def get_average_hand_checked(hand_checked_list):
averaged_hand_checked = {}
for vowel in VOWELS:
f1, f2, f3, b1, b2, b3 = [], [], [], [], [] ,[]
for hand_checked in hand_checked_list:
if vowel in hand_checked and hand_checked[vowel] != [None, None, None, None, None, None]:
f1.append(float(hand_checked[vowel][0]))
f2.append(float(hand_checked[vowel][1]))
f3.append(float(hand_checked[vowel][2]))
b1.append(hand_checked[vowel][3])
b2.append(hand_checked[vowel][4])
b3.append(hand_checked[vowel][5])
F1, F2, F3, B1, B2, B3 = get_mean(f1), get_mean(f2), get_mean(f3), get_mean(b1), get_mean(b2), get_mean(b3)
if vowel in hand_checked and hand_checked[vowel] != [None, None, None, None, None, None]:
formants = [F1, F2, F3, B1, B2, B3]
averaged_hand_checked[vowel] = formants
return averaged_hand_checked
def get_average_hand_checked(hand_checked_list):
averaged_hand_checked = {}
for vowel in VOWELS:
f1, f2, f3, b1, b2, b3 = [], [], [], [], [] ,[]
for hand_checked in hand_checked_list:
if vowel in hand_checked and hand_checked[vowel] != [None, None, None, None, None, None]:
f1.append(float(hand_checked[vowel][0]))
f2.append(float(hand_checked[vowel][1]))
f3.append(float(hand_checked[vowel][2]))
b1.append(hand_checked[vowel][3])
b2.append(hand_checked[vowel][4])
b3.append(hand_checked[vowel][5])
F1, F2, F3, B1, B2, B3 = get_mean(f1), get_mean(f2), get_mean(f3), get_mean(b1), get_mean(b2), get_mean(b3)
if vowel in hand_checked and hand_checked[vowel] != [None, None, None, None, None, None]:
formants = [F1, F2, F3, B1, B2, B3]
averaged_hand_checked[vowel] = formants
return averaged_hand_checked
def get_avg_error(vowel_differences):
avg_error = {}
for meta, values in vowel_differences.items():
vowel_class = meta[0][-1]
if vowel_class not in avg_error:
avg_error[vowel_class] = {}
avg_error[vowel_class]['F1'] = []
avg_error[vowel_class]['F2'] = []
avg_error[vowel_class]['F3'] = []
avg_error[vowel_class]['F1'].append(values[0])
avg_error[vowel_class]['F2'].append(values[1])
avg_error[vowel_class]['F3'].append(values[2])
for vowel_class, values in avg_error.items():
values['F1'] = get_mean(values['F1'])
values['F2'] = get_mean(values['F2'])
values['F3'] = get_mean(values['F3'])
return avg_error
def get_avg_error(vowel_differences):
avg_error = {}
for meta, values in vowel_differences.items():
vowel_class = meta[0][-1]
if vowel_class not in avg_error:
avg_error[vowel_class] = {}
avg_error[vowel_class]['F1'] = []
avg_error[vowel_class]['F2'] = []
avg_error[vowel_class]['F3'] = []
avg_error[vowel_class]['F1'].append(values[0])
avg_error[vowel_class]['F2'].append(values[1])
avg_error[vowel_class]['F3'].append(values[2])
for vowel_class, values in avg_error.items():
values['F1'] = get_mean(values['F1'])
values['F2'] = get_mean(values['F2'])
values['F3'] = get_mean(values['F3'])
return avg_error
avg_error[vowel_class]['F1'] = []
avg_error[vowel_class]['F2'] = []
avg_error[vowel_class]['F3'] = []
avg_error[vowel_class]['B1'] = []
avg_error[vowel_class]['B2'] = []
avg_error[vowel_class]['B3'] = []
avg_error[vowel_class]['F1'].append(values[0])
avg_error[vowel_class]['F2'].append(values[1])
avg_error[vowel_class]['F3'].append(values[2])
avg_error[vowel_class]['B1'].append(values[3])
avg_error[vowel_class]['B2'].append(values[4])
avg_error[vowel_class]['B3'].append(values[5])
#print("intermediate:", avg_error)
for vowel_class, values in avg_error.items():
values['F1'] = get_mean(values['F1'])
values['F2'] = get_mean(values['F2'])
values['F3'] = get_mean(values['F3'])
values['B1'] = get_mean(values['B1'])
values['B2'] = get_mean(values['B2'])
values['B3'] = get_mean(values['B3'])
print()
print("Average errors per vowel:")
print(avg_error)
# Write to a file
csv_columns = ['Computer','Date','Corpus', 'Algorithm type', 'Total time']
avg_error[vowel_class]['F1'] = []
avg_error[vowel_class]['F2'] = []
avg_error[vowel_class]['F3'] = []
avg_error[vowel_class]['B1'] = []
avg_error[vowel_class]['B2'] = []
avg_error[vowel_class]['B3'] = []
avg_error[vowel_class]['F1'].append(values[0])
avg_error[vowel_class]['F2'].append(values[1])
avg_error[vowel_class]['F3'].append(values[2])
avg_error[vowel_class]['B1'].append(values[3])
avg_error[vowel_class]['B2'].append(values[4])
avg_error[vowel_class]['B3'].append(values[5])
#print("intermediate:", avg_error)
for vowel_class, values in avg_error.items():
values['F1'] = get_mean(values['F1'])
values['F2'] = get_mean(values['F2'])
values['F3'] = get_mean(values['F3'])
values['B1'] = get_mean(values['B1'])
values['B2'] = get_mean(values['B2'])
values['B3'] = get_mean(values['B3'])
print()
print("Average errors per vowel:")
print(avg_error)
# Write to a file
csv_columns = ['Computer','Date','Corpus', 'Algorithm type', "remove_short", "nIterations", 'Total time']