def print_accuracy(total, predicted, true_pred, false_pred):
print("""
Predicted: {0} out of {1} correct! ({2}%)
Predicted: {3} out of {4} peaks correct! ({5}%)
Predicted: {6} out of {7} nopeaks correct! ({8}%)
Total accuracy: {9}%""".format(
sum(true_pred.values()), sum(total.values()), 100*(sum(true_pred.values())/float(sum(total.values()))),
true_pred['peak'], total['peak'], 100*(true_pred['peak']/float(total['peak'])),
true_pred['nopeak'], total['nopeak'], 100*(true_pred['nopeak']/float(total['nopeak'])),
100*(sum(true_pred.values())/float(sum(total.values())))
))
if __name__ == '__main__':
start_time = time.time()
dataset = gs2.load_json('all_data.json')
train,test = split_dataset(dataset, 0.67)
# TODO: Resort and resummarize so we know which files are training and which files are testing
if 'resort' in sys.argv:
sort_data(train)
if 'resummarize' in sys.argv:
summarize_by_class()
summaries = database.get_summaries()
if 'test' in sys.argv:
t_predictions = {'total':{'peak':0, 'nopeak':0},'predicted':{'peak':0, 'nopeak':0},'true_pred':{'peak':0, 'nopeak':0},'false_pred':{'peak':0, 'nopeak':0}}
for ts in test:
print("Testing "+ts.name+"...")
f_predictions = {'total':{'peak':0, 'nopeak':0},'predicted':{'peak':0, 'nopeak':0},'true_pred':{'peak':0, 'nopeak':0},'false_pred':{'peak':0, 'nopeak':0}}
file_time_start = time.time()
for s in ts.sections:
#!/usr/bin/env python3
import os
import time
import gs2
startTime = time.time()
FILE_LOCATION = "./GS2-filer/" # Put gs2 files here
JSON_FILE = "all_data.json"
gs2s = []
try:
gs2.load_json(JSON_FILE, gs2s)
except FileNotFoundError as ex:
print(ex.strerror + ": ", ex.filename)
if ex.filename == JSON_FILE:
try:
all_files = [f for f in os.listdir(FILE_LOCATION) if
os.path.isfile(os.path.join(FILE_LOCATION, f))] # gets all files in folder
files = [f for f in all_files if
f.lower().endswith(".gs2")] # gets files that starts with uke
for f in files:
print("Processing", FILE_LOCATION + f + "...")
data_object = gs2.GS2File()
file = data_object.process_file(FILE_LOCATION + f)
gs2s.append(data_object)
print(FILE_LOCATION + f, "processed...")
print("Saving to json:", JSON_FILE)
gs2.save_json(gs2s, JSON_FILE)
print("Saved to json file:", JSON_FILE)
except FileNotFoundError as ex2:
