def __init__(self):
self.team_abbreviation_parser = TeamAbbreviationParser(abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM)
self.location_abbreviation_parser = LocationAbbreviationParser(
abbreviations_to_locations=LOCATION_ABBREVIATIONS_TO_POSITION,
)
self.outcome_abbreviation_parser = OutcomeAbbreviationParser(
abbreviations_to_outcomes=OUTCOME_ABBREVIATIONS_TO_OUTCOME,
)
self.outcome_parser = PlayerBoxScoreOutcomeParser(outcome_abbreviation_parser=self.outcome_abbreviation_parser)
self.position_abbreviation_parser = PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION,
)
self.seconds_played_parser = SecondsPlayedParser()
self.player_box_scores_parser = PlayerBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_abbreviation_parser=self.outcome_abbreviation_parser,
seconds_played_parser=self.seconds_played_parser
)
self.player_season_box_scores_parser = PlayerSeasonBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_parser=self.outcome_parser,
seconds_played_parser=self.seconds_played_parser
)
self.player_season_totals_parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=self.position_abbreviation_parser,
team_abbreviation_parser=self.team_abbreviation_parser,
)
def setUp(self):
self.season_2001_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2001_totals.html'
).text
self.season_2018_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2018_totals.html'
).text
self.season_2019_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2019_totals.html'
).text
self.jemerrio_jones_blank_age_2019_totals_file = open(
os.path.join(
os.path.dirname(__file__),
'../files/NBA_2019_totals_jemerrio_jones_blank_age.html',
)
)
self.jemerrio_jones_with_a_blank_age_2019_totals = self.jemerrio_jones_blank_age_2019_totals_file.read()
self.parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION
),
team_abbreviation_parser=TeamAbbreviationParser(
abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM,
)
)
def players_season_totals(season_end_year):
url = '{BASE_URL}/leagues/NBA_{season_end_year}_totals.html'.format(
BASE_URL=BASE_URL,
season_end_year=season_end_year,
)
response = requests.get(url=url)
response.raise_for_status()
table = PlayerSeasonTotalTable(html=html.fromstring(response.content))
parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION),
team_abbreviation_parser=TeamAbbreviationParser(
abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM, ))
return parser.parse(table.rows)
def __init__(self):
self.team_abbreviation_parser = TeamAbbreviationParser(
abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM)
self.league_abbreviation_parser = LeagueAbbreviationParser(
abbreviations_to_league=LEAGUE_ABBREVIATIONS_TO_LEAGUE)
self.location_abbreviation_parser = LocationAbbreviationParser(
abbreviations_to_locations=LOCATION_ABBREVIATIONS_TO_POSITION, )
self.outcome_abbreviation_parser = OutcomeAbbreviationParser(
abbreviations_to_outcomes=OUTCOME_ABBREVIATIONS_TO_OUTCOME, )
self.outcome_parser = PlayerBoxScoreOutcomeParser(
outcome_abbreviation_parser=self.outcome_abbreviation_parser)
self.period_details_parser = PeriodDetailsParser(
regulation_periods_count=4)
self.period_timestamp_parser = PeriodTimestampParser(
timestamp_format=ParserService.PLAY_BY_PLAY_TIMESTAMP_FORMAT)
self.position_abbreviation_parser = PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION, )
self.seconds_played_parser = SecondsPlayedParser()
self.scores_parser = ScoresParser(
scores_regex=ParserService.PLAY_BY_PLAY_SCORES_REGEX)
self.search_result_name_parser = SearchResultNameParser()
self.search_result_location_parser = ResourceLocationParser(
resource_location_regex=ParserService.
SEARCH_RESULT_RESOURCE_LOCATION_REGEX)
self.team_name_parser = TeamNameParser(
team_names_to_teams=TEAM_NAME_TO_TEAM)
self.play_by_plays_parser = PlayByPlaysParser(
period_details_parser=self.period_details_parser,
period_timestamp_parser=self.period_timestamp_parser,
scores_parser=self.scores_parser,
)
self.player_box_scores_parser = PlayerBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_abbreviation_parser=self.outcome_abbreviation_parser,
seconds_played_parser=self.seconds_played_parser)
self.player_data_parser = PlayerDataParser(
search_result_location_parser=self.search_result_location_parser,
league_abbreviation_parser=self.league_abbreviation_parser,
)
self.player_season_box_scores_parser = PlayerSeasonBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_parser=self.outcome_parser,
seconds_played_parser=self.seconds_played_parser)
self.player_season_totals_parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=self.position_abbreviation_parser,
team_abbreviation_parser=self.team_abbreviation_parser,
)
self.player_advanced_season_totals_parser = PlayerAdvancedSeasonTotalsParser(
team_abbreviation_parser=self.team_abbreviation_parser,
position_abbreviation_parser=self.position_abbreviation_parser,
)
self.scheduled_start_time_parser = ScheduledStartTimeParser()
self.scheduled_games_parser = ScheduledGamesParser(
start_time_parser=self.scheduled_start_time_parser,
team_name_parser=self.team_name_parser,
)
self.search_results_parser = SearchResultsParser(
search_result_name_parser=self.search_result_name_parser,
search_result_location_parser=self.search_result_location_parser,
league_abbreviation_parser=self.league_abbreviation_parser,
)
self.team_totals_parser = TeamTotalsParser(
team_abbreviation_parser=self.team_abbreviation_parser)
self.division_name_parser = DivisionNameParser(divisions=Division)
self.team_standings_parser = TeamStandingsParser(teams=Team)
self.conference_division_standings_parser = ConferenceDivisionStandingsParser(
division_name_parser=self.division_name_parser,
team_standings_parser=self.team_standings_parser,
divisions_to_conferences=DIVISIONS_TO_CONFERENCES,
)
class ParserService:
PLAY_BY_PLAY_TIMESTAMP_FORMAT = "%M:%S.%f"
PLAY_BY_PLAY_SCORES_REGEX = "(?P<away_team_score>[0-9]+)-(?P<home_team_score>[0-9]+)"
SEARCH_RESULT_RESOURCE_LOCATION_REGEX = '(https?:\/\/www\.basketball-reference\.com\/)?(?P<resource_type>.+?(?=\/)).*\/(?P<resource_identifier>.+).html'
def __init__(self):
self.team_abbreviation_parser = TeamAbbreviationParser(
abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM)
self.league_abbreviation_parser = LeagueAbbreviationParser(
abbreviations_to_league=LEAGUE_ABBREVIATIONS_TO_LEAGUE)
self.location_abbreviation_parser = LocationAbbreviationParser(
abbreviations_to_locations=LOCATION_ABBREVIATIONS_TO_POSITION, )
self.outcome_abbreviation_parser = OutcomeAbbreviationParser(
abbreviations_to_outcomes=OUTCOME_ABBREVIATIONS_TO_OUTCOME, )
self.outcome_parser = PlayerBoxScoreOutcomeParser(
outcome_abbreviation_parser=self.outcome_abbreviation_parser)
self.period_details_parser = PeriodDetailsParser(
regulation_periods_count=4)
self.period_timestamp_parser = PeriodTimestampParser(
timestamp_format=ParserService.PLAY_BY_PLAY_TIMESTAMP_FORMAT)
self.position_abbreviation_parser = PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION, )
self.seconds_played_parser = SecondsPlayedParser()
self.scores_parser = ScoresParser(
scores_regex=ParserService.PLAY_BY_PLAY_SCORES_REGEX)
self.search_result_name_parser = SearchResultNameParser()
self.search_result_location_parser = ResourceLocationParser(
resource_location_regex=ParserService.
SEARCH_RESULT_RESOURCE_LOCATION_REGEX)
self.team_name_parser = TeamNameParser(
team_names_to_teams=TEAM_NAME_TO_TEAM)
self.play_by_plays_parser = PlayByPlaysParser(
period_details_parser=self.period_details_parser,
period_timestamp_parser=self.period_timestamp_parser,
scores_parser=self.scores_parser,
)
self.player_box_scores_parser = PlayerBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_abbreviation_parser=self.outcome_abbreviation_parser,
seconds_played_parser=self.seconds_played_parser)
self.player_data_parser = PlayerDataParser(
search_result_location_parser=self.search_result_location_parser,
league_abbreviation_parser=self.league_abbreviation_parser,
)
self.player_season_box_scores_parser = PlayerSeasonBoxScoresParser(
team_abbreviation_parser=self.team_abbreviation_parser,
location_abbreviation_parser=self.location_abbreviation_parser,
outcome_parser=self.outcome_parser,
seconds_played_parser=self.seconds_played_parser)
self.player_season_totals_parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=self.position_abbreviation_parser,
team_abbreviation_parser=self.team_abbreviation_parser,
)
self.player_advanced_season_totals_parser = PlayerAdvancedSeasonTotalsParser(
team_abbreviation_parser=self.team_abbreviation_parser,
position_abbreviation_parser=self.position_abbreviation_parser,
)
self.scheduled_start_time_parser = ScheduledStartTimeParser()
self.scheduled_games_parser = ScheduledGamesParser(
start_time_parser=self.scheduled_start_time_parser,
team_name_parser=self.team_name_parser,
)
self.search_results_parser = SearchResultsParser(
search_result_name_parser=self.search_result_name_parser,
search_result_location_parser=self.search_result_location_parser,
league_abbreviation_parser=self.league_abbreviation_parser,
)
self.team_totals_parser = TeamTotalsParser(
team_abbreviation_parser=self.team_abbreviation_parser)
self.division_name_parser = DivisionNameParser(divisions=Division)
self.team_standings_parser = TeamStandingsParser(teams=Team)
self.conference_division_standings_parser = ConferenceDivisionStandingsParser(
division_name_parser=self.division_name_parser,
team_standings_parser=self.team_standings_parser,
divisions_to_conferences=DIVISIONS_TO_CONFERENCES,
)
def parse_division_standings(self, standings):
return self.conference_division_standings_parser.parse(
division_standings=standings)
def parse_play_by_plays(self, play_by_plays, away_team_name,
home_team_name):
return self.play_by_plays_parser.parse(
play_by_plays=play_by_plays,
away_team=self.team_name_parser.parse_team_name(
team_name=away_team_name),
home_team=self.team_name_parser.parse_team_name(
team_name=home_team_name),
)
def parse_player_box_scores(self, box_scores):
return self.player_box_scores_parser.parse(box_scores=box_scores)
def parse_player_season_box_scores(self, box_scores):
return self.player_season_box_scores_parser.parse(
box_scores=box_scores)
def parse_player_advanced_season_totals_parser(self, totals):
return self.player_advanced_season_totals_parser.parse(totals=totals)
def parse_player_season_totals(self, totals):
return self.player_season_totals_parser.parse(totals=totals)
def parse_scheduled_games(self, games):
return self.scheduled_games_parser.parse_games(games)
def parse_team_totals(self, first_team_totals, second_team_totals):
return self.team_totals_parser.parse(
first_team_totals=first_team_totals,
second_team_totals=second_team_totals)
def parse_player_search_results(self, nba_aba_baa_players):
return self.search_results_parser.parse(
nba_aba_baa_players=nba_aba_baa_players)
def parse_player_data(self, player):
return self.player_data_parser.parse(player=player)
class TestPlayersSeasonTotals(TestCase):
def setUp(self):
self.season_2001_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2001_totals.html'
).text
self.season_2018_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2018_totals.html'
).text
self.season_2019_totals = requests.get(
'https://www.basketball-reference.com/leagues/NBA_2019_totals.html'
).text
self.jemerrio_jones_blank_age_2019_totals_file = open(
os.path.join(
os.path.dirname(__file__),
'./NBA_2019_totals_jemerrio_jones_blank_age.html',
))
self.jemerrio_jones_with_a_blank_age_2019_totals = self.jemerrio_jones_blank_age_2019_totals_file.read(
)
self.parser = PlayerSeasonTotalsParser(
position_abbreviation_parser=PositionAbbreviationParser(
abbreviations_to_positions=POSITION_ABBREVIATIONS_TO_POSITION),
team_abbreviation_parser=TeamAbbreviationParser(
abbreviations_to_teams=TEAM_ABBREVIATIONS_TO_TEAM, ))
def tearDown(self):
self.jemerrio_jones_blank_age_2019_totals_file.close()
def test_2001_players_season_totals(self):
table = PlayerSeasonTotalTable(
html=html.fromstring(self.season_2001_totals))
parsed_season_totals = self.parser.parse(table.rows)
self.assertEqual(len(parsed_season_totals), 490)
mahmoud_abdul_rauf = parsed_season_totals[0]
self.assertEqual(mahmoud_abdul_rauf["slug"], "abdulma02")
self.assertEqual(mahmoud_abdul_rauf["name"], "Mahmoud Abdul-Rauf")
self.assertEqual(mahmoud_abdul_rauf["positions"],
[Position.POINT_GUARD])
self.assertEqual(mahmoud_abdul_rauf["team"], Team.VANCOUVER_GRIZZLIES)
self.assertEqual(mahmoud_abdul_rauf["games_played"], 41)
self.assertEqual(mahmoud_abdul_rauf["games_started"], 0)
self.assertEqual(mahmoud_abdul_rauf["minutes_played"], 486)
self.assertEqual(mahmoud_abdul_rauf["made_field_goals"], 120)
self.assertEqual(mahmoud_abdul_rauf["attempted_field_goals"], 246)
self.assertEqual(mahmoud_abdul_rauf["made_three_point_field_goals"], 4)
self.assertEqual(
mahmoud_abdul_rauf["attempted_three_point_field_goals"], 14)
self.assertEqual(mahmoud_abdul_rauf["made_free_throws"], 22)
self.assertEqual(mahmoud_abdul_rauf["attempted_free_throws"], 29)
self.assertEqual(mahmoud_abdul_rauf["offensive_rebounds"], 5)
self.assertEqual(mahmoud_abdul_rauf["defensive_rebounds"], 20)
self.assertEqual(mahmoud_abdul_rauf["assists"], 76)
self.assertEqual(mahmoud_abdul_rauf["steals"], 9)
self.assertEqual(mahmoud_abdul_rauf["blocks"], 1)
self.assertEqual(mahmoud_abdul_rauf["turnovers"], 26)
self.assertEqual(mahmoud_abdul_rauf["personal_fouls"], 50)
def test_2018_players_season_totals(self):
table = PlayerSeasonTotalTable(
html=html.fromstring(self.season_2018_totals))
parsed_season_totals = self.parser.parse(table.rows)
self.assertEqual(len(parsed_season_totals), 605)
alex_abrines = parsed_season_totals[0]
self.assertEqual(alex_abrines["slug"], "abrinal01")
self.assertEqual(alex_abrines["name"], "Álex Abrines")
self.assertEqual(alex_abrines["positions"], [Position.SHOOTING_GUARD])
self.assertEqual(alex_abrines["team"], Team.OKLAHOMA_CITY_THUNDER)
self.assertEqual(alex_abrines["games_played"], 75)
self.assertEqual(alex_abrines["games_started"], 8)
self.assertEqual(alex_abrines["minutes_played"], 1134)
self.assertEqual(alex_abrines["made_field_goals"], 115)
self.assertEqual(alex_abrines["attempted_field_goals"], 291)
self.assertEqual(alex_abrines["made_three_point_field_goals"], 84)
self.assertEqual(alex_abrines["attempted_three_point_field_goals"],
221)
self.assertEqual(alex_abrines["made_free_throws"], 39)
self.assertEqual(alex_abrines["attempted_free_throws"], 46)
self.assertEqual(alex_abrines["offensive_rebounds"], 26)
self.assertEqual(alex_abrines["defensive_rebounds"], 88)
self.assertEqual(alex_abrines["assists"], 28)
self.assertEqual(alex_abrines["steals"], 38)
self.assertEqual(alex_abrines["blocks"], 8)
self.assertEqual(alex_abrines["turnovers"], 25)
self.assertEqual(alex_abrines["personal_fouls"], 124)
def test_2018_omer_asik_season_totals(self):
table = PlayerSeasonTotalTable(
html=html.fromstring(self.season_2018_totals))
parsed_season_totals = self.parser.parse(table.rows)
pelicans_omer_asik = parsed_season_totals[22]
self.assertEqual(pelicans_omer_asik["slug"], "asikom01")
self.assertEqual(pelicans_omer_asik["name"], "Ömer Aşık")
self.assertEqual(pelicans_omer_asik["positions"], [Position.CENTER])
self.assertEqual(pelicans_omer_asik["team"], Team.NEW_ORLEANS_PELICANS)
self.assertEqual(pelicans_omer_asik["games_played"], 14)
self.assertEqual(pelicans_omer_asik["games_started"], 0)
self.assertEqual(pelicans_omer_asik["minutes_played"], 121)
self.assertEqual(pelicans_omer_asik["made_field_goals"], 7)
self.assertEqual(pelicans_omer_asik["attempted_field_goals"], 16)
self.assertEqual(pelicans_omer_asik["made_three_point_field_goals"], 0)
self.assertEqual(
pelicans_omer_asik["attempted_three_point_field_goals"], 0)
self.assertEqual(pelicans_omer_asik["made_free_throws"], 4)
self.assertEqual(pelicans_omer_asik["attempted_free_throws"], 12)
self.assertEqual(pelicans_omer_asik["offensive_rebounds"], 7)
self.assertEqual(pelicans_omer_asik["defensive_rebounds"], 30)
self.assertEqual(pelicans_omer_asik["assists"], 2)
self.assertEqual(pelicans_omer_asik["steals"], 1)
self.assertEqual(pelicans_omer_asik["blocks"], 2)
self.assertEqual(pelicans_omer_asik["turnovers"], 5)
self.assertEqual(pelicans_omer_asik["personal_fouls"], 14)
bulls_omer_asik = parsed_season_totals[23]
self.assertEqual(pelicans_omer_asik["slug"], "asikom01")
self.assertEqual(bulls_omer_asik["name"], "Ömer Aşık")
self.assertEqual(bulls_omer_asik["positions"], [Position.CENTER])
self.assertEqual(bulls_omer_asik["team"], Team.CHICAGO_BULLS)
self.assertEqual(bulls_omer_asik["games_played"], 4)
self.assertEqual(bulls_omer_asik["games_started"], 0)
self.assertEqual(bulls_omer_asik["minutes_played"], 61)
self.assertEqual(bulls_omer_asik["made_field_goals"], 2)
self.assertEqual(bulls_omer_asik["attempted_field_goals"], 6)
self.assertEqual(bulls_omer_asik["made_three_point_field_goals"], 0)
self.assertEqual(bulls_omer_asik["attempted_three_point_field_goals"],
0)
self.assertEqual(bulls_omer_asik["made_free_throws"], 0)
self.assertEqual(bulls_omer_asik["attempted_free_throws"], 1)
self.assertEqual(bulls_omer_asik["offensive_rebounds"], 2)
self.assertEqual(bulls_omer_asik["defensive_rebounds"], 8)
self.assertEqual(bulls_omer_asik["assists"], 1)
self.assertEqual(bulls_omer_asik["steals"], 1)
self.assertEqual(bulls_omer_asik["blocks"], 2)
self.assertEqual(bulls_omer_asik["turnovers"], 4)
self.assertEqual(bulls_omer_asik["personal_fouls"], 6)
def test_2019_jimmy_butler_season_totals(self):
table = PlayerSeasonTotalTable(
html=html.fromstring(self.season_2019_totals))
parsed_season_totals = self.parser.parse(table.rows)
philly_jimmy_butler = parsed_season_totals[94]
self.assertEqual(philly_jimmy_butler["slug"], "butleji01")
self.assertEqual(philly_jimmy_butler["name"], "Jimmy Butler")
self.assertEqual(philly_jimmy_butler["positions"],
[Position.SMALL_FORWARD])
self.assertEqual(philly_jimmy_butler["team"], Team.PHILADELPHIA_76ERS)
self.assertEqual(philly_jimmy_butler["games_played"], 55)
self.assertEqual(philly_jimmy_butler["games_started"], 55)
self.assertEqual(philly_jimmy_butler["minutes_played"], 1824)
self.assertEqual(philly_jimmy_butler["made_field_goals"], 344)
self.assertEqual(philly_jimmy_butler["attempted_field_goals"], 747)
self.assertEqual(philly_jimmy_butler["made_three_point_field_goals"],
50)
self.assertEqual(
philly_jimmy_butler["attempted_three_point_field_goals"], 148)
self.assertEqual(philly_jimmy_butler["made_free_throws"], 264)
self.assertEqual(philly_jimmy_butler["attempted_free_throws"], 304)
self.assertEqual(philly_jimmy_butler["offensive_rebounds"], 105)
self.assertEqual(philly_jimmy_butler["defensive_rebounds"], 185)
self.assertEqual(philly_jimmy_butler["assists"], 220)
self.assertEqual(philly_jimmy_butler["steals"], 99)
self.assertEqual(philly_jimmy_butler["blocks"], 29)
self.assertEqual(philly_jimmy_butler["turnovers"], 81)
self.assertEqual(philly_jimmy_butler["personal_fouls"], 93)
def test_2019_jemerrio_jones_blank_age_season_totals(self):
table = PlayerSeasonTotalTable(html=html.fromstring(
self.jemerrio_jones_with_a_blank_age_2019_totals))
parsed_season_totals = self.parser.parse(table.rows)
jemerrio_jones = parsed_season_totals[310]
self.assertEqual(jemerrio_jones["slug"], "jonesje01")
self.assertEqual(jemerrio_jones["name"], "Jemerrio Jones")
self.assertEqual(jemerrio_jones["positions"], [Position.SMALL_FORWARD])
self.assertIsNone(jemerrio_jones["age"])
self.assertEqual(jemerrio_jones["team"], Team.LOS_ANGELES_LAKERS)
self.assertEqual(jemerrio_jones["games_played"], 1)
self.assertEqual(jemerrio_jones["games_started"], 0)
self.assertEqual(jemerrio_jones["minutes_played"], 5)
self.assertEqual(jemerrio_jones["made_field_goals"], 1)
self.assertEqual(jemerrio_jones["attempted_field_goals"], 2)
self.assertEqual(jemerrio_jones["made_three_point_field_goals"], 0)
self.assertEqual(jemerrio_jones["attempted_three_point_field_goals"],
1)
self.assertEqual(jemerrio_jones["made_free_throws"], 0)
self.assertEqual(jemerrio_jones["attempted_free_throws"], 0)
self.assertEqual(jemerrio_jones["offensive_rebounds"], 1)
self.assertEqual(jemerrio_jones["defensive_rebounds"], 0)
self.assertEqual(jemerrio_jones["assists"], 0)
self.assertEqual(jemerrio_jones["steals"], 1)
self.assertEqual(jemerrio_jones["blocks"], 0)
self.assertEqual(jemerrio_jones["turnovers"], 0)
self.assertEqual(jemerrio_jones["personal_fouls"], 0)