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parse_elf_game_stats.py
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import json
from datetime import datetime
import logging
# import numpy as np
import pandas as pd
from tqdm import tqdm
from elf_utils import get_json_in_folder
def check_elf_stats(save=False):
"""
"""
json_file_list = get_json_in_folder()
# participation_df = pd.DataFrame()
# row_df = pd.DataFrame()
# print(json_file_list)
for json_file in tqdm(json_file_list):
with open(json_file, 'r') as f:
json_string = f.read()
# print(f'\n{json_file}')
json_data = json.loads(json_string)
# game_id = json_data['venue']['_attributes']['gameid']
# game_date = str(json_data['venue']['_attributes']['date'])
# game_date = datetime.strptime(game_date, '%m/%d/%Y')
# game_season = game_date.year
# home_id = json_data['venue']['_attributes']['homeid']
# home_name = json_data['venue']['_attributes']['homename']
# visitor_id = json_data['venue']['_attributes']['visid']
# visitor_name = json_data['venue']['_attributes']['visname']
for i in json_data['visitor_players']:
# print(i['_attributes']['name'])
# row_df = pd.DataFrame(
# {
# 'season': game_season,
# 'game_id': game_id,
# 'team_id': visitor_id,
# 'team_name': visitor_name,
# 'loc': 'A',
# 'opponent_id': home_id,
# 'opponent_name': home_name
# },
# index=[0]
# )
if str(i['_attributes']['name']).lower() != 'team' \
and str(i['_attributes']['name']).lower() != 'tm':
# player_uni = i['_attributes']['uni']
# player_name = i['_attributes']['name']
# player_short_name = i['_attributes']['shortname']
# player_check_name = i['_attributes']['checkname']
# player_GP = i['_attributes']['gp']
try:
player_GS = int(i['_attributes']['gs'])
except Exception:
player_GS = 0
try:
player_pos = i['_attributes']['opos']
except Exception:
try:
player_pos = i['_attributes']['dpos']
except Exception:
player_pos = None
for (key, value) in i.items():
if key == "_attributes":
pass
elif key == "pass": # Passing Stats
for j in value['_attributes']:
if j == "comp":
pass
elif j == "att":
pass
elif j == "int":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
elif j == "sacks":
pass
elif j == "sackyds":
pass
else:
raise ValueError(j)
elif key == "rush": # Rushing Stats
for j in value['_attributes']:
if j == "att":
pass
elif j == "yds":
pass
elif j == "gain":
pass
elif j == "loss":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "rcv": # Receiving Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fumbles": # Receiving Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "lost":
pass
else:
raise ValueError(j)
elif key == "scoring": # General Scoring
for j in value['_attributes']:
if j == "td":
pass
elif j == "fg":
pass
elif j == "saf":
pass
elif j == "patrush":
pass
elif j == "patrcv":
pass
elif j == "patkick":
pass
elif j == "patretkick":
# Blocked XP, returned for 2 pts by defense.
pass
elif j == "patretfumb":
# Fumble on XP/2PC,
# returned for 2 pts by defense.
pass
else:
raise ValueError(j)
elif key == "defense": # General Defense
# (tackles, sacks, fumble recoveries)
for j in value['_attributes']:
if j == "tackua": # Solo Tackles
pass
elif j == "tacka": # Ast. Tackles
pass
elif j == "tot_tack": # Total Tackles
pass
elif j == "tflua": # solo TFL
pass
elif j == "tfla": # Ast. TFL
pass
elif j == "tflyds": # TFL Yds.
pass
elif j == "sacks": # Sacks
pass
elif j == "sackua": # Solo Sacks
pass
elif j == "sacka": # Ast. Sacks
pass
elif j == "sackyds": # Sack Yds.
pass
elif j == "brup": # PBUs
pass
elif j == "int": # Interceptions
pass
elif j == "intyds": # INT Yds.
pass
elif j == "ff": # forced fumbles
pass
elif j == "fr": # fumble recoveries
pass
elif j == "fryds": # FR Yds.
pass
elif j == "blkd": # Blocked Kicks
pass
elif j == "qbh": # QB Hits
pass
elif j == "saf": # safeties recorded
pass
else:
raise ValueError(j)
elif key == "ir": # Interception Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fr": # Interception Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fg": # Field Goal Stats
for j in value['_attributes']:
if j == "made":
pass
elif j == "att":
pass
elif j == "long":
pass
elif j == "blkd":
pass
else:
raise ValueError(j)
elif key == "pat": # Extra Points
for j in value['_attributes']:
if j == "kickmade":
pass
elif j == "kickatt":
pass
elif j == "blkd":
pass
elif j == "retkmade":
pass
elif j == "retkatt":
pass
elif j == "retfatt":
pass
elif j == "retfmade":
pass
elif j == "passatt":
pass
elif j == "passmade":
pass
elif j == "rushatt":
pass
elif j == "rushmade":
pass
elif j == "rcvatt":
pass
elif j == "rcvmade":
pass
else:
raise ValueError(j)
elif key == "ko": # Kickoff Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "ob":
pass
elif j == "tb":
pass
elif j == "fcyds":
pass
else:
raise ValueError(j)
elif key == "punt": # Punting Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "long":
pass
elif j == "blkd":
pass
elif j == "tb":
pass
elif j == "fc":
pass
elif j == "plus50":
pass
elif j == "inside20":
pass
elif j == "avg":
pass
else:
raise ValueError(j)
elif key == "pr": # Kick Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "kr": # Kick Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fgr": # Missed FG Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
else:
raise ValueError(f'Unhandled Data Key:\n{key}')
for i in json_data['visitor_players']:
# player_uni = i['_attributes']['uni']
# player_name = i['_attributes']['name']
# player_short_name = i['_attributes']['shortname']
# player_check_name = i['_attributes']['checkname']
# player_GP = i['_attributes']['gp']
try:
player_GS = int(i['_attributes']['gs'])
except Exception:
player_GS = 0
logging.info(
"Could not find games started"
)
player_GS = player_GS
try:
player_pos = i['_attributes']['opos']
except Exception:
try:
player_pos = i['_attributes']['dpos']
except Exception:
player_pos = None
player_pos = player_pos
for (key, value) in i.items():
if key == "_attributes":
pass
elif key == "pass": # Passing Stats
for j in value['_attributes']:
if j == "comp":
pass
elif j == "att":
pass
elif j == "int":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
elif j == "sacks":
pass
elif j == "sackyds":
pass
else:
raise ValueError(j)
elif key == "rush": # Rushing Stats
for j in value['_attributes']:
if j == "att":
pass
elif j == "yds":
pass
elif j == "gain":
pass
elif j == "loss":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "rcv": # Receiving Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fumbles": # Receiving Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "lost":
pass
else:
raise ValueError(j)
elif key == "scoring": # General Scoring
for j in value['_attributes']:
if j == "td":
pass
elif j == "fg":
pass
elif j == "saf":
pass
elif j == "patrush":
pass
elif j == "patrcv":
pass
elif j == "patkick":
pass
elif j == "patretkick":
# Blocked XP, returned for 2 pts by defense.
pass
elif j == "patretfumb":
# Fumble on XP/2PC,
# returned for 2 pts by defense.
pass
else:
raise ValueError(j)
elif key == "defense": # General Defense
# (tackles, sacks, fumble recoveries)
for j in value['_attributes']:
if j == "tackua": # Solo Tackles
pass
elif j == "tacka": # Ast. Tackles
pass
elif j == "tot_tack": # Total Tackles
pass
elif j == "tflua": # solo TFL
pass
elif j == "tfla": # Ast. TFL
pass
elif j == "tflyds": # TFL Yds.
pass
elif j == "sacks": # Sacks
pass
elif j == "sackua": # Solo Sacks
pass
elif j == "sacka": # Ast. Sacks
pass
elif j == "sackyds": # Sack Yds.
pass
elif j == "brup": # PBUs
pass
elif j == "int": # Interceptions
pass
elif j == "intyds": # INT Yds.
pass
elif j == "ff": # forced fumbles
pass
elif j == "fr": # fumble recoveries
pass
elif j == "fryds": # FR Yds.
pass
elif j == "blkd": # Blocked Kicks
pass
elif j == "qbh": # QB Hits
pass
elif j == "saf": # Safeties recorded
pass
else:
raise ValueError(j)
elif key == "ir": # Interception Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fr": # Interception Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fg": # Field Goal Stats
for j in value['_attributes']:
if j == "made":
pass
elif j == "att":
pass
elif j == "long":
pass
elif j == "blkd":
pass
else:
raise ValueError(j)
elif key == "pat": # Extra Points
for j in value['_attributes']:
if j == "kickmade":
pass
elif j == "kickatt":
pass
elif j == "blkd":
pass
elif j == "retkmade":
pass
elif j == "retkatt":
pass
elif j == "retfatt":
pass
elif j == "retfmade":
pass
elif j == "passatt":
pass
elif j == "passmade":
pass
elif j == "rushatt":
pass
elif j == "rushmade":
pass
elif j == "rcvatt":
pass
elif j == "rcvmade":
pass
else:
raise ValueError(j)
elif key == "ko": # Kickoff Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "ob":
pass
elif j == "tb":
pass
elif j == "fcyds":
pass
else:
raise ValueError(j)
elif key == "punt": # Punting Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "long":
pass
elif j == "blkd":
pass
elif j == "tb":
pass
elif j == "fc":
pass
elif j == "plus50":
pass
elif j == "inside20":
pass
elif j == "avg":
pass
else:
raise ValueError(j)
elif key == "pr": # Kick Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "kr": # Kick Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
elif key == "fgr": # Missed FG Return Stats
for j in value['_attributes']:
if j == "no":
pass
elif j == "yds":
pass
elif j == "td":
pass
elif j == "long":
pass
else:
raise ValueError(j)
else:
raise ValueError(f'Unhandled Data Key:\n{key}')
def parse_elf_player_game_stats(save=False):
"""
"""
json_file_list = get_json_in_folder()
player_stats_df = pd.DataFrame()
row_df = pd.DataFrame()
pass_df = pd.DataFrame()
rush_df = pd.DataFrame()
rec_df = pd.DataFrame()
fumbles_df = pd.DataFrame()
defense_df = pd.DataFrame()
interceptions_df = pd.DataFrame()
fumble_recoveries_df = pd.DataFrame()
field_goals_df = pd.DataFrame()
extra_points_df = pd.DataFrame()
kickoffs_df = pd.DataFrame()
punts_df = pd.DataFrame()
punt_returns_df = pd.DataFrame()
kick_returns_df = pd.DataFrame()
fg_returns_df = pd.DataFrame()
# print(json_file_list)
for json_file in tqdm(json_file_list):
with open(json_file, 'r') as f:
json_string = f.read()
# print(f'\n{json_file}')
json_data = json.loads(json_string)
try:
check = json_data["status"]
except Exception:
check = 200
try:
check = json_data["statusCode"]
except Exception as e:
logging.info(
f"No `statusCode` present in this JSON file. Full exception `{
e}`"
)
if check == 200:
game_id = json_data['venue']['_attributes']['gameid']
game_date = str(json_data['venue']['_attributes']['date'])
if "." in game_date:
game_date = datetime.strptime(
game_date, '%m.%d.%Y'
)
else:
try:
game_date = datetime.strptime(game_date, '%m/%d/%Y')
except Exception as e:
logging.info(
"Could not parse game date normally. " +
f"Full exception {e}"
)
game_date = datetime.strptime(game_date, '%m/%d')
game_date = game_date.replace(year=2023)
game_season = game_date.year
home_id = json_data['venue']['_attributes']['homeid']
home_name = json_data['venue']['_attributes']['homename']
visitor_id = json_data['venue']['_attributes']['visid']
visitor_name = json_data['venue']['_attributes']['visname']
for i in json_data['visitor_players']:
team_location = 'A'
if str(i['_attributes']['name']).lower() != 'team' \
and str(i['_attributes']['name']).lower() != 'tm':
player_uni = i['_attributes']['uni']
player_name = i['_attributes']['name']
player_short_name = i['_attributes']['shortname']
player_check_name = i['_attributes']['checkname']
player_GP = i['_attributes']['gp']
try:
player_GS = int(i['_attributes']['gs'])
except Exception:
player_GS = 0
try:
player_pos = i['_attributes']['opos']
except Exception:
try:
player_pos = i['_attributes']['dpos']
except Exception:
player_pos = None
for (key, value) in i.items():
if key == "_attributes":
pass
elif key == "pass": # Passing Stats
pass_comp = int(value['_attributes']['comp'])
pass_att = int(value['_attributes']['att'])
pass_yds = int(value['_attributes']['yds'])
pass_tds = int(value['_attributes']['td'])
pass_int = int(value['_attributes']['int'])
try:
pass_long = int(value['_attributes']['long'])
except Exception:
pass_long = 0
pass_sacks = int(value['_attributes']['sacks'])
pass_sacked_yds = int(
value['_attributes']['sackyds']
)
row_df = pd.DataFrame({
'season': game_season,
'game_id': game_id,
'team_id': visitor_id,
'team_name': visitor_name,
'loc': team_location,
'opponent_id': home_id,
'opponent_name': home_name,
'player_uni': player_uni,
'player_name': player_name,
'player_short_name': player_short_name,
'player_check_name': player_check_name,
'player_GP': player_GP,
'player_GS': player_GS,
'player_pos': player_pos,
'pass_comp': pass_comp,
'pass_att': pass_att,
'pass_yds': pass_yds,
'pass_tds': pass_tds,
'pass_int': pass_int,
'pass_long': pass_long,
'pass_sacks': pass_sacks,
'pass_sacked_yds': pass_sacked_yds,
},
index=[0]
)
pass_df = pd.concat(
[pass_df, row_df], ignore_index=True)
del row_df
del pass_comp, pass_att, \
pass_yds, pass_tds, \
pass_int, pass_long, \
pass_sacks, pass_sacked_yds
elif key == "rush": # Rushing Stats
rush_att = int(value['_attributes']['att'])
rush_yds = int(value['_attributes']['yds'])
rush_yds_gained = int(value['_attributes']['gain'])
rush_yds_lost = int(value['_attributes']['loss'])
rush_td = int(value['_attributes']['td'])
rush_long = int(value['_attributes']['long'])
row_df = pd.DataFrame({
'season': game_season,
'game_id': game_id,
'team_id': visitor_id,
'team_name': visitor_name,
'loc': team_location,
'opponent_id': home_id,
'opponent_name': home_name,
'player_uni': player_uni,
'player_name': player_name,
'player_short_name': player_short_name,
'player_check_name': player_check_name,
'player_GP': player_GP,
'player_GS': player_GS,
'player_pos': player_pos,
'rush_att': rush_att,
'rush_yds': rush_yds,
'rush_yds_gained': rush_yds_gained,
'rush_yds_lost': rush_yds_lost,
'rush_td': rush_td,
'rush_long': rush_long
},
index=[0]
)
rush_df = pd.concat(
[rush_df, row_df], ignore_index=True)
del row_df
del rush_att, rush_yds, \
rush_yds_gained, rush_yds_lost, \
rush_td, rush_long
elif key == "rcv": # Receiving Stats
rec_targets = 0
rec_no = int(value['_attributes']['no'])
rec_yds = int(value['_attributes']['yds'])
rec_tds = int(value['_attributes']['td'])
try:
rec_long = int(value['_attributes']['long'])
except Exception:
rec_long = 0
row_df = pd.DataFrame({
'season': game_season,
'game_id': game_id,
'team_id': visitor_id,
'team_name': visitor_name,
'loc': team_location,
'opponent_id': home_id,
'opponent_name': home_name,
'player_uni': player_uni,
'player_name': player_name,
'player_short_name': player_short_name,
'player_check_name': player_check_name,
'player_GP': player_GP,
'player_GS': player_GS,
'player_pos': player_pos,
'rec_targets': rec_targets,
'rec_no': rec_no,
'rec_yds': rec_yds,
'rec_tds': rec_tds,
'rec_long': rec_long,
},
index=[0]
)
rec_df = pd.concat(
[rec_df, row_df], ignore_index=True)
del row_df
del rec_no, rec_yds, \
rec_tds, rec_long
elif key == "fumbles": # Fumble Stats
fumbles = int(value['_attributes']['no'])
fumbles_lost = int(value['_attributes']['no'])
row_df = pd.DataFrame({
'season': game_season,
'game_id': game_id,
'team_id': visitor_id,
'team_name': visitor_name,
'loc': team_location,
'opponent_id': home_id,
'opponent_name': home_name,
'player_uni': player_uni,
'player_name': player_name,
'player_short_name': player_short_name,
'player_check_name': player_check_name,
'player_GP': player_GP,
'player_GS': player_GS,
'player_pos': player_pos,
'fumbles': fumbles,
'fumbles_lost': fumbles_lost
},
index=[0]
)
fumbles_df = pd.concat(
[fumbles_df, row_df], ignore_index=True)
del row_df
del fumbles, fumbles_lost
elif key == "scoring": # General Scoring
# There's nothing under this key
# that isn't in another section.
pass
elif key == "defense": # General Defense
try:
defense_solo_tackles = int(
value['_attributes']['tackua'])
except Exception:
defense_solo_tackles = 0
try:
defense_ast_tackles = int(
value['_attributes']['tacka'])
except Exception:
defense_ast_tackles = 0
try:
defense_total_tackles = int(
value['_attributes']['tot_tack'])
except Exception:
defense_total_tackles = 0
try:
defense_solo_tfl = int(
value['_attributes']['tflua'])
except Exception:
defense_solo_tfl = 0
try:
defense_ast_tfl = int(
value['_attributes']['tfla']
)
except Exception:
defense_ast_tfl = 0
defense_tfl = round(
defense_solo_tfl + (defense_ast_tfl / 2), 1)
try:
defense_tfl_yds = int(
value['_attributes']['tflyds'])
except Exception:
defense_tfl_yds = 0
try:
defense_solo_sack = int(
value['_attributes']['sackua'])
except Exception:
defense_solo_sack = 0
try:
defense_ast_sack = int(
value['_attributes']['sacka'])
except Exception:
defense_ast_sack = 0
defense_sacks = round(
defense_solo_sack + (defense_ast_sack / 2), 1)
try:
defense_qb_hits = int(
value['_attributes']['qbh']
)
except Exception:
defense_qb_hits = None
try:
defense_int = int(value['_attributes']['int'])
except Exception:
defense_int = 0