def add_derivated_stats_to_dict(d, type_):
try:
d = {
k: float(v)
for (k, v) in d.items()
if str(v).replace('.', '', 1).isdigit() == True
and v is not None
}
except:
d = d
# logger.info('d is {0} and type for d {1}'.format(d, type(d)))
# if d.get("FG"):
# logger.info('d["FG"] is {0} and type for d["FG"] {1}'.format(d["FG"], type(d["FG"])))
# if d.get("3P"):
# logger.info('d["3P"] is {0} and type for d["3P"] {1}'.format(d["3P"], type(d["3P"])))
d['FG%'] = 0.0
d['FT%'] = 0.0
d['3P%'] = 0.0
# d['eFG%'] = 0.0
# d['TSA'] = 0.0
# d['TS%'] = 0.0
d['3PAr'] = 0.0
d['FTAr'] = 0.0
d['2P'] = 0.0
d['2PA'] = 0.0
d['2P%'] = 0.0
d['2PAr'] = 0.0
d['DRB'] = 0.0
d['ORBr'] = 0.0
d['DRBr'] = 0.0
d['AST/TOV'] = 0.0
d['STL/TOV'] = 0.0
# d['FIC'] = 0.0
d['FT/FGA'] = 0.0
# d['HOB'] = 0.0
d.pop('+/-', None)
if d.get('AST'):
d['AST'] = float(d.get('AST'))
if d.get('DRB'):
d['DRB'] = float(d.get('DRB'))
if d.get('ORB'):
d['ORB'] = float(d.get('ORB'))
if d.get('TRB'):
d['TRB'] = float(d.get('TRB'))
if d.get('STL'):
d['STL'] = float(d.get('STL'))
if d.get('FT'):
d['FT'] = float(d.get('FT'))
if d.get('FTA'):
d['FTA'] = float(d.get('FTA'))
if d.get('FG3'):
d['FG3'] = float(d.get('FG3'))
if d.get('FG') and d.get('FGA'):
d['FG%'] = gen_derived_var(d.get('FG'), d.get('FGA'))
if d.get('FT') and d.get('FTA'):
d['FT%'] = gen_derived_var(d.get('FT'), d.get('FTA'))
if d.get('3P') and d.get('3P'):
d['3P%'] = gen_derived_var(d.get('3P'), d.get('3P'))
# if d.get('FG') and d.get('3P') and d.get('FGA'):
# d['eFG%'] = gen_derived_var((d.get('FG') + 0.5 * d.get('3P')), d.get('FGA'))
# if d.get('FGA') and d.get('FTA'):
# d['TSA'] = d.get('FGA') + 0.44 * d.get('FTA')
# if d.get('FT') and d.get('FTA'):
# d['TS%'] = gen_derived_var(d.get('PTS'), 2*d.get('TSA'))
if d.get('FT') and d.get('FTA'):
d['3PAr'] = gen_derived_var(d.get('3PA'), d.get('FGA'))
if d.get('FT') and d.get('FGA'):
d['FTAr'] = gen_derived_var(d.get('FTA'), d.get('FGA'))
if d.get('FG') and d.get('3P'):
d['2P'] = float(d.get('FG')) - float(d.get('3P'))
if d.get('FGA') and d.get('3PA'):
d['2PA'] = float(d.get('FGA')) - float(d.get('3PA'))
if d.get('2P') and d.get('2P'):
d['2P%'] = gen_derived_var(d.get('2P'), d.get('2P'))
if d.get('2PA') and d.get('FGA'):
d['2PAr'] = gen_derived_var(d.get('2PA'), d.get('FGA'))
if d.get('ORB') and d.get('TRB'):
d['DRB'] = float(d.get('TRB')) - float(d.get('ORB'))
if d.get('ORB') and d.get('TRB'):
d['ORBr'] = gen_derived_var(d.get('ORB'), d.get('TRB'))
if d.get('DRB') and d.get('TRB'):
d['DRBr'] = gen_derived_var(d.get('DRB'), d.get('TRB'))
if d.get('AST') and d.get('TOV'):
d['AST/TOV'] = gen_derived_var(d.get('AST'), d.get('TOV'))
if d.get('STL') and d.get('TOV'):
d['STL/TOV'] = gen_derived_var(d.get('STL'), d.get('TOV'))
# if d.get('PTS') and d.get('ORB') and d.get('DRB') and d.get('AST') and d.get('STL') and d.get('BLK') and d.get('FTA') and d.get('TOV') and d.get('PF'):
# d['FIC'] = (d.get('PTS') + d.get('ORB') + 0.75 * d.get('DRB') + d.get('AST') + d.get('STL') +
# d.get('BLK') - 0.75 * d.get('BLK') - 0.375 * d.get('FTA') - d.get('TOV') - 0.5 * d.get('PF'))
if d.get('FT') and d.get('FGA'):
d['FT/FGA'] = gen_derived_var(d.get('FT'), d.get('FGA'))
# if d.get('FG') and d.get('AST') and team_stats.get('FG'):
# d['HOB'] = gen_derived_var(d.get('FG') + d.get('AST'), team_stats.get('FG'))
return d
def add_derivated_stats_to_dict(d, type_):
d['FG%'] = gen_derived_var(d['FG'], d['FGA'])
d['FT%'] = gen_derived_var(d['FT'], d['FTA'])
d['3P%'] = gen_derived_var(d['3P'], d['3PA'])
d['eFG%'] = gen_derived_var((d['FG'] + 0.5 * d['3P']),
d['FGA'])
d['TSA'] = d['FGA'] + 0.44 * d['FTA']
d['TS%'] = gen_derived_var(d['PTS'], 2 * d['TSA'])
d['3PAr'] = gen_derived_var(d['3PA'], d['FGA'])
d['FTAr'] = gen_derived_var(d['FTA'], d['FGA'])
d['2P'] = d['FG'] - d['3P']
d['2PA'] = d['FGA'] - d['3PA']
d['2P%'] = gen_derived_var(d['2P'], d['2PA'])
d['2PAr'] = gen_derived_var(d['2PA'], d['FGA'])
d['DRB'] = d['TRB'] - d['ORB']
d['ORBr'] = gen_derived_var(d['ORB'], d['TRB'])
d['DRBr'] = gen_derived_var(d['DRB'], d['TRB'])
d['AST/TOV'] = gen_derived_var(d['AST'], d['TOV'])
d['STL/TOV'] = gen_derived_var(d['STL'], d['TOV'])
d['FIC'] = (d['PTS'] + d['ORB'] + 0.75 * d['DRB'] + d['AST'] +
d['STL'] + d['BLK'] - 0.75 * d['FGA'] -
0.375 * d['FTA'] - d['TOV'] - 0.5 * d['PF'])
d['FT/FGA'] = gen_derived_var(d['FT'], d['FGA'])
d['HOB'] = gen_derived_var(d['FG'] + d['AST'],
team_stats['FG'])
def add_derivated_stats_to_dict(d, type_):
d['FG%'] = gen_derived_var(d['FG'], d['FGA'])
d['FT%'] = gen_derived_var(d['FT'], d['FTA'])
d['3P%'] = gen_derived_var(d['3P'], d['3PA'])
d['eFG%'] = gen_derived_var((d['FG'] + 0.5 * d['3P']), d['FGA'])
d['TSA'] = d['FGA'] + 0.44 * d['FTA']
d['TS%'] = gen_derived_var(d['PTS'], 2*d['TSA'])
d['3PAr'] = gen_derived_var(d['3PA'], d['FGA'])
d['FTAr'] = gen_derived_var(d['FTA'], d['FGA'])
d['2P'] = d['FG'] - d['3P']
d['2PA'] = d['FGA'] - d['3PA']
d['2P%'] = gen_derived_var(d['2P'], d['2PA'])
d['2PAr'] = gen_derived_var(d['2PA'], d['FGA'])
d['DRB'] = d['TRB'] - d['ORB']
d['ORBr'] = gen_derived_var(d['ORB'], d['TRB'])
d['DRBr'] = gen_derived_var(d['DRB'], d['TRB'])
d['AST/TOV'] = gen_derived_var(d['AST'], d['TOV'])
d['STL/TOV'] = gen_derived_var(d['STL'], d['TOV'])
d['FIC'] = (d['PTS'] + d['ORB'] + 0.75 * d['DRB'] + d['AST'] + d['STL']
+ d['BLK'] - 0.75 * d['FGA'] - 0.375 * d['FTA'] - d['TOV'] - 0.5 * d['PF'])
d['FT/FGA'] = gen_derived_var(d['FT'], d['FGA'])
d['HOB'] = gen_derived_var(d['FG'] + d['AST'], team_stats['FG'])