From 1756cc04cfd034953427a9d8a3b3bc2cfa060c92 Mon Sep 17 00:00:00 2001
From: Apostolof <apotwohd@gmail.com>
Date: Sun, 9 Dec 2018 17:41:13 +0200
Subject: [PATCH] Add 4 Hz modulation feature

---
 .../model_training.py                         |  13 +++-
 .../feature_extraction/feature_extractor.py   |  30 ++++++++--
 .../music_features/bagpipe.json               |   1 +
 .../music_features/ballad.json                |   1 +
 .../music_features/bartok.json                |   1 +
 .../music_features/beat.json                  |   1 +
 .../music_features/beatles.json               |   1 +
 .../music_features/bigband.json               |   1 +
 .../music_features/birdland.json              |   1 +
 .../music_features/blues.json                 |   1 +
 .../music_features/bmarsalis.json             |   1 +
 .../music_features/brahms.json                |   1 +
 .../music_features/canonaki.json              |   1 +
 .../music_features/caravan.json               |   1 +
 .../music_features/chaka.json                 |   1 +
 .../music_features/classical.json             |   1 +
 .../music_features/classical1.json            |   1 +
 .../music_features/classical2.json            |   1 +
 .../music_features/copland.json               |   1 +
 .../music_features/copland2.json              |   1 +
 .../music_features/corea.json                 |   1 +
 .../music_features/corea1.json                |   1 +
 .../music_features/cure.json                  |   1 +
 .../music_features/debussy.json               |   1 +
 .../music_features/deedee.json                |   1 +
 .../music_features/deedee1.json               |   1 +
 .../music_features/duke.json                  |   1 +
 .../music_features/echoes.json                |   1 +
 .../music_features/eguitar.json               |   1 +
 .../music_features/georose.json               |   1 +
 .../music_features/gismonti.json              |   1 +
 .../music_features/glass.json                 |   1 +
 .../music_features/glass1.json                |   1 +
 .../music_features/gravity.json               |   1 +
 .../music_features/gravity2.json              |   1 +
 .../music_features/guitar.json                |   1 +
 .../music_features/hendrix.json               |   1 +
 .../music_features/ipanema.json               |   1 +
 .../music_features/jazz.json                  |   1 +
 .../music_features/jazz1.json                 |   1 +
 .../music_features/led.json                   |   1 +
 .../music_features/loreena.json               |   1 +
 .../music_features/madradeus.json             |   1 +
 .../music_features/magkas.json                |   1 +
 .../music_features/march.json                 |   1 +
 .../music_features/marlene.json               |   1 +
 .../music_features/mingus.json                |   1 +
 .../music_features/mingus1.json               |   1 +
 .../music_features/misirlou.json              |   1 +
 .../music_features/moanin.json                |   1 +
 .../music_features/narch.json                 |   1 +
 .../music_features/ncherry.json               |   1 +
 .../music_features/nearhou.json               |   1 +
 .../music_features/opera.json                 |   1 +
 .../music_features/opera1.json                |   1 +
 .../music_features/pop.json                   |   1 +
 .../music_features/prodigy.json               |   1 +
 .../music_features/redhot.json                |   1 +
 .../music_features/rock.json                  |   1 +
 .../music_features/rock2.json                 |   1 +
 .../music_features/russo.json                 |   1 +
 .../music_features/tony.json                  |   1 +
 .../feature_extraction/music_features/u2.json |   1 +
 .../music_features/unpoco.json                |   1 +
 .../music_features/vlobos.json                |   1 +
 .../music_features/winds.json                 |   1 +
 .../speech_features/acomic.json               |   1 +
 .../speech_features/acomic2.json              |   1 +
 .../speech_features/allison.json              |   1 +
 .../speech_features/amal.json                 |   1 +
 .../speech_features/austria.json              |   1 +
 .../speech_features/bathroom1.json            |   1 +
 .../speech_features/chant.json                |   1 +
 .../speech_features/charles.json              |   1 +
 .../speech_features/china.json                |   1 +
 .../speech_features/comedy.json               |   1 +
 .../speech_features/comedy1.json              |   1 +
 .../speech_features/conversion.json           |   1 +
 .../speech_features/danie.json                |   1 +
 .../speech_features/danie1.json               |   1 +
 .../speech_features/dialogue.json             |   1 +
 .../speech_features/dialogue1.json            |   1 +
 .../speech_features/dialogue2.json            |   1 +
 .../speech_features/diamond.json              |   1 +
 .../speech_features/ellhnika.json             |   1 +
 .../speech_features/emil.json                 |   1 +
 .../speech_features/fem_rock.json             |   1 +
 .../speech_features/female.json               |   1 +
 .../speech_features/fire.json                 |   1 +
 .../speech_features/geography.json            |   1 +
 .../speech_features/geography1.json           |   1 +
 .../speech_features/georg.json                |   1 +
 .../speech_features/god.json                  |   1 +
 .../speech_features/greek.json                |   1 +
 .../speech_features/greek1.json               |   1 +
 .../speech_features/india.json                |   1 +
 .../speech_features/jony.json                 |   1 +
 .../speech_features/jvoice.json               |   1 +
 .../speech_features/kedar.json                |   1 +
 .../speech_features/kid.json                  |   1 +
 .../speech_features/lena.json                 |   1 +
 .../speech_features/male.json                 |   1 +
 .../speech_features/my_voice.json             |   1 +
 .../speech_features/nether.json               |   1 +
 .../speech_features/news1.json                |   1 +
 .../speech_features/news2.json                |   1 +
 .../speech_features/nj105.json                |   1 +
 .../speech_features/nj105a.json               |   1 +
 .../speech_features/oneday.json               |   1 +
 .../speech_features/psychic.json              |   1 +
 .../speech_features/pulp.json                 |   1 +
 .../speech_features/pulp1.json                |   1 +
 .../speech_features/pulp2.json                |   1 +
 .../speech_features/relation.json             |   1 +
 .../speech_features/serbian.json              |   1 +
 .../speech_features/shannon.json              |   1 +
 .../speech_features/sleep.json                |   1 +
 .../speech_features/smoke1.json               |   1 +
 .../speech_features/smoking.json              |   1 +
 .../speech_features/stupid.json               |   1 +
 .../speech_features/teachers.json             |   1 +
 .../speech_features/teachers1.json            |   1 +
 .../speech_features/teachers2.json            |   1 +
 .../speech_features/thlui.json                |   1 +
 .../speech_features/undergrad.json            |   1 +
 .../speech_features/vegetables.json           |   1 +
 .../speech_features/vegetables1.json          |   1 +
 .../speech_features/vegetables2.json          |   1 +
 .../speech_features/voice.json                |   1 +
 .../speech_features/voices.json               |   1 +
 classifier/pipeline.py                        |   9 ++-
 classifier/preprocessing/dataset.npy          | Bin 3287168 -> 3287168 bytes
 classifier/preprocessing/featureKeys.npy      | Bin 752 -> 776 bytes
 classifier/test/accuracyWithoutFeature.py     |  56 +++++++++---------
 134 files changed, 196 insertions(+), 40 deletions(-)

diff --git a/classifier/classification_model_training/model_training.py b/classifier/classification_model_training/model_training.py
index c506012..c0f54b0 100644
--- a/classifier/classification_model_training/model_training.py
+++ b/classifier/classification_model_training/model_training.py
@@ -65,6 +65,7 @@ def randomForest(dataset, target):
 def kFCrossValid(dataset, target, model = 'svm'):
 	from sklearn.model_selection import cross_val_score
 	from sklearn import metrics
+	from copy import deepcopy
 
 	clf = None
 
@@ -95,12 +96,22 @@ def kFCrossValid(dataset, target, model = 'svm'):
 	from sklearn.model_selection import KFold
 	kf = KFold(n_splits=5, shuffle=True, random_state=2)
 
+	maxAccuracy = 0
+	bestClf = None
+
 	for k, (train_index, test_index) in enumerate(kf.split(dataset)):
 		kTrainSet, kTestSet = dataset[train_index], dataset[test_index]
 		kTrainTarget, kTestTarget = target[train_index], target[test_index]
 
 		clf.fit(kTrainSet, kTrainTarget)
-		print("[fold {0}], score: {1:.2f}".format(k, 100*clf.score(kTestSet, kTestTarget)))
+		acc = clf.score(kTestSet, kTestTarget)
+		print("[fold {0}], score: {1:.2f}".format(k, 100*acc))
+
+		if acc > maxAccuracy:
+			maxAccuracy = acc
+			bestClf = deepcopy(clf)
+
+	return bestClf
 
 # Prints a nice message to let the user know the module was imported
 print(bcolors.BLUE + 'model_training loaded' + bcolors.ENDC)
diff --git a/classifier/feature_extraction/feature_extractor.py b/classifier/feature_extraction/feature_extractor.py
index 2af6f5e..aaa8025 100644
--- a/classifier/feature_extraction/feature_extractor.py
+++ b/classifier/feature_extraction/feature_extractor.py
@@ -3,7 +3,7 @@ import essentia
 from essentia.standard import (MonoLoader, Windowing, Spectrum, MFCC,
 	ZeroCrossingRate, SpectralCentroidTime, RollOff, Flux, Envelope,
 	FlatnessSFX, LogAttackTime, StrongDecay, FlatnessDB, HFC,
-	SpectralComplexity, FrameGenerator, YamlOutput)
+	SpectralComplexity, Energy, FrameGenerator, YamlOutput)
 
 # Disable annoying info level logging
 essentia.log.infoActive = False
@@ -15,10 +15,11 @@ class bcolors:
 	RED = '\033[91m'
 	ENDC = '\033[0m'
 
-def extractFeatures(audioPath, outputPath, sampleRate):
-	# Loads the audio file specified
-	loader = MonoLoader(filename = audioPath, sampleRate = sampleRate)
-	audio = loader()
+def extractFeatures(audio, outputPath, sampleRate):
+	if isinstance(audio, str):
+		# Loads the audio file specified
+		loader = MonoLoader(filename = audio, sampleRate = sampleRate)
+		audio = loader()
 
 	# Sets up the functions that will be used
 	# TODO check if zero phase windowing is something we might want
@@ -37,6 +38,7 @@ def extractFeatures(audioPath, outputPath, sampleRate):
 	flatDB = FlatnessDB()
 	hfc = HFC(sampleRate = sampleRate)
 	spcComp = SpectralComplexity(sampleRate = sampleRate, magnitudeThreshold = 2)
+	energy = Energy()
 
 	# Creates a pool to collect the values of the features
 	pool = essentia.Pool()
@@ -67,7 +69,9 @@ def extractFeatures(audioPath, outputPath, sampleRate):
 
 		# Computes cepstral features
 		# Discards the bands
-		mfcc_coeffs = mfcc(frameSpectrum)[1]
+		melBandEnergies, mfcc_coeffs = mfcc(frameSpectrum)
+
+		fHzMod = _4HzModulation(melBandEnergies, energy(frameSpectrum), sampleRate)
 
 		# Adds the values to the pool
 		pool.add('ZCR', frameZCR)
@@ -88,8 +92,22 @@ def extractFeatures(audioPath, outputPath, sampleRate):
 		for index, coef in enumerate(mfcc_coeffs):
 			pool.add('mfcc' + str(index), coef)
 
+		pool.add('4HzMod', fHzMod)
+
 	YamlOutput(filename = outputPath, format = 'json', writeVersion = False)(pool)
 
+def _4HzModulation(melEnergies, frameEnergy, sampleRate):
+	from scipy.signal import butter, sosfilt, sosfreqz
+	nyquist = 0.5 * sampleRate
+	lowCut = 3 / nyquist
+	highCut = 5 / nyquist
+	sos = butter(N = 2, Wn = [lowCut, highCut], analog = False, btype = 'band',
+		output = 'sos')
+	filtered = sosfilt(sos = sos, x = melEnergies)
+
+	energySum = sum(filtered)
+	return energySum / frameEnergy
+
 # Prints a nice message to let the user know the module was imported
 print(bcolors.BLUE + 'feature_extractor loaded' + bcolors.ENDC)
 
diff --git a/classifier/feature_extraction/music_features/bagpipe.json b/classifier/feature_extraction/music_features/bagpipe.json
index f5dca62..635b64c 100644
--- a/classifier/feature_extraction/music_features/bagpipe.json
+++ b/classifier/feature_extraction/music_features/bagpipe.json
@@ -1,4 +1,5 @@
 {
+"4HzMod": [2.48501987699e-06, 2.64822574536e-06, 2.86789941129e-06, 2.73117666438e-06, 2.27833106692e-06, 2.27552550314e-06, 2.97525934911e-06, 2.80326003121e-06, 3.22619644066e-06, 3.12461406793e-06, 3.25462428918e-06, 3.16482783091e-06, 3.21278912452e-06, 2.84790849037e-06, 2.53104849435e-06, 2.33471928368e-06, 1.61461775861e-06, 1.60698527907e-06, 1.91222261492e-06, 1.69064901456e-06, 1.53823145865e-06, 1.9076562694e-06, 1.55232464749e-06, 1.84713394447e-06, 1.66909092059e-06, 2.3762750061e-06, 2.21101390707e-06, 2.68857161245e-06, 2.30758610087e-06, 2.61445188698e-06, 2.73767045655e-06, 2.51227879744e-06, 2.92989739137e-06, 3.22595815305e-06, 2.99051316688e-06, 1.51773735979e-06, 1.77224035269e-06, 2.03530157705e-06, 2.38050756707e-06, 2.01225816454e-06, 2.04659841074e-06, 2.43184422288e-06, 2.60434512711e-06, 3.0137136946e-06, 3.23982317241e-06, 3.355549552e-06, 3.38863242177e-06, 2.43408953793e-06, 2.17560273086e-06, 1.91663548321e-06, 2.75783372672e-06, 2.89882927973e-06, 3.17417993756e-06, 2.30382556765e-06, 2.37212339016e-06, 2.7921905712e-06, 3.06454489873e-06, 3.40504766427e-06, 4.11734163208e-06, 3.99186046707e-06, 3.64837796951e-06, 3.26973031406e-06, 2.9940249533e-06, 3.2533976082e-06, 3.46150977748e-06, 2.98416398437e-06, 3.60520425602e-06, 2.948436304e-06, 3.22521395901e-06, 2.97287306239e-06, 2.80955487142e-06, 2.67753284788e-06, 2.52599124906e-06, 2.26963629757e-06, 2.76785772257e-06, 2.66778215519e-06, 2.73703312814e-06, 2.70789610113e-06, 3.31624164573e-06, 2.62994421973e-06, 2.50126890933e-06, 2.87566444968e-06, 2.84614452539e-06, 3.17297303809e-06, 3.32110084855e-06, 3.67763141185e-06, 4.03447529607e-06, 2.87972170554e-06, 3.26251529259e-06, 2.80281528831e-06, 2.87941293209e-06, 2.56147882283e-06, 2.92708818961e-06, 2.97309384223e-06, 2.90167872663e-06, 3.04149966723e-06, 2.94663686873e-06, 2.84449424726e-06, 3.28026294483e-06, 3.12918041345e-06, 3.132476877e-06, 2.9896855267e-06, 3.20049434777e-06, 2.51384199146e-06, 3.10284690386e-06, 2.42540295403e-06, 2.58964519162e-06, 2.59849753093e-06, 2.39842233896e-06, 3.96386849388e-06, 2.82618134406e-06, 3.34821083925e-06, 2.78872084891e-06, 2.30860359807e-06, 2.85347732643e-06, 3.13947793984e-06, 3.34703531735e-06, 3.30236343871e-06, 3.41068403031e-06, 3.52642678081e-06, 2.90016168947e-06, 2.80370045402e-06, 2.61742707153e-06, 2.94969822789e-06, 3.65233699995e-06, 2.71426620202e-06, 2.92343565889e-06, 2.758428991e-06, 2.64599293587e-06, 3.61212073585e-06, 2.02746673494e-06, 1.97196345653e-06, 2.51555934483e-06, 2.300911774e-06, 2.28063208851e-06, 2.40202234636e-06, 2.50573793892e-06, 2.19754429054e-06, 1.8692184085e-06, 2.21020627578e-06, 2.43799809141e-06, 2.08589381145e-06, 2.52597055805e-06, 2.83864869743e-06, 2.59928128798e-06, 2.75564457297e-06, 2.53719326793e-06, 2.61828995463e-06, 2.72551164926e-06, 2.9514187645e-06, 2.1480441319e-06, 2.08600772567e-06, 2.15426121031e-06, 2.6441416594e-06, 2.42884425461e-06, 2.6728098419e-06, 2.05719402402e-06, 3.01643558487e-06, 2.13632256418e-06, 1.91376443581e-06, 2.54410633715e-06, 2.8410656796e-06, 3.09688607558e-06, 2.39751216213e-06, 2.64523714577e-06, 2.49900381277e-06, 2.92071126751e-06, 3.05252797261e-06, 2.66938809546e-06, 2.43183967541e-06, 3.07734444505e-06, 3.08140010929e-06, 2.92793811241e-06, 3.39578900821e-06, 3.38618428941e-06, 2.75860566035e-06, 2.88854516839e-06, 2.73512864624e-06, 2.84732391265e-06, 3.01290947391e-06, 3.06271908812e-06, 3.71076885131e-06, 3.81384620596e-06, 3.8165303522e-06, 2.79376922663e-06, 2.53163375419e-06, 2.85674354927e-06, 2.91990181722e-06, 2.02478213396e-06, 2.53031998909e-06, 3.15131615025e-06, 3.28783266923e-06, 3.28259170601e-06, 3.40505403074e-06, 3.00376927953e-06, 2.54675342148e-06, 2.6826839985e-06, 3.20988851854e-06, 3.01445584228e-06, 2.9969901334e-06, 3.1681395285e-06, 3.0691558095e-06, 3.57189833267e-06, 3.38160907631e-06, 2.96983193948e-06, 3.17814033224e-06, 3.59006412509e-06, 2.65751577899e-06, 3.03901197185e-06, 2.95159429697e-06, 2.63419337898e-06, 2.60912065642e-06, 2.76196101368e-06, 3.44932550433e-06],
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diff --git a/classifier/feature_extraction/music_features/ballad.json b/classifier/feature_extraction/music_features/ballad.json
index b9dde36..7f30e74 100644
--- a/classifier/feature_extraction/music_features/ballad.json
+++ b/classifier/feature_extraction/music_features/ballad.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/bartok.json b/classifier/feature_extraction/music_features/bartok.json
index 9cdd076..cb852bc 100644
--- a/classifier/feature_extraction/music_features/bartok.json
+++ b/classifier/feature_extraction/music_features/bartok.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/beat.json b/classifier/feature_extraction/music_features/beat.json
index 81024c2..b0cc64d 100644
--- a/classifier/feature_extraction/music_features/beat.json
+++ b/classifier/feature_extraction/music_features/beat.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/beatles.json b/classifier/feature_extraction/music_features/beatles.json
index 6d837f5..72f5dab 100644
--- a/classifier/feature_extraction/music_features/beatles.json
+++ b/classifier/feature_extraction/music_features/beatles.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/bigband.json b/classifier/feature_extraction/music_features/bigband.json
index 764b200..1ed8512 100644
--- a/classifier/feature_extraction/music_features/bigband.json
+++ b/classifier/feature_extraction/music_features/bigband.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/birdland.json b/classifier/feature_extraction/music_features/birdland.json
index 6a37c2d..5361db8 100644
--- a/classifier/feature_extraction/music_features/birdland.json
+++ b/classifier/feature_extraction/music_features/birdland.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/blues.json b/classifier/feature_extraction/music_features/blues.json
index 4d98f98..043c121 100644
--- a/classifier/feature_extraction/music_features/blues.json
+++ b/classifier/feature_extraction/music_features/blues.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/bmarsalis.json b/classifier/feature_extraction/music_features/bmarsalis.json
index aab2a4a..9e53bb4 100644
--- a/classifier/feature_extraction/music_features/bmarsalis.json
+++ b/classifier/feature_extraction/music_features/bmarsalis.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/brahms.json b/classifier/feature_extraction/music_features/brahms.json
index 010bf0b..f000b5d 100644
--- a/classifier/feature_extraction/music_features/brahms.json
+++ b/classifier/feature_extraction/music_features/brahms.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/canonaki.json b/classifier/feature_extraction/music_features/canonaki.json
index d83c994..1525082 100644
--- a/classifier/feature_extraction/music_features/canonaki.json
+++ b/classifier/feature_extraction/music_features/canonaki.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/caravan.json b/classifier/feature_extraction/music_features/caravan.json
index aee1df4..e37ef9f 100644
--- a/classifier/feature_extraction/music_features/caravan.json
+++ b/classifier/feature_extraction/music_features/caravan.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/chaka.json b/classifier/feature_extraction/music_features/chaka.json
index 7762693..af62301 100644
--- a/classifier/feature_extraction/music_features/chaka.json
+++ b/classifier/feature_extraction/music_features/chaka.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/classical.json b/classifier/feature_extraction/music_features/classical.json
index 853a4cc..8046062 100644
--- a/classifier/feature_extraction/music_features/classical.json
+++ b/classifier/feature_extraction/music_features/classical.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/classical1.json b/classifier/feature_extraction/music_features/classical1.json
index 30f248b..9b9305d 100644
--- a/classifier/feature_extraction/music_features/classical1.json
+++ b/classifier/feature_extraction/music_features/classical1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/classical2.json b/classifier/feature_extraction/music_features/classical2.json
index 8d82e4e..4c22a75 100644
--- a/classifier/feature_extraction/music_features/classical2.json
+++ b/classifier/feature_extraction/music_features/classical2.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/copland.json b/classifier/feature_extraction/music_features/copland.json
index f083965..e96e577 100644
--- a/classifier/feature_extraction/music_features/copland.json
+++ b/classifier/feature_extraction/music_features/copland.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/copland2.json b/classifier/feature_extraction/music_features/copland2.json
index 7d75bab..f8fe30d 100644
--- a/classifier/feature_extraction/music_features/copland2.json
+++ b/classifier/feature_extraction/music_features/copland2.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/corea.json b/classifier/feature_extraction/music_features/corea.json
index dadf7d1..2710700 100644
--- a/classifier/feature_extraction/music_features/corea.json
+++ b/classifier/feature_extraction/music_features/corea.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/corea1.json b/classifier/feature_extraction/music_features/corea1.json
index 54c8df7..6f61ba5 100644
--- a/classifier/feature_extraction/music_features/corea1.json
+++ b/classifier/feature_extraction/music_features/corea1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/cure.json b/classifier/feature_extraction/music_features/cure.json
index 4443216..ed93cb8 100644
--- a/classifier/feature_extraction/music_features/cure.json
+++ b/classifier/feature_extraction/music_features/cure.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/debussy.json b/classifier/feature_extraction/music_features/debussy.json
index 97624a0..307e469 100644
--- a/classifier/feature_extraction/music_features/debussy.json
+++ b/classifier/feature_extraction/music_features/debussy.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/deedee.json b/classifier/feature_extraction/music_features/deedee.json
index bcf74a2..4bd613a 100644
--- a/classifier/feature_extraction/music_features/deedee.json
+++ b/classifier/feature_extraction/music_features/deedee.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/deedee1.json b/classifier/feature_extraction/music_features/deedee1.json
index 787f6d5..d2818e4 100644
--- a/classifier/feature_extraction/music_features/deedee1.json
+++ b/classifier/feature_extraction/music_features/deedee1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/duke.json b/classifier/feature_extraction/music_features/duke.json
index 00f03ec..66ab185 100644
--- a/classifier/feature_extraction/music_features/duke.json
+++ b/classifier/feature_extraction/music_features/duke.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/echoes.json b/classifier/feature_extraction/music_features/echoes.json
index 88038a3..4ff969a 100644
--- a/classifier/feature_extraction/music_features/echoes.json
+++ b/classifier/feature_extraction/music_features/echoes.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/eguitar.json b/classifier/feature_extraction/music_features/eguitar.json
index ae50d10..faeb9b8 100644
--- a/classifier/feature_extraction/music_features/eguitar.json
+++ b/classifier/feature_extraction/music_features/eguitar.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/georose.json b/classifier/feature_extraction/music_features/georose.json
index 3dd8b78..d5edd48 100644
--- a/classifier/feature_extraction/music_features/georose.json
+++ b/classifier/feature_extraction/music_features/georose.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/gismonti.json b/classifier/feature_extraction/music_features/gismonti.json
index 753b052..31f2a07 100644
--- a/classifier/feature_extraction/music_features/gismonti.json
+++ b/classifier/feature_extraction/music_features/gismonti.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/glass.json b/classifier/feature_extraction/music_features/glass.json
index d536ac4..1872df7 100644
--- a/classifier/feature_extraction/music_features/glass.json
+++ b/classifier/feature_extraction/music_features/glass.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/glass1.json b/classifier/feature_extraction/music_features/glass1.json
index fbd66a4..fc79cae 100644
--- a/classifier/feature_extraction/music_features/glass1.json
+++ b/classifier/feature_extraction/music_features/glass1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/gravity.json b/classifier/feature_extraction/music_features/gravity.json
index fd9c1d5..6cf5f07 100644
--- a/classifier/feature_extraction/music_features/gravity.json
+++ b/classifier/feature_extraction/music_features/gravity.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/gravity2.json b/classifier/feature_extraction/music_features/gravity2.json
index ca5993e..a2e09dd 100644
--- a/classifier/feature_extraction/music_features/gravity2.json
+++ b/classifier/feature_extraction/music_features/gravity2.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/guitar.json b/classifier/feature_extraction/music_features/guitar.json
index 35fd14e..a5a8b07 100644
--- a/classifier/feature_extraction/music_features/guitar.json
+++ b/classifier/feature_extraction/music_features/guitar.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/hendrix.json b/classifier/feature_extraction/music_features/hendrix.json
index b226992..f8b2ec9 100644
--- a/classifier/feature_extraction/music_features/hendrix.json
+++ b/classifier/feature_extraction/music_features/hendrix.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/ipanema.json b/classifier/feature_extraction/music_features/ipanema.json
index 707e85e..4ea922d 100644
--- a/classifier/feature_extraction/music_features/ipanema.json
+++ b/classifier/feature_extraction/music_features/ipanema.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/jazz.json b/classifier/feature_extraction/music_features/jazz.json
index b609000..9e16cef 100644
--- a/classifier/feature_extraction/music_features/jazz.json
+++ b/classifier/feature_extraction/music_features/jazz.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/jazz1.json b/classifier/feature_extraction/music_features/jazz1.json
index d3acdf1..6e7f5f7 100644
--- a/classifier/feature_extraction/music_features/jazz1.json
+++ b/classifier/feature_extraction/music_features/jazz1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/led.json b/classifier/feature_extraction/music_features/led.json
index a9d38af..bd789c3 100644
--- a/classifier/feature_extraction/music_features/led.json
+++ b/classifier/feature_extraction/music_features/led.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/loreena.json b/classifier/feature_extraction/music_features/loreena.json
index 768d6b9..8277718 100644
--- a/classifier/feature_extraction/music_features/loreena.json
+++ b/classifier/feature_extraction/music_features/loreena.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/madradeus.json b/classifier/feature_extraction/music_features/madradeus.json
index 286eb5d..fd7ae3f 100644
--- a/classifier/feature_extraction/music_features/madradeus.json
+++ b/classifier/feature_extraction/music_features/madradeus.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/magkas.json b/classifier/feature_extraction/music_features/magkas.json
index f05dda2..0e70ec2 100644
--- a/classifier/feature_extraction/music_features/magkas.json
+++ b/classifier/feature_extraction/music_features/magkas.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/march.json b/classifier/feature_extraction/music_features/march.json
index 2165a2b..b6de550 100644
--- a/classifier/feature_extraction/music_features/march.json
+++ b/classifier/feature_extraction/music_features/march.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/marlene.json b/classifier/feature_extraction/music_features/marlene.json
index 4e4a63a..fd82950 100644
--- a/classifier/feature_extraction/music_features/marlene.json
+++ b/classifier/feature_extraction/music_features/marlene.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/mingus.json b/classifier/feature_extraction/music_features/mingus.json
index fc4d689..8b1f4d8 100644
--- a/classifier/feature_extraction/music_features/mingus.json
+++ b/classifier/feature_extraction/music_features/mingus.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/mingus1.json b/classifier/feature_extraction/music_features/mingus1.json
index 7d8fe19..bff4d9a 100644
--- a/classifier/feature_extraction/music_features/mingus1.json
+++ b/classifier/feature_extraction/music_features/mingus1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/misirlou.json b/classifier/feature_extraction/music_features/misirlou.json
index 931d07f..0b31af6 100644
--- a/classifier/feature_extraction/music_features/misirlou.json
+++ b/classifier/feature_extraction/music_features/misirlou.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/moanin.json b/classifier/feature_extraction/music_features/moanin.json
index 02accc5..93dc948 100644
--- a/classifier/feature_extraction/music_features/moanin.json
+++ b/classifier/feature_extraction/music_features/moanin.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/narch.json b/classifier/feature_extraction/music_features/narch.json
index c7c91e6..87d3b69 100644
--- a/classifier/feature_extraction/music_features/narch.json
+++ b/classifier/feature_extraction/music_features/narch.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/ncherry.json b/classifier/feature_extraction/music_features/ncherry.json
index 49dbcf6..c79c80d 100644
--- a/classifier/feature_extraction/music_features/ncherry.json
+++ b/classifier/feature_extraction/music_features/ncherry.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/nearhou.json b/classifier/feature_extraction/music_features/nearhou.json
index 63e324c..e1fe0c9 100644
--- a/classifier/feature_extraction/music_features/nearhou.json
+++ b/classifier/feature_extraction/music_features/nearhou.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/opera.json b/classifier/feature_extraction/music_features/opera.json
index 038e6b8..8887bcf 100644
--- a/classifier/feature_extraction/music_features/opera.json
+++ b/classifier/feature_extraction/music_features/opera.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/opera1.json b/classifier/feature_extraction/music_features/opera1.json
index c6d17c6..40a3768 100644
--- a/classifier/feature_extraction/music_features/opera1.json
+++ b/classifier/feature_extraction/music_features/opera1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/pop.json b/classifier/feature_extraction/music_features/pop.json
index 2813316..376ec24 100644
--- a/classifier/feature_extraction/music_features/pop.json
+++ b/classifier/feature_extraction/music_features/pop.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/prodigy.json b/classifier/feature_extraction/music_features/prodigy.json
index 91f9afd..25f92e6 100644
--- a/classifier/feature_extraction/music_features/prodigy.json
+++ b/classifier/feature_extraction/music_features/prodigy.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/redhot.json b/classifier/feature_extraction/music_features/redhot.json
index da61a94..f1ef23a 100644
--- a/classifier/feature_extraction/music_features/redhot.json
+++ b/classifier/feature_extraction/music_features/redhot.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/rock.json b/classifier/feature_extraction/music_features/rock.json
index 6980df1..08bf39e 100644
--- a/classifier/feature_extraction/music_features/rock.json
+++ b/classifier/feature_extraction/music_features/rock.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/rock2.json b/classifier/feature_extraction/music_features/rock2.json
index 42396e6..2b218e9 100644
--- a/classifier/feature_extraction/music_features/rock2.json
+++ b/classifier/feature_extraction/music_features/rock2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/russo.json b/classifier/feature_extraction/music_features/russo.json
index 850c9b1..48f8eb9 100644
--- a/classifier/feature_extraction/music_features/russo.json
+++ b/classifier/feature_extraction/music_features/russo.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/tony.json b/classifier/feature_extraction/music_features/tony.json
index 2f2a4ca..ee17030 100644
--- a/classifier/feature_extraction/music_features/tony.json
+++ b/classifier/feature_extraction/music_features/tony.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/u2.json b/classifier/feature_extraction/music_features/u2.json
index e88ad13..d581157 100644
--- a/classifier/feature_extraction/music_features/u2.json
+++ b/classifier/feature_extraction/music_features/u2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/unpoco.json b/classifier/feature_extraction/music_features/unpoco.json
index fb058dd..cdb69f0 100644
--- a/classifier/feature_extraction/music_features/unpoco.json
+++ b/classifier/feature_extraction/music_features/unpoco.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/music_features/vlobos.json b/classifier/feature_extraction/music_features/vlobos.json
index 87c6539..a3e1424 100644
--- a/classifier/feature_extraction/music_features/vlobos.json
+++ b/classifier/feature_extraction/music_features/vlobos.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/music_features/winds.json b/classifier/feature_extraction/music_features/winds.json
index 3da1f3e..1fad2a4 100644
--- a/classifier/feature_extraction/music_features/winds.json
+++ b/classifier/feature_extraction/music_features/winds.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/acomic.json b/classifier/feature_extraction/speech_features/acomic.json
index 5820ff8..4eac987 100644
--- a/classifier/feature_extraction/speech_features/acomic.json
+++ b/classifier/feature_extraction/speech_features/acomic.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/acomic2.json b/classifier/feature_extraction/speech_features/acomic2.json
index 03b3f74..59a29f1 100644
--- a/classifier/feature_extraction/speech_features/acomic2.json
+++ b/classifier/feature_extraction/speech_features/acomic2.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/allison.json b/classifier/feature_extraction/speech_features/allison.json
index e3c9350..34496a3 100644
--- a/classifier/feature_extraction/speech_features/allison.json
+++ b/classifier/feature_extraction/speech_features/allison.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/amal.json b/classifier/feature_extraction/speech_features/amal.json
index 42045be..0276318 100644
--- a/classifier/feature_extraction/speech_features/amal.json
+++ b/classifier/feature_extraction/speech_features/amal.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/austria.json b/classifier/feature_extraction/speech_features/austria.json
index 8bdefc6..c9a4a91 100644
--- a/classifier/feature_extraction/speech_features/austria.json
+++ b/classifier/feature_extraction/speech_features/austria.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/bathroom1.json b/classifier/feature_extraction/speech_features/bathroom1.json
index 5e44172..b10e48b 100644
--- a/classifier/feature_extraction/speech_features/bathroom1.json
+++ b/classifier/feature_extraction/speech_features/bathroom1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/chant.json b/classifier/feature_extraction/speech_features/chant.json
index e47f2ab..cba89f1 100644
--- a/classifier/feature_extraction/speech_features/chant.json
+++ b/classifier/feature_extraction/speech_features/chant.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/charles.json b/classifier/feature_extraction/speech_features/charles.json
index e22eabb..d287c1b 100644
--- a/classifier/feature_extraction/speech_features/charles.json
+++ b/classifier/feature_extraction/speech_features/charles.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/china.json b/classifier/feature_extraction/speech_features/china.json
index 10f5b00..f05b872 100644
--- a/classifier/feature_extraction/speech_features/china.json
+++ b/classifier/feature_extraction/speech_features/china.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/comedy.json b/classifier/feature_extraction/speech_features/comedy.json
index 491d3b5..ec44dfa 100644
--- a/classifier/feature_extraction/speech_features/comedy.json
+++ b/classifier/feature_extraction/speech_features/comedy.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/comedy1.json b/classifier/feature_extraction/speech_features/comedy1.json
index 3f4b9e6..d78c886 100644
--- a/classifier/feature_extraction/speech_features/comedy1.json
+++ b/classifier/feature_extraction/speech_features/comedy1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/conversion.json b/classifier/feature_extraction/speech_features/conversion.json
index 69f0eea..b81990e 100644
--- a/classifier/feature_extraction/speech_features/conversion.json
+++ b/classifier/feature_extraction/speech_features/conversion.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/danie.json b/classifier/feature_extraction/speech_features/danie.json
index 324fc84..a0ab56f 100644
--- a/classifier/feature_extraction/speech_features/danie.json
+++ b/classifier/feature_extraction/speech_features/danie.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/danie1.json b/classifier/feature_extraction/speech_features/danie1.json
index 8dc5d6d..8a2a645 100644
--- a/classifier/feature_extraction/speech_features/danie1.json
+++ b/classifier/feature_extraction/speech_features/danie1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/dialogue.json b/classifier/feature_extraction/speech_features/dialogue.json
index 7ef6918..aed6375 100644
--- a/classifier/feature_extraction/speech_features/dialogue.json
+++ b/classifier/feature_extraction/speech_features/dialogue.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/dialogue1.json b/classifier/feature_extraction/speech_features/dialogue1.json
index b638c47..98094bb 100644
--- a/classifier/feature_extraction/speech_features/dialogue1.json
+++ b/classifier/feature_extraction/speech_features/dialogue1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/dialogue2.json b/classifier/feature_extraction/speech_features/dialogue2.json
index 2874f3f..270c38e 100644
--- a/classifier/feature_extraction/speech_features/dialogue2.json
+++ b/classifier/feature_extraction/speech_features/dialogue2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/diamond.json b/classifier/feature_extraction/speech_features/diamond.json
index dbbaae8..54ce88d 100644
--- a/classifier/feature_extraction/speech_features/diamond.json
+++ b/classifier/feature_extraction/speech_features/diamond.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/ellhnika.json b/classifier/feature_extraction/speech_features/ellhnika.json
index 8ce991b..fb6626b 100644
--- a/classifier/feature_extraction/speech_features/ellhnika.json
+++ b/classifier/feature_extraction/speech_features/ellhnika.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/emil.json b/classifier/feature_extraction/speech_features/emil.json
index 2f7715a..05ac9c2 100644
--- a/classifier/feature_extraction/speech_features/emil.json
+++ b/classifier/feature_extraction/speech_features/emil.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/fem_rock.json b/classifier/feature_extraction/speech_features/fem_rock.json
index 3067f7e..28125c9 100644
--- a/classifier/feature_extraction/speech_features/fem_rock.json
+++ b/classifier/feature_extraction/speech_features/fem_rock.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/female.json b/classifier/feature_extraction/speech_features/female.json
index b5fc302..59a7f57 100644
--- a/classifier/feature_extraction/speech_features/female.json
+++ b/classifier/feature_extraction/speech_features/female.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/fire.json b/classifier/feature_extraction/speech_features/fire.json
index 38abea2..0288124 100644
--- a/classifier/feature_extraction/speech_features/fire.json
+++ b/classifier/feature_extraction/speech_features/fire.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/geography.json b/classifier/feature_extraction/speech_features/geography.json
index 30f7bae..2ec7d95 100644
--- a/classifier/feature_extraction/speech_features/geography.json
+++ b/classifier/feature_extraction/speech_features/geography.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/geography1.json b/classifier/feature_extraction/speech_features/geography1.json
index f8b91a6..5baa667 100644
--- a/classifier/feature_extraction/speech_features/geography1.json
+++ b/classifier/feature_extraction/speech_features/geography1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/georg.json b/classifier/feature_extraction/speech_features/georg.json
index d409e1f..a97013c 100644
--- a/classifier/feature_extraction/speech_features/georg.json
+++ b/classifier/feature_extraction/speech_features/georg.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/god.json b/classifier/feature_extraction/speech_features/god.json
index 4005347..a0305d0 100644
--- a/classifier/feature_extraction/speech_features/god.json
+++ b/classifier/feature_extraction/speech_features/god.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/greek.json b/classifier/feature_extraction/speech_features/greek.json
index dd2403c..5aa8280 100644
--- a/classifier/feature_extraction/speech_features/greek.json
+++ b/classifier/feature_extraction/speech_features/greek.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/greek1.json b/classifier/feature_extraction/speech_features/greek1.json
index a94e109..78e32c1 100644
--- a/classifier/feature_extraction/speech_features/greek1.json
+++ b/classifier/feature_extraction/speech_features/greek1.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/india.json b/classifier/feature_extraction/speech_features/india.json
index 7a2ef29..7c05b99 100644
--- a/classifier/feature_extraction/speech_features/india.json
+++ b/classifier/feature_extraction/speech_features/india.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/jony.json b/classifier/feature_extraction/speech_features/jony.json
index 21fd0e1..d4a86ea 100644
--- a/classifier/feature_extraction/speech_features/jony.json
+++ b/classifier/feature_extraction/speech_features/jony.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/jvoice.json b/classifier/feature_extraction/speech_features/jvoice.json
index 8778882..83d8737 100644
--- a/classifier/feature_extraction/speech_features/jvoice.json
+++ b/classifier/feature_extraction/speech_features/jvoice.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/kedar.json b/classifier/feature_extraction/speech_features/kedar.json
index c952d94..eb46dce 100644
--- a/classifier/feature_extraction/speech_features/kedar.json
+++ b/classifier/feature_extraction/speech_features/kedar.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/kid.json b/classifier/feature_extraction/speech_features/kid.json
index ff6e953..53dc7ff 100644
--- a/classifier/feature_extraction/speech_features/kid.json
+++ b/classifier/feature_extraction/speech_features/kid.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/lena.json b/classifier/feature_extraction/speech_features/lena.json
index fdffb3b..3574f14 100644
--- a/classifier/feature_extraction/speech_features/lena.json
+++ b/classifier/feature_extraction/speech_features/lena.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/male.json b/classifier/feature_extraction/speech_features/male.json
index d7d3277..a21b8aa 100644
--- a/classifier/feature_extraction/speech_features/male.json
+++ b/classifier/feature_extraction/speech_features/male.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/my_voice.json b/classifier/feature_extraction/speech_features/my_voice.json
index c102cb6..5db1c58 100644
--- a/classifier/feature_extraction/speech_features/my_voice.json
+++ b/classifier/feature_extraction/speech_features/my_voice.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/nether.json b/classifier/feature_extraction/speech_features/nether.json
index c81cd83..d1c8e41 100644
--- a/classifier/feature_extraction/speech_features/nether.json
+++ b/classifier/feature_extraction/speech_features/nether.json
@@ -1,4 +1,5 @@
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diff --git a/classifier/feature_extraction/speech_features/news1.json b/classifier/feature_extraction/speech_features/news1.json
index 444b450..6e07bf6 100644
--- a/classifier/feature_extraction/speech_features/news1.json
+++ b/classifier/feature_extraction/speech_features/news1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/news2.json b/classifier/feature_extraction/speech_features/news2.json
index 591706c..9b65017 100644
--- a/classifier/feature_extraction/speech_features/news2.json
+++ b/classifier/feature_extraction/speech_features/news2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/nj105.json b/classifier/feature_extraction/speech_features/nj105.json
index 96e604e..0cb9d63 100644
--- a/classifier/feature_extraction/speech_features/nj105.json
+++ b/classifier/feature_extraction/speech_features/nj105.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/nj105a.json b/classifier/feature_extraction/speech_features/nj105a.json
index 5fc3ab4..c3705e5 100644
--- a/classifier/feature_extraction/speech_features/nj105a.json
+++ b/classifier/feature_extraction/speech_features/nj105a.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/oneday.json b/classifier/feature_extraction/speech_features/oneday.json
index b7b95f4..74281d9 100644
--- a/classifier/feature_extraction/speech_features/oneday.json
+++ b/classifier/feature_extraction/speech_features/oneday.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/psychic.json b/classifier/feature_extraction/speech_features/psychic.json
index c5d5de2..b7bf1cc 100644
--- a/classifier/feature_extraction/speech_features/psychic.json
+++ b/classifier/feature_extraction/speech_features/psychic.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/pulp.json b/classifier/feature_extraction/speech_features/pulp.json
index 5205fed..6863547 100644
--- a/classifier/feature_extraction/speech_features/pulp.json
+++ b/classifier/feature_extraction/speech_features/pulp.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/pulp1.json b/classifier/feature_extraction/speech_features/pulp1.json
index 11013d0..d491ef4 100644
--- a/classifier/feature_extraction/speech_features/pulp1.json
+++ b/classifier/feature_extraction/speech_features/pulp1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/pulp2.json b/classifier/feature_extraction/speech_features/pulp2.json
index ca578c8..942b231 100644
--- a/classifier/feature_extraction/speech_features/pulp2.json
+++ b/classifier/feature_extraction/speech_features/pulp2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/relation.json b/classifier/feature_extraction/speech_features/relation.json
index 25a5c43..884479a 100644
--- a/classifier/feature_extraction/speech_features/relation.json
+++ b/classifier/feature_extraction/speech_features/relation.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/serbian.json b/classifier/feature_extraction/speech_features/serbian.json
index 24612b5..b41eab0 100644
--- a/classifier/feature_extraction/speech_features/serbian.json
+++ b/classifier/feature_extraction/speech_features/serbian.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/shannon.json b/classifier/feature_extraction/speech_features/shannon.json
index e1c7df3..c2191f3 100644
--- a/classifier/feature_extraction/speech_features/shannon.json
+++ b/classifier/feature_extraction/speech_features/shannon.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/sleep.json b/classifier/feature_extraction/speech_features/sleep.json
index e3cfb29..86fff5a 100644
--- a/classifier/feature_extraction/speech_features/sleep.json
+++ b/classifier/feature_extraction/speech_features/sleep.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/smoke1.json b/classifier/feature_extraction/speech_features/smoke1.json
index 6d814ed..aa62de9 100644
--- a/classifier/feature_extraction/speech_features/smoke1.json
+++ b/classifier/feature_extraction/speech_features/smoke1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/smoking.json b/classifier/feature_extraction/speech_features/smoking.json
index 2b14bde..b6d5f20 100644
--- a/classifier/feature_extraction/speech_features/smoking.json
+++ b/classifier/feature_extraction/speech_features/smoking.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/stupid.json b/classifier/feature_extraction/speech_features/stupid.json
index 27d0eb9..86256ed 100644
--- a/classifier/feature_extraction/speech_features/stupid.json
+++ b/classifier/feature_extraction/speech_features/stupid.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/teachers.json b/classifier/feature_extraction/speech_features/teachers.json
index cda2798..aa32e74 100644
--- a/classifier/feature_extraction/speech_features/teachers.json
+++ b/classifier/feature_extraction/speech_features/teachers.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/teachers1.json b/classifier/feature_extraction/speech_features/teachers1.json
index e7f7296..887c95e 100644
--- a/classifier/feature_extraction/speech_features/teachers1.json
+++ b/classifier/feature_extraction/speech_features/teachers1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/teachers2.json b/classifier/feature_extraction/speech_features/teachers2.json
index d9621d1..04c8149 100644
--- a/classifier/feature_extraction/speech_features/teachers2.json
+++ b/classifier/feature_extraction/speech_features/teachers2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/thlui.json b/classifier/feature_extraction/speech_features/thlui.json
index 1e50988..86743f4 100644
--- a/classifier/feature_extraction/speech_features/thlui.json
+++ b/classifier/feature_extraction/speech_features/thlui.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/undergrad.json b/classifier/feature_extraction/speech_features/undergrad.json
index fc09fdd..f4d89c2 100644
--- a/classifier/feature_extraction/speech_features/undergrad.json
+++ b/classifier/feature_extraction/speech_features/undergrad.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/vegetables.json b/classifier/feature_extraction/speech_features/vegetables.json
index 5a39bb6..e1becaf 100644
--- a/classifier/feature_extraction/speech_features/vegetables.json
+++ b/classifier/feature_extraction/speech_features/vegetables.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/vegetables1.json b/classifier/feature_extraction/speech_features/vegetables1.json
index e716dfb..38bbe79 100644
--- a/classifier/feature_extraction/speech_features/vegetables1.json
+++ b/classifier/feature_extraction/speech_features/vegetables1.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/vegetables2.json b/classifier/feature_extraction/speech_features/vegetables2.json
index 034303b..cd6297e 100644
--- a/classifier/feature_extraction/speech_features/vegetables2.json
+++ b/classifier/feature_extraction/speech_features/vegetables2.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/voice.json b/classifier/feature_extraction/speech_features/voice.json
index 9a20922..3fcff6b 100644
--- a/classifier/feature_extraction/speech_features/voice.json
+++ b/classifier/feature_extraction/speech_features/voice.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/feature_extraction/speech_features/voices.json b/classifier/feature_extraction/speech_features/voices.json
index bf080a2..275bc76 100644
--- a/classifier/feature_extraction/speech_features/voices.json
+++ b/classifier/feature_extraction/speech_features/voices.json
@@ -1,4 +1,5 @@
 {
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diff --git a/classifier/pipeline.py b/classifier/pipeline.py
index 2fdf6eb..3fd8720 100644
--- a/classifier/pipeline.py
+++ b/classifier/pipeline.py
@@ -1,7 +1,11 @@
 import numpy as np
+from feature_extraction.batch_feature_extractor import batchExtract
 from preprocessing.data_preprocessing import createSingleFeaturesArray, standardization, PCA
 from classification_model_training.model_training import simpleTrain, kFCrossValid
 
+batchExtract('../dataset/music_wav/', 'feature_extraction/music_features/', 22050)
+batchExtract('../dataset/speech_wav/', 'feature_extraction/speech_features/', 22050)
+
 dataset, target, featureKeys = createSingleFeaturesArray(
 	'feature_extraction/music_features/',
 	'feature_extraction/speech_features/')
@@ -10,9 +14,4 @@ dataset = standardization(dataset)
 # dataset = PCA(dataset)
 print('Simple train accuracy achieved = ' + str(simpleTrain(dataset, target)))
 kFCrossValid(dataset, target, model = 'svm')
-kFCrossValid(dataset, target, model = 'rndForest')
-
-dataset = PCA(dataset)
-print('Simple train accuracy achieved = ' + str(simpleTrain(dataset, target)))
-kFCrossValid(dataset, target, model = 'svm')
 kFCrossValid(dataset, target, model = 'rndForest')
\ No newline at end of file
diff --git a/classifier/preprocessing/dataset.npy b/classifier/preprocessing/dataset.npy
index 67b84a716b7da43158a5197876f859212ab1976f..e10dde5b8f01013ce378ba696e4e85b949cb04d2 100644
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diff --git a/classifier/preprocessing/featureKeys.npy b/classifier/preprocessing/featureKeys.npy
index 06190d9606c95e53e348609b91f15ae57cefd781..08144af55c51e3ae74018fcc473c8e052085bbc8 100644
GIT binary patch
delta 41
qcmeys+QBx#j?sLgy`!iJ0|SEx5LW@QFA(Pgamr*zM)8ePVweE9AP7|e

delta 15
WcmeBR`@lNEj?rwQz2n9i1xx@dKm}C*

diff --git a/classifier/test/accuracyWithoutFeature.py b/classifier/test/accuracyWithoutFeature.py
index 2ef8fb0..2c68cdf 100644
--- a/classifier/test/accuracyWithoutFeature.py
+++ b/classifier/test/accuracyWithoutFeature.py
@@ -25,31 +25,31 @@ for index, key in enumerate(featureKeys):
 	print('Accuracy without ' + key + '\t= ' + str(acc) +
 		',\tdamage\t= ' + "%.2f" % damages[index] + '%')
 
-# Accuracy using whole dataset = 0.9456968148215752
-# Accuracy without Flat	= 0.9468832709683307,	damage	= -0.12%
-# Accuracy without HFC	= 0.9462444099662316,	damage	= -0.05%
-# Accuracy without LAtt	= 0.9485260564022999,	damage	= -0.28%
-# Accuracy without SC	= 0.9453317513918044,	damage	= 0.04%
-# Accuracy without SComp	= 0.9408597243771105,	damage	= 0.48%
-# Accuracy without SDec	= 0.9455142831066898,	damage	= 0.02%
-# Accuracy without SEFlat	= 0.9464269416811171,	damage	= -0.07%
-# Accuracy without SF	= 0.9426850415259651,	damage	= 0.30%
-# Accuracy without SFlat	= 0.9414985853792096,	damage	= 0.42%
-# Accuracy without SLAtt	= 0.9440540293876061,	damage	= 0.16%
-# Accuracy without SR	= 0.9452404855343616,	damage	= 0.05%
-# Accuracy without SSDec	= 0.9466094733960025,	damage	= -0.09%
-# Accuracy without ZCR	= 0.9443278269599343,	damage	= 0.14%
-# Accuracy without mfcc0	= 0.9422287122387515,	damage	= 0.35%
-# Accuracy without mfcc1	= 0.9446016245322625,	damage	= 0.11%
-# Accuracy without mfcc10	= 0.9432326366706215,	damage	= 0.25%
-# Accuracy without mfcc11	= 0.943050104955736,	damage	= 0.26%
-# Accuracy without mfcc12	= 0.9412247878068815,	damage	= 0.45%
-# Accuracy without mfcc2	= 0.9399470658026832,	damage	= 0.57%
-# Accuracy without mfcc3	= 0.9408597243771105,	damage	= 0.48%
-# Accuracy without mfcc4	= 0.940677192662225,	damage	= 0.50%
-# Accuracy without mfcc5	= 0.939673268230355,	damage	= 0.60%
-# Accuracy without mfcc6	= 0.9383955462261568,	damage	= 0.73%
-# Accuracy without mfcc7	= 0.9399470658026832,	damage	= 0.57%
-# Accuracy without mfcc8	= 0.942411243953637,	damage	= 0.33%
-# Accuracy without mfcc9	= 0.942046180523866,	damage	= 0.37%
-# Accuracy without using negative damage features = 0.9381217486538286
\ No newline at end of file
+# Accuracy using whole dataset = 0.951902893127681
+# Accuracy without 4HzMod	= 0.9456968148215752,	damage	= 0.62%
+# Accuracy without Flat	= 0.9523592224148946,	damage	= -0.05%
+# Accuracy without HFC	= 0.9526330199872228,	damage	= -0.07%
+# Accuracy without LAtt	= 0.9524504882723374,	damage	= -0.05%
+# Accuracy without SC	= 0.9520854248425664,	damage	= -0.02%
+# Accuracy without SComp	= 0.948160992972529,	damage	= 0.37%
+# Accuracy without SDec	= 0.9520854248425664,	damage	= -0.02%
+# Accuracy without SEFlat	= 0.9513552979830245,	damage	= 0.05%
+# Accuracy without SF	= 0.9492561832618417,	damage	= 0.26%
+# Accuracy without SFlat	= 0.9496212466916126,	damage	= 0.23%
+# Accuracy without SLAtt	= 0.9498950442639409,	damage	= 0.20%
+# Accuracy without SR	= 0.9523592224148946,	damage	= -0.05%
+# Accuracy without SSDec	= 0.9519941589851236,	damage	= -0.01%
+# Accuracy without ZCR	= 0.9500775759788264,	damage	= 0.18%
+# Accuracy without mfcc0	= 0.9502601076937118,	damage	= 0.16%
+# Accuracy without mfcc1	= 0.9510815004106964,	damage	= 0.08%
+# Accuracy without mfcc10	= 0.9503513735511545,	damage	= 0.16%
+# Accuracy without mfcc11	= 0.9492561832618417,	damage	= 0.26%
+# Accuracy without mfcc12	= 0.9482522588299717,	damage	= 0.37%
+# Accuracy without mfcc2	= 0.9446928903897052,	damage	= 0.72%
+# Accuracy without mfcc3	= 0.9465182075385599,	damage	= 0.54%
+# Accuracy without mfcc4	= 0.9470658026832162,	damage	= 0.48%
+# Accuracy without mfcc5	= 0.9463356758236744,	damage	= 0.56%
+# Accuracy without mfcc6	= 0.9452404855343616,	damage	= 0.67%
+# Accuracy without mfcc7	= 0.9462444099662316,	damage	= 0.57%
+# Accuracy without mfcc8	= 0.9490736515469563,	damage	= 0.28%
+# Accuracy without mfcc9	= 0.9472483343981016,	damage	= 0.47%
\ No newline at end of file