def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
full_races_98 = get_full_races(races98)
full_races_05 = get_full_races(races05)
odds98 = calculate_total_odds(races98)
odds05 = calculate_total_odds(races05)
print 'Maximum in born98 dataset: ' + str(max(odds98))
print 'Minimum in born98 dataset: ' + str(min(odds98))
print 'Maximum in born05 dataset: ' + str(max(odds05))
print 'Minimum in born05 dataset: ' + str(min(odds05))
plt.plot(odds98)
plt.xlabel('Race')
plt.ylabel('Total Odds for Race')
plt.show()
plt.plot(odds05)
plt.xlabel('Race')
plt.ylabel('Total Odds for Race')
plt.show()
def main():
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
full_races_98 = get_full_races(races98)
full_races_05 = get_full_races(races05)
horse_records_98 = HorseRecords(full_races_98).horses
horse_records_05 = HorseRecords(full_races_05).horses
full_race_types_counts_98 = race_types(full_races_98)
full_race_types_counts_05 = race_types(full_races_05)
handicap_fractions_98 = handicap_races(horse_records_98)
handicap_fractions_05 = handicap_races(horse_records_05)
print 'born98.csv file statistics:'
print 'No. of full races of different types: '
print full_race_types_counts_98
print 'Fraction of handicap races and horse counts'
print handicap_fractions_98
print ''
print 'born05.csv file statistics:'
print 'No. of full races of different types: '
print full_race_types_counts_05
print 'Fraction of handicap races and horse counts'
print handicap_fractions_05
plot_handicap_graph(handicap_fractions_98)
def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
average_
for r in races98:
total_odds = 0
for h in races98[r].horses:
total_odds += 1/h.odds
odds.append(total_odds)
if total_odds > 10:
print races98[r].name + ' ' + str(total_odds)
print races98[r].date
print races98[r].track
print races98[r].time
print races98[r].no_of_runners
for h in races98[r].horses:
print h.name + ' : ' + str(h.odds)
print ''
plt.plot(odds)
plt.xlabel('Race')
plt.ylabel('Total Odds for Each Race')
plt.show()
def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
jockeys98 = find_all_jockeys(races98)
jockeys05 = find_all_jockeys(races05)
print 'No. of jockeys in 98 dataset: ' + str(len(jockeys98))
print 'No. of jockeys in 05 dataset: ' + str(len(jockeys05))
def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
full_races_98 = get_full_races(races98)
full_races_05 = get_full_races(races05)
horse_records_98 = HorseRecords(full_races_98).horses
full_race_horse_data_05 = HorseRecords(full_races_05).horses
full_horses_race_count_98 = horses_with_k_races(full_races_98,
horse_records_98)
full_horses_race_count_05 = horses_with_k_races(full_races_05,
full_race_horse_data_05)
no_of_races_98 = [n for n in full_horses_race_count_98]
no_of_races_05 = [n for n in full_horses_race_count_05]
no_of_horses_98 = [
full_horses_race_count_98[x] for x in full_horses_race_count_98
]
no_of_horses_05 = [
full_horses_race_count_05[x] for x in full_horses_race_count_05
]
print 'Born98 Dataset Statistics:'
print 'Race counts of horses for races with all runners: '
print full_horses_race_count_98
print 'No. of races:'
print no_of_races_98
print 'No. of horses:'
print no_of_horses_98
print ''
print 'Born05 Dataset Statistics:'
print 'Race counts of horses for races with all runners: '
print full_horses_race_count_05
print 'No. of races:'
print no_of_races_05
print 'No. of horses:'
print no_of_horses_05
plot_graph(no_of_races_98, no_of_horses_98,
'No. of Races per Horse (Born98 Dataset)')
plot_graph(no_of_races_05, no_of_horses_05,
'No. of Races per Horse (Born05 Dataset)')
def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
race_classes_98 = get_classes(full_races_98)
race_classes_05 = get_classes(full_races_05)
for c in race_classes:
print c
no_of_races, av_speed = average_speed(races98, c)
print 'Race class: ' + str(c)
print 'No. of races: ' + str(no_of_races)
print 'Average speed of a horse running in this race class: ' + str(
av_speed)
def main():
horses98 = HorseParser('./../Data/born98.csv').horses
horses05 = HorseParser('./../Data/born05.csv').horses
races98 = RaceParser('./../Data/born98.csv').races
races05 = RaceParser('./../Data/born05.csv').races
goings98 = get_goings(races98)
goings05 = get_goings(races05)
print 'No. of different types of going in 98 dataset: ' + str(
len(goings98))
print goings98
print ''
print 'No. of different types of going in 05 dataset: ' + str(
len(goings05))
print goings05
print ''
'''
def main():
horse_parser_98 = HorseParser('./../Data/born98.csv')
horse_parser_05 = HorseParser('./../Data/born05.csv')
race_parser_98 = RaceParser('./../Data/born98.csv')
race_parser_05 = RaceParser('./../Data/born05.csv')
horse_parser_no_handicaps_98 = HorseParserNoHandicaps('./../Data/born98.csv')
horse_parser_no_handicaps_05 = HorseParserNoHandicaps('./../Data/born05.csv')
race_parser_no_handicaps_98 = RaceParserNoHandicaps('./../Data/born98.csv')
race_parser_no_handicaps_05 = RaceParserNoHandicaps('./../Data/born05.csv')
horses98 = horse_parser_98.horses
horses05 = horse_parser_05.horses
races98 = race_parser_98.races
races05 = race_parser_05.races
full_races_98 = get_full_races(races98)
full_races_05 = get_full_races(races05)
total_races_with_all_horses_98 = no_of_races_with_all_horses(races98)
total_races_with_winners_98 = no_of_races_with_winner(races98, horses98)
total_races_with_all_horses_05 = no_of_races_with_all_horses(races05)
total_races_with_winners_05 = no_of_races_with_winner(races05, horses05)
average_races_per_horse_98 = average_no_of_races_per_horse(horses98)
average_races_per_horse_05 = average_no_of_races_per_horse(horses05)
ages98 = get_ages(full_races_98)
ages05 = get_ages(full_races_05)
no_of_races_per_age_98 = races_at_each_age(full_races_98, ages98)
no_of_races_per_age_05 = races_at_each_age(full_races_05, ages05)
races_with_k_missing_horses_98 = races_with_k_missing_runners(races98)
races_with_k_missing_horses_05 = races_with_k_missing_runners(races05)
print 'born98.csv file statistics:'
print 'No. of horses: ' + str(len(horses98))
print 'No. of races: ' + str(len(races98))
print 'No. of races for which we have all the horses: ' + str(total_races_with_all_horses_98)
print 'No. of races for which we have the winner: ' + str(total_races_with_winners_98)
print 'Fraction of races for which we have all the horses: ' + str(float(total_races_with_all_horses_98)/len(races98))
print 'Fraction of races for which we have the winner: ' + str(float(total_races_with_winners_98)/len(races98))
print 'Average no. of races per horse: ' + str(average_races_per_horse_98)
print 'No. of races for horses at each age: ' + str(no_of_races_per_age_98)
print 'No. of races with k-missing horse records: ' + str(races_with_k_missing_horses_98)
print 'No. of horse records with comptime missing: ' + str(horse_parser_98.comptime_missing)
print 'No. of race records with comptime missing: ' + str(race_parser_98.comptime_missing)
print 'No. of horse records with Irish race class: ' + str(horse_parser_98.irish_races)
print 'No. of race records with Irish race class ' + str(race_parser_98.irish_races)
print 'No. of races without handicap races:' + str()
print ''
print 'born05.csv file statistics:'
print 'No. of horses: ' + str(len(horses05))
print 'No. of races: ' + str(len(races05))
print 'No. of races for which we have all the horses: ' + str(total_races_with_all_horses_05)
print 'No. of races for which we have the winner: ' + str(total_races_with_winners_05)
print 'Fraction of races for which we have all the horses: ' + str(float(total_races_with_all_horses_05)/len(races05))
print 'Fraction of races for which we have the winner: ' + str(float(total_races_with_winners_05)/len(races05))
print 'Average no. of races per horse: ' + str(average_races_per_horse_05)
print 'No. of races for horses at each age: ' + str(no_of_races_per_age_05)
print 'No. of races with k-missing horse records: ' + str(races_with_k_missing_horses_05)
print 'No. of horse records with comptime missing: ' + str(horse_parser_05.comptime_missing)
print 'No. of race records with comptime missing: ' + str(race_parser_05.comptime_missing)
print 'No. of horse records with Irish race class: ' + str(horse_parser_05.irish_races)
print 'No. of race records with Irish race class ' + str(race_parser_05.irish_races)