def test_missing_weight_returns_none(self, *args, **kwargs):
mock_weight = PropertyMock(return_value=None)
player = Player(None)
type(player)._weight = mock_weight
assert not player.weight
def test_nfl_player_with_no_career_stats_handled_properly(self):
player = Player('HatfDo00')
assert player.name == 'Dominique Hatfield'
def setup_method(self, *args, **kwargs):
self.qb_results_career = {
'adjusted_net_yards_per_attempt_index': 113,
'adjusted_net_yards_per_pass_attempt': 6.98,
'adjusted_yards_per_attempt': 7.6,
'adjusted_yards_per_attempt_index': 111,
'all_purpose_yards': None,
'approximate_value': 239,
'assists_on_tackles': 0,
'attempted_passes': 9423,
'birth_date': '1979-01-15',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': 6326,
'completion_percentage_index': 119,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': 30,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 102,
'fumbles_forced': 0,
'fumbles_recovered': 102,
'fumbles_recovered_for_touchdown': -111,
'game_winning_drives': 43,
'games': 252,
'games_started': 251,
'height': '6-0',
'interception_percentage': 2.4,
'interception_percentage_index': 105,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': 228,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': 98,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': 38,
'longest_rush': 22,
'name': 'Drew Brees',
'net_yards_per_attempt_index': 114,
'net_yards_per_pass_attempt': 7.01,
'passer_rating_index': 114,
'passes_defended': None,
'passing_completion': 67.1,
'passing_touchdown_percentage': 5.3,
'passing_touchdowns': 496,
'passing_yards': 71523,
'passing_yards_per_attempt': 7.6,
'player_id': 'BreeDr00',
'position': '',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': '144-107-0',
'quarterback_rating': 97.1,
'receiving_touchdowns': 1,
'receiving_yards': 73,
'receiving_yards_per_game': 0.3,
'receiving_yards_per_reception': 10.4,
'receptions': 7,
'receptions_per_game': 0.0,
'rush_attempts': 444,
'rush_attempts_per_game': 1.8,
'rush_touchdowns': 20,
'rush_yards': 742,
'rush_yards_per_attempt': 1.7,
'rush_yards_per_game': 2.9,
'rushing_and_receiving_touchdowns': 21,
'sack_percentage': None,
'sack_percentage_index': 116,
'sacks': None,
'safeties': None,
'season': 'Career',
'tackles': 13,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': 8,
'times_sacked': 383,
'total_punt_yards': None,
'touchdown_percentage_index': 110,
'touches': 451,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 209,
'yards_from_scrimmage': 815,
'yards_lost_to_sacks': 2734,
'yards_per_attempt_index': 110,
'yards_per_completed_pass': 11.3,
'yards_per_game_played': 283.8,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 1.8,
'yards_recovered_from_fumble': 29,
'yards_returned_from_interception': None
}
self.qb_results_2017 = {
'adjusted_net_yards_per_attempt_index': 116,
'adjusted_net_yards_per_pass_attempt': 7.71,
'adjusted_yards_per_attempt': 8.3,
'adjusted_yards_per_attempt_index': 114,
'all_purpose_yards': None,
'approximate_value': 16,
'assists_on_tackles': None,
'attempted_passes': 536,
'birth_date': '1979-01-15',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': 386,
'completion_percentage_index': 128,
'espn_qbr': 64.6,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': 2,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 5,
'fumbles_forced': 0,
'fumbles_recovered': 5,
'fumbles_recovered_for_touchdown': -12,
'game_winning_drives': 2,
'games': 16,
'games_started': 16,
'height': '6-0',
'interception_percentage': 1.5,
'interception_percentage_index': 112,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': 8,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': 54,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': 7,
'name': 'Drew Brees',
'net_yards_per_attempt_index': 118,
'net_yards_per_pass_attempt': 7.53,
'passer_rating_index': 116,
'passes_defended': None,
'passing_completion': 72.0,
'passing_touchdown_percentage': 4.3,
'passing_touchdowns': 23,
'passing_yards': 4334,
'passing_yards_per_attempt': 8.1,
'player_id': 'BreeDr00',
'position': 'QB',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': '11-5-0',
'quarterback_rating': 103.9,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': 33,
'rush_attempts_per_game': 2.1,
'rush_touchdowns': 2,
'rush_yards': 12,
'rush_yards_per_attempt': 0.4,
'rush_yards_per_game': 0.8,
'rushing_and_receiving_touchdowns': 2,
'sack_percentage': None,
'sack_percentage_index': 116,
'sacks': None,
'safeties': None,
'season': '2017',
'tackles': None,
'team_abbreviation': 'NOR',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': 20,
'total_punt_yards': None,
'touchdown_percentage_index': 100,
'touches': 33,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 209,
'yards_from_scrimmage': 12,
'yards_lost_to_sacks': 145,
'yards_per_attempt_index': 115,
'yards_per_completed_pass': 11.2,
'yards_per_game_played': 270.9,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 0.4,
'yards_recovered_from_fumble': 3,
'yards_returned_from_interception': None
}
self.olb_results_career = {
'adjusted_net_yards_per_attempt_index': None,
'adjusted_net_yards_per_pass_attempt': None,
'adjusted_yards_per_attempt': None,
'adjusted_yards_per_attempt_index': None,
'all_purpose_yards': None,
'approximate_value': 44,
'assists_on_tackles': 208,
'attempted_passes': None,
'birth_date': '1989-01-11',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': None,
'completion_percentage_index': None,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': None,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 0,
'fumbles_forced': 2,
'fumbles_recovered': 0,
'fumbles_recovered_for_touchdown': 8,
'game_winning_drives': None,
'games': 99,
'games_started': 85,
'height': '6-2',
'interception_percentage': None,
'interception_percentage_index': None,
'interceptions': 1,
'interceptions_returned_for_touchdown': 0,
'interceptions_thrown': None,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': None,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': None,
'name': 'Demario Davis',
'net_yards_per_attempt_index': None,
'net_yards_per_pass_attempt': None,
'passer_rating_index': None,
'passes_defended': 13,
'passing_completion': None,
'passing_touchdown_percentage': None,
'passing_touchdowns': None,
'passing_yards': None,
'passing_yards_per_attempt': None,
'player_id': 'DaviDe00',
'position': '',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': None,
'quarterback_rating': None,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': None,
'rush_attempts_per_game': None,
'rush_touchdowns': None,
'rush_yards': None,
'rush_yards_per_attempt': None,
'rush_yards_per_game': None,
'rushing_and_receiving_touchdowns': None,
'sack_percentage': None,
'sack_percentage_index': None,
'sacks': 13.5,
'safeties': None,
'season': 'Career',
'tackles': 389,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': None,
'total_punt_yards': None,
'touchdown_percentage_index': None,
'touches': None,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 248,
'yards_from_scrimmage': None,
'yards_lost_to_sacks': None,
'yards_per_attempt_index': None,
'yards_per_completed_pass': None,
'yards_per_game_played': None,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': None,
'yards_recovered_from_fumble': 5,
'yards_returned_from_interception': 0
}
self.kicker_results_career = {
'adjusted_net_yards_per_attempt_index': None,
'adjusted_net_yards_per_pass_attempt': None,
'adjusted_yards_per_attempt': None,
'adjusted_yards_per_attempt_index': None,
'all_purpose_yards': None,
'approximate_value': 7,
'assists_on_tackles': None,
'attempted_passes': None,
'birth_date': '1994-07-07',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': None,
'completion_percentage_index': None,
'espn_qbr': None,
'extra_point_percentage': 96.3,
'extra_points_attempted': 108,
'extra_points_made': 104,
'field_goal_percentage': 84.4,
'field_goals_attempted': 77,
'field_goals_made': 65,
'fifty_plus_yard_field_goal_attempts': 12,
'fifty_plus_yard_field_goals_made': 7,
'fourth_quarter_comebacks': None,
'fourty_to_fourty_nine_yard_field_goal_attempts': 28,
'fourty_to_fourty_nine_yard_field_goals_made': 24,
'fumbles': 0,
'fumbles_forced': None,
'fumbles_recovered': 0,
'fumbles_recovered_for_touchdown': None,
'game_winning_drives': None,
'games': 35,
'games_started': None,
'height': '5-11',
'interception_percentage': None,
'interception_percentage_index': None,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': None,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': 1,
'less_than_nineteen_yards_field_goals_made': 1,
'longest_field_goal_made': 57,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': None,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': 4,
'name': 'Wil Lutz',
'net_yards_per_attempt_index': None,
'net_yards_per_pass_attempt': None,
'passer_rating_index': None,
'passes_defended': None,
'passing_completion': None,
'passing_touchdown_percentage': None,
'passing_touchdowns': None,
'passing_yards': None,
'passing_yards_per_attempt': None,
'player_id': 'LutzWi00',
'position': '',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': None,
'quarterback_rating': None,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': 1,
'rush_attempts_per_game': 0.0,
'rush_touchdowns': 0,
'rush_yards': 4,
'rush_yards_per_attempt': 4.0,
'rush_yards_per_game': 0.1,
'rushing_and_receiving_touchdowns': 0,
'sack_percentage': None,
'sack_percentage_index': None,
'sacks': None,
'safeties': None,
'season': 'Career',
'tackles': None,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': 18,
'thirty_to_thirty_nine_yard_field_goals_made': 15,
'times_pass_target': None,
'times_sacked': None,
'total_punt_yards': None,
'touchdown_percentage_index': None,
'touches': 1,
'twenty_to_twenty_nine_yard_field_goal_attempts': 18,
'twenty_to_twenty_nine_yard_field_goals_made': 18,
'weight': 184,
'yards_from_scrimmage': 4,
'yards_lost_to_sacks': None,
'yards_per_attempt_index': None,
'yards_per_completed_pass': None,
'yards_per_game_played': None,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 4.0,
'yards_recovered_from_fumble': None,
'yards_returned_from_interception': None
}
self.punter_results_career = {
'adjusted_net_yards_per_attempt_index': None,
'adjusted_net_yards_per_pass_attempt': None,
'adjusted_yards_per_attempt': None,
'adjusted_yards_per_attempt_index': None,
'all_purpose_yards': None,
'approximate_value': 26,
'assists_on_tackles': None,
'attempted_passes': None,
'birth_date': '1986-03-08',
'blocked_punts': 1,
'catch_percentage': None,
'completed_passes': None,
'completion_percentage_index': None,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': None,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': None,
'fumbles_forced': None,
'fumbles_recovered': None,
'fumbles_recovered_for_touchdown': None,
'game_winning_drives': None,
'games': 145,
'games_started': None,
'height': '6-4',
'interception_percentage': None,
'interception_percentage_index': None,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': None,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': None,
'longest_punt': 70,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': None,
'name': 'Thomas Morstead',
'net_yards_per_attempt_index': None,
'net_yards_per_pass_attempt': None,
'passer_rating_index': None,
'passes_defended': None,
'passing_completion': None,
'passing_touchdown_percentage': None,
'passing_touchdowns': None,
'passing_yards': None,
'passing_yards_per_attempt': None,
'player_id': 'MorsTh00',
'position': '',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': 538,
'qb_record': None,
'quarterback_rating': None,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': None,
'rush_attempts_per_game': None,
'rush_touchdowns': None,
'rush_yards': None,
'rush_yards_per_attempt': None,
'rush_yards_per_game': None,
'rushing_and_receiving_touchdowns': None,
'sack_percentage': None,
'sack_percentage_index': None,
'sacks': None,
'safeties': None,
'season': 'Career',
'tackles': None,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': None,
'total_punt_yards': 25287,
'touchdown_percentage_index': None,
'touches': None,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 235,
'yards_from_scrimmage': None,
'yards_lost_to_sacks': None,
'yards_per_attempt_index': None,
'yards_per_completed_pass': None,
'yards_per_game_played': None,
'yards_per_kickoff_return': None,
'yards_per_punt': 47.0,
'yards_per_punt_return': None,
'yards_per_touch': None,
'yards_recovered_from_fumble': None,
'yards_returned_from_interception': None
}
self.receiver_results_career = {
'adjusted_net_yards_per_attempt_index': None,
'adjusted_net_yards_per_pass_attempt': None,
'adjusted_yards_per_attempt': None,
'adjusted_yards_per_attempt_index': None,
'all_purpose_yards': 1020,
'approximate_value': 2,
'assists_on_tackles': None,
'attempted_passes': None,
'birth_date': '1992-10-24',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': None,
'completion_percentage_index': None,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': None,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 3,
'fumbles_forced': 0,
'fumbles_recovered': 3,
'fumbles_recovered_for_touchdown': 0,
'game_winning_drives': None,
'games': 29,
'games_started': 1,
'height': '5-7',
'interception_percentage': None,
'interception_percentage_index': None,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': None,
'kickoff_return_touchdown': 0,
'kickoff_return_yards': 528,
'kickoff_returns': 24,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': 0,
'longest_pass': None,
'longest_punt': None,
'longest_punt_return': 59,
'longest_reception': None,
'longest_rush': None,
'name': 'Tommylee Lewis',
'net_yards_per_attempt_index': None,
'net_yards_per_pass_attempt': None,
'passer_rating_index': None,
'passes_defended': None,
'passing_completion': None,
'passing_touchdown_percentage': None,
'passing_touchdowns': None,
'passing_yards': None,
'passing_yards_per_attempt': None,
'player_id': 'LewiTo00',
'position': '',
'punt_return_touchdown': 0,
'punt_return_yards': 275,
'punt_returns': 30,
'punts': None,
'qb_record': None,
'quarterback_rating': None,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': None,
'rush_attempts_per_game': None,
'rush_touchdowns': None,
'rush_yards': None,
'rush_yards_per_attempt': None,
'rush_yards_per_game': None,
'rushing_and_receiving_touchdowns': None,
'sack_percentage': None,
'sack_percentage_index': None,
'sacks': None,
'safeties': None,
'season': 'Career',
'tackles': None,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': None,
'total_punt_yards': None,
'touchdown_percentage_index': None,
'touches': None,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 168,
'yards_from_scrimmage': None,
'yards_lost_to_sacks': None,
'yards_per_attempt_index': None,
'yards_per_completed_pass': None,
'yards_per_game_played': None,
'yards_per_kickoff_return': 22.0,
'yards_per_punt': None,
'yards_per_punt_return': 9.2,
'yards_per_touch': None,
'yards_recovered_from_fumble': 1,
'yards_returned_from_interception': None
}
self.qb = Player('BreeDr00')
self.olb = Player('DaviDe00')
self.kicker = Player('LutzWi00')
self.punter = Player('MorsTh00')
self.receiver = Player('LewiTo00')
def test_nfl_fake_404_page_returns_none_with_no_errors(self):
player = Player('404')
assert player.name is None
assert player.dataframe is None
def test_nfl_fake_404_page_returns_none_for_different_season(self):
player = Player('404')
player = player('2017')
assert player.name is None
assert player.dataframe is None
# In[8]:
final_player_array = np.unique(player_array)
np.savetxt('player_array1', final_player_array, fmt='%5s', delimiter=',')
# In[89]:
player_df = pd.DataFrame()
n_players = len(final_player_array)
for j in range(1, n_players):
try:
player = Player(final_player_array[j]).dataframe
index=[i[0] for i in player.index.values].index('Career')
player_df = player_df.append(player.iloc[[index]])
except:
print("Player " + final_player_array[j] + " has no data")
# In[90]:
print(len(final_player_array))
# In[91]:
def test_dataframe_returns_dataframe(self, *args, **kwargs):
dataframe = [
{'adjusted_net_yards_per_attempt_index': 116,
'adjusted_net_yards_per_pass_attempt': 7.71,
'adjusted_yards_per_attempt': 8.3,
'adjusted_yards_per_attempt_index': 114,
'all_purpose_yards': None,
'approximate_value': 16,
'assists_on_tackles': None,
'attempted_passes': 536,
'birth_date': '1979-01-15',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': 386,
'completion_percentage_index': 128,
'espn_qbr': 64.6,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': 2,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 5,
'fumbles_forced': 0,
'fumbles_recovered': 5,
'fumbles_recovered_for_touchdown': -12,
'game_winning_drives': 2,
'games': 16,
'games_started': 16,
'height': '6-0',
'interception_percentage': 1.5,
'interception_percentage_index': 112,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': 8,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': 54,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': 7,
'name': 'Drew Brees',
'net_yards_per_attempt_index': 118,
'net_yards_per_pass_attempt': 7.53,
'passer_rating_index': 116,
'passes_defended': None,
'passing_completion': 72.0,
'passing_touchdown_percentage': 4.3,
'passing_touchdowns': 23,
'passing_yards': 4334,
'passing_yards_per_attempt': 8.1,
'player_id': 'BreeDr00',
'position': 'QB',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': '11-5-0',
'quarterback_rating': 103.9,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': 33,
'rush_attempts_per_game': 2.1,
'rush_touchdowns': 2,
'rush_yards': 12,
'rush_yards_per_attempt': 0.4,
'rush_yards_per_game': 0.8,
'rushing_and_receiving_touchdowns': 2,
'sack_percentage': None,
'sack_percentage_index': 116,
'sacks': None,
'safeties': None,
'season': '2017',
'tackles': None,
'team_abbreviation': 'NOR',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': 20,
'total_punt_yards': None,
'touchdown_percentage_index': 100,
'touches': 33,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 209,
'yards_from_scrimmage': 12,
'yards_lost_to_sacks': 145,
'yards_per_attempt_index': 115,
'yards_per_completed_pass': 11.2,
'yards_per_game_played': 270.9,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 0.4,
'yards_recovered_from_fumble': 3,
'yards_returned_from_interception': None},
{'adjusted_net_yards_per_attempt_index': 126,
'adjusted_net_yards_per_pass_attempt': 8.93,
'adjusted_yards_per_attempt': 9.6,
'adjusted_yards_per_attempt_index': 125,
'all_purpose_yards': None,
'approximate_value': None,
'assists_on_tackles': None,
'attempted_passes': 129,
'birth_date': '1979-01-15',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': 104,
'completion_percentage_index': 151,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': 2,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 1,
'fumbles_forced': 0,
'fumbles_recovered': 1,
'fumbles_recovered_for_touchdown': 0,
'game_winning_drives': 2,
'games': 3,
'games_started': 3,
'height': '6-0',
'interception_percentage': 0.0,
'interception_percentage_index': 131,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': 0,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': 42,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': None,
'longest_rush': 7,
'name': 'Drew Brees',
'net_yards_per_attempt_index': 120,
'net_yards_per_pass_attempt': 7.73,
'passer_rating_index': 133,
'passes_defended': None,
'passing_completion': 80.6,
'passing_touchdown_percentage': 6.2,
'passing_touchdowns': 8,
'passing_yards': 1078,
'passing_yards_per_attempt': 8.4,
'player_id': 'BreeDr00',
'position': 'QB',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': '2-1-0',
'quarterback_rating': 122.2,
'receiving_touchdowns': None,
'receiving_yards': None,
'receiving_yards_per_game': None,
'receiving_yards_per_reception': None,
'receptions': None,
'receptions_per_game': None,
'rush_attempts': 4,
'rush_attempts_per_game': 1.3,
'rush_touchdowns': 2,
'rush_yards': 6,
'rush_yards_per_attempt': 1.5,
'rush_yards_per_game': 2.0,
'rushing_and_receiving_touchdowns': 2,
'sack_percentage': None,
'sack_percentage_index': 116,
'sacks': None,
'safeties': None,
'season': '2018',
'tackles': None,
'team_abbreviation': 'NOR',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': None,
'times_sacked': 5,
'total_punt_yards': None,
'touchdown_percentage_index': 113,
'touches': 4,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 209,
'yards_from_scrimmage': 6,
'yards_lost_to_sacks': 42,
'yards_per_attempt_index': 117,
'yards_per_completed_pass': 10.4,
'yards_per_game_played': 359.3,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 1.5,
'yards_recovered_from_fumble': 1,
'yards_returned_from_interception': None},
{'adjusted_net_yards_per_attempt_index': 113,
'adjusted_net_yards_per_pass_attempt': 6.98,
'adjusted_yards_per_attempt': 7.6,
'adjusted_yards_per_attempt_index': 111,
'all_purpose_yards': None,
'approximate_value': 239,
'assists_on_tackles': 0,
'attempted_passes': 9423,
'birth_date': '1979-01-15',
'blocked_punts': None,
'catch_percentage': None,
'completed_passes': 6326,
'completion_percentage_index': 119,
'espn_qbr': None,
'extra_point_percentage': None,
'extra_points_attempted': None,
'extra_points_made': None,
'field_goal_percentage': None,
'field_goals_attempted': None,
'field_goals_made': None,
'fifty_plus_yard_field_goal_attempts': None,
'fifty_plus_yard_field_goals_made': None,
'fourth_quarter_comebacks': 30,
'fourty_to_fourty_nine_yard_field_goal_attempts': None,
'fourty_to_fourty_nine_yard_field_goals_made': None,
'fumbles': 102,
'fumbles_forced': 0,
'fumbles_recovered': 102,
'fumbles_recovered_for_touchdown': -111,
'game_winning_drives': 43,
'games': 252,
'games_started': 251,
'height': '6-0',
'interception_percentage': 2.4,
'interception_percentage_index': 105,
'interceptions': None,
'interceptions_returned_for_touchdown': None,
'interceptions_thrown': 228,
'kickoff_return_touchdown': None,
'kickoff_return_yards': None,
'kickoff_returns': None,
'less_than_nineteen_yards_field_goal_attempts': None,
'less_than_nineteen_yards_field_goals_made': None,
'longest_field_goal_made': None,
'longest_interception_return': None,
'longest_kickoff_return': None,
'longest_pass': 98,
'longest_punt': None,
'longest_punt_return': None,
'longest_reception': 38,
'longest_rush': 22,
'name': 'Drew Brees',
'net_yards_per_attempt_index': 114,
'net_yards_per_pass_attempt': 7.01,
'passer_rating_index': 114,
'passes_defended': None,
'passing_completion': 67.1,
'passing_touchdown_percentage': 5.3,
'passing_touchdowns': 496,
'passing_yards': 71523,
'passing_yards_per_attempt': 7.6,
'player_id': 'BreeDr00',
'position': '',
'punt_return_touchdown': None,
'punt_return_yards': None,
'punt_returns': None,
'punts': None,
'qb_record': '144-107-0',
'quarterback_rating': 97.1,
'receiving_touchdowns': 1,
'receiving_yards': 73,
'receiving_yards_per_game': 0.3,
'receiving_yards_per_reception': 10.4,
'receptions': 7,
'receptions_per_game': 0.0,
'rush_attempts': 444,
'rush_attempts_per_game': 1.8,
'rush_touchdowns': 20,
'rush_yards': 742,
'rush_yards_per_attempt': 1.7,
'rush_yards_per_game': 2.9,
'rushing_and_receiving_touchdowns': 21,
'sack_percentage': None,
'sack_percentage_index': 116,
'sacks': None,
'safeties': None,
'season': 'Career',
'tackles': 13,
'team_abbreviation': '',
'thirty_to_thirty_nine_yard_field_goal_attempts': None,
'thirty_to_thirty_nine_yard_field_goals_made': None,
'times_pass_target': 8,
'times_sacked': 383,
'total_punt_yards': None,
'touchdown_percentage_index': 110,
'touches': 451,
'twenty_to_twenty_nine_yard_field_goal_attempts': None,
'twenty_to_twenty_nine_yard_field_goals_made': None,
'weight': 209,
'yards_from_scrimmage': 815,
'yards_lost_to_sacks': 2734,
'yards_per_attempt_index': 110,
'yards_per_completed_pass': 11.3,
'yards_per_game_played': 283.8,
'yards_per_kickoff_return': None,
'yards_per_punt': None,
'yards_per_punt_return': None,
'yards_per_touch': 1.8,
'yards_recovered_from_fumble': 29,
'yards_returned_from_interception': None}
]
indices = ['2017', '2018', 'Career']
df = pd.DataFrame(dataframe, index=indices)
player = Player('BreeDr00')
player = player('')
# Pandas doesn't natively allow comparisons of DataFrames.
# Concatenating the two DataFrames (the one generated during the test
# and the expected one above) and dropping duplicate rows leaves only
# the rows that are unique between the two frames. This allows a quick
# check of the DataFrame to see if it is empty - if so, all rows are
# duplicates, and they are equal.
frames = [df, player.dataframe]
df1 = pd.concat(frames).drop_duplicates(keep=False)
pp = pprint.PrettyPrinter(compact=True)
# process both files from commandline
# store the sleepers of 2019 and 2018 into resepctive dictionaries
file = sys.argv[2]
print("file being processed: %s " % file)
with open(file, 'r') as sleepers:
if file == "SleeperList_2018.txt":
for line in sleepers:
key, value, player_id, forty = re.split(': |, ', line)
#print(forty.strip('\r\n'))
sleepers_2019[key].append(value)
player = Player(
str(player_id).rstrip()
) # strip the trailing newline after getting player_id from txt file
if player != None:
if (key == slotSearch):
print("player: %-20s Height: %-10s Weight: %-3dlbs" %
(value, player.height, player.weight))
print(forty)
playerArr.append(value)
fortyArr.append(forty.strip('\r\n'))
fortyArr = list(map(float, fortyArr))
print(fortyArr)
plt.barh(playerArr, fortyArr, align='center', alpha=0.5)
plt.xlabel('Time (sec)')
from sportsreference.nfl.boxscore import Boxscore
from sportsreference.nfl.roster import Player
sleepersTest = ['McCaCh01']
ChristianM = Player('McCaCh01')
print(ChristianM.name) # Prints 'Drew Brees'
print(ChristianM.passing_yards) # Prints Brees' career passing yards
print(ChristianM.birth_date)
print(ChristianM.height)
print(ChristianM.weight)
for currSleeper in sleepersTest:
print(currSleeper)
# currPlayer = Player(currSleeper)
# playerName = currPlayer.name
# playerHeight = currPlayer.height
# playerWeight = currPlayer.weight
# print(currPlayer.name)
from sportsreference.nfl.roster import Player
import pandas
# dataframe that stores info from csv file
df = pandas.read_csv('../data/QB_names/all_qb_names.csv')
#loop to write player dataframe to csv
for index, row in df.iterrows():
name = (row['player_id'])
player = Player(name)
playerdf = player.dataframe
playerdf.to_csv('../data/QB_data' + name + '.csv')