > 0:
|
|
sum_sb = this_cat[0].sum_sb
|
|
sum_cs = this_cat[0].sum_cs
|
|
sum_wpa = this_cat[0].sum_wpa
|
|
sum_pb = this_cat[0].sum_pb
|
|
else:
|
|
sum_sb = 0
|
|
sum_cs = 0
|
|
sum_wpa = 0
|
|
sum_pb = 0
|
|
|
|
this_pos = 'TOT'
|
|
if group_by in ['playerposition', 'teamposition']:
|
|
this_pos = x.check_pos
|
|
this_player = x.defender_id if short_output else model_to_dict(x.defender, recurse=False)
|
|
if group_by == 'teamposition':
|
|
this_player = 'TOT'
|
|
|
|
return_stats['stats'].append({
|
|
'player': this_player,
|
|
'team': x.defender_team_id if short_output else model_to_dict(x.defender_team, recurse=False),
|
|
'pos': this_pos,
|
|
'x-ch': x.sum_chances,
|
|
'hit': x.sum_hit,
|
|
'error': x.sum_error,
|
|
'sb-ch': sum_sb + sum_cs,
|
|
'sb': sum_sb,
|
|
'cs': sum_cs,
|
|
'pb': sum_pb,
|
|
'wpa': (x.sum_wpa + sum_wpa) * -1,
|
|
'wf%': (x.sum_chances - (x.sum_error * .5) - (x.sum_hit * .75)) / x.sum_chances,
|
|
'cs%': sum_cs / (sum_sb + sum_cs) if (sum_sb + sum_cs) > 0 else ''
|
|
})
|
|
db.close()
|
|
return return_stats
|
|
|
|
|
|
@router.get('/{play_id}')
|
|
async def get_one_play(play_id: int):
|
|
if StratPlay.get_or_none(StratPlay.id == play_id) is None:
|
|
db.close()
|
|
raise HTTPException(status_code=404, detail=f'Play ID {play_id} not found')
|
|
r_play = model_to_dict(StratPlay.get_by_id(play_id))
|
|
db.close()
|
|
return r_play
|
|
|
|
|
|
@router.patch('/{play_id}')
|
|
async def patch_play(play_id: int, new_play: PlayModel, token: str = Depends(oauth2_scheme)):
|
|
if not valid_token(token):
|
|
logging.warning(f'patch_play - Bad Token: {token}')
|
|
raise HTTPException(status_code=401, detail='Unauthorized')
|
|
|
|
if StratPlay.get_or_none(StratPlay.id == play_id) is None:
|
|
db.close()
|
|
raise HTTPException(status_code=404, detail=f'Play ID {play_id} not found')
|
|
|
|
StratPlay.update(**new_play.dict()).where(StratPlay.id == play_id).execute()
|
|
r_play = model_to_dict(StratPlay.get_by_id(play_id))
|
|
db.close()
|
|
return r_play
|
|
|
|
|
|
@router.post('')
|
|
async def post_plays(p_list: PlayList, token: str = Depends(oauth2_scheme)):
|
|
if not valid_token(token):
|
|
logging.warning(f'post_plays - Bad Token: {token}')
|
|
raise HTTPException(status_code=401, detail='Unauthorized')
|
|
|
|
new_plays = []
|
|
this_game = StratGame.get_or_none(StratGame.id == p_list.plays[0].game_id)
|
|
if this_game is None:
|
|
raise HTTPException(status_code=404, detail=f'Game ID {p_list.plays[0].game_id} not found')
|
|
|
|
for play in p_list.plays:
|
|
this_play = play
|
|
this_play.inning_half = this_play.inning_half.lower()
|
|
top_half = this_play.inning_half == 'top'
|
|
|
|
if this_play.batter_team_id is None and this_play.batter_id is not None:
|
|
this_play.batter_team_id = this_game.away_team.id if top_half else this_game.home_team.id
|
|
if this_play.pitcher_team_id is None:
|
|
this_play.pitcher_team_id = this_game.home_team.id if top_half else this_game.away_team.id
|
|
if this_play.catcher_id is not None:
|
|
this_play.catcher_team_id = this_game.home_team.id if top_half else this_game.away_team.id
|
|
if this_play.defender_id is not None:
|
|
this_play.defender_team_id = this_game.home_team.id if top_half else this_game.away_team.id
|
|
if this_play.runner_id is not None:
|
|
this_play.runner_team_id = this_game.away_team.id if top_half else this_game.home_team.id
|
|
if this_play.pa == 0:
|
|
this_play.batter_final = None
|
|
|
|
new_plays.append(this_play.dict())
|
|
|
|
with db.atomic():
|
|
for batch in chunked(new_plays, 20):
|
|
StratPlay.insert_many(batch).on_conflict_replace().execute()
|
|
db.close()
|
|
|
|
return f'Inserted {len(new_plays)} plays'
|
|
|
|
|
|
@router.delete('/{play_id}')
|
|
async def delete_play(play_id: int, token: str = Depends(oauth2_scheme)):
|
|
if not valid_token(token):
|
|
logging.warning(f'delete_play - Bad Token: {token}')
|
|
raise HTTPException(status_code=401, detail='Unauthorized')
|
|
|
|
this_play = StratPlay.get_or_none(StratPlay.id == play_id)
|
|
if not this_play:
|
|
db.close()
|
|
raise HTTPException(status_code=404, detail=f'Play ID {play_id} not found')
|
|
|
|
count = this_play.delete_instance()
|
|
db.close()
|
|
|
|
if count == 1:
|
|
return f'Play {play_id} has been deleted'
|
|
else:
|
|
raise HTTPException(status_code=500, detail=f'Play {play_id} could not be deleted')
|
|
|
|
|
|
@router.delete('/game/{game_id}')
|
|
async def delete_plays_game(game_id: int, token: str = Depends(oauth2_scheme)):
|
|
if not valid_token(token):
|
|
logging.warning(f'delete_plays_game - Bad Token: {token}')
|
|
raise HTTPException(status_code=401, detail='Unauthorized')
|
|
|
|
this_game = StratGame.get_or_none(StratGame.id == game_id)
|
|
if not this_game:
|
|
db.close()
|
|
raise HTTPException(status_code=404, detail=f'Game ID {game_id} not found')
|
|
|
|
count = StratPlay.delete().where(StratPlay.game == this_game).execute()
|
|
db.close()
|
|
|
|
if count > 0:
|
|
return f'Deleted {count} plays matching Game ID {game_id}'
|
|
else:
|
|
raise HTTPException(status_code=500, detail=f'No plays matching Game ID {game_id} were deleted')
|
|
|
|
|
|
|
|
|