whales_prepare_data.py

#===============================================================================
# Prepare the data form Save the right whales Kaggle competition
#===============================================================================

import aifc #To read .aiff files http://docs.python.org/2/library/aifc.html
import numpy
import csv
import matplotlib.pyplot as plt
from matplotlib.colors import LogNorm #Colors for the average plots
import math
import pickle
import numpy as np

from sklearn.decomposition import RandomizedPCA #Get eigenfaces

import MFCC #@UnusedWildImport


FOLDER_PATH = r'c:/Erik/Projekt/Kaggle/Save the Whales/data'


#------------------------------------------------------------------------------ 
#Functions
def from_aiff_to_numbers(file_name):
    """Read an audio file and translate the audio to frames (amplitudes at points in time)"""
    total_path = FOLDER_PATH + r'/test/' + file_name #Change train to test depending
    
    s = aifc.open(total_path, 'r')
    
    #print s.getframerate() #2000 Return the sampling rate (number of audio frames per second)
    
    nframes = s.getnframes() #The total number of audio frames in the file
    
    #print s.getparams() #(1, 2, 2000, 4000, 'NONE', 'not compressed') #Get all the data at the same time
    
    #If nframes is lower, the entire sound will not be read
    strsig = s.readframes(nframes) #Returned data is a string containing for each frame the uncompressed samples of all channels
    
    #Digital audio samples are discrete values (numbers) which represent the amplitude of an audio signal taken at different points in time
    
    y = numpy.fromstring(strsig, numpy.short).byteswap() #Amplitudes: [74  200  -22 ..., -204  107  -11] 4000 long (same as nframes)
    
    y = list(y)
    
    return y


def print_to_csv(data,filename):
    """Print everything to csv to save time"""
    file_path = FOLDER_PATH + filename
    open_file_object = csv.writer(open(file_path,'wb'),delimiter=',')
    
    for i in range(len(data)):
        #From [x,[1,2,3]] -> [z,1,2,3] to easier write to csv file
        standardized = [data[i][0]]
        #standardized.append(data[i][0])
        standardized.extend(data[i][1]) #Same as append but add an entire list
        #for item in data[i][1]:
            #standardized.append(item)
        
        open_file_object.writerow(standardized)


def average_smooth(data):
    """Smooth each pixel by taking the average of the surrounding pixels"""
    #print data
    width = len(data[0])
    height = len(data)
    
    #Create an empty list to avoid average of average
    data_new = []
    for y in range(height):
        #for x in range(width):
        x_list = [0 for item in range(width)]
        data_new.append(x_list)
    
    for y in range(height):
        for x in range(width):
            average = 0.0
            times = 0.0
            
            # x
            #xox
            # x
            if x - 1 >= 0:
                average += data[y][x-1]
                times += 1
            if x + 1 < width-1:
                average += data[y][x+1]
                times += 1
            if y - 1 >= 0:
                average += data[y-1][x]
                times += 1
            if y + 1 < height-1:
                average += data[y+1][x]
                times += 1
            
            #x x
            # o
            #x x
            if x - 1 >= 0 and y - 1 >= 0:
                average += data[y-1][x-1]
                times += 1
            if x + 1 < width and y - 1 >= 0:
                average += data[y-1][x+1]
                times += 1
            if x - 1 >= 0 and y + 1 < height:
                average += data[y+1][x-1]
                times += 1
            if x + 1 < width and y + 1 < height:
                average += data[y+1][x+1]
                times += 1
            
            #Radius = 2
            #  x
            # xxx
            #xx xx
            # xxx
            #  x
            """
            if x - 2 >= 0:
                average += data[y][x-1]
                times += 1
            if x + 2 < width-1:
                average += data[y][x+1]
                times += 1
            if y - 2 >= 0:
                average += data[y-1][x]
                times += 1
            if y + 2 < height-1:
                average += data[y+1][x]
                times += 1
            """
            #The middle point
            average += data[y][x]
            times += 1

            average /= times

            data_new[y][x] = average
    
    return data_new


def transform_with_kakre(average_pxx):
    """Kakres transform"""
    N=len(average_pxx)
    
    #This thing could be moved since its a constant
    kakres_transform = []
    for x,item in enumerate(range(N),start=1):
        row = []
        for y,item in enumerate(range(N),start=1):
            if x <= y:
                value = 1
            elif x == y+1:
                value = -N+(x-1)
            elif x > y+1:
                value = 0 
            
            row.append(value)
        
        kakres_transform.append(row)
    
    average_pxx = numpy.array(average_pxx)
    kakres_transform = numpy.array(kakres_transform)
    
    transformed = average_pxx*kakres_transform
    
    #print transformed
    transformed_row_average = [sum(item)/len(item) for item in transformed]
    #for item in transformed:
        #transformed_row_average.append(sum(item)/len(item))
    
    return transformed_row_average


def resize_list(data):
    """Resize a 2d list by 50%"""
    resized_list = []
    x=0
    while x < len(data):
        y=0
        small_average=[]
        while y < len(data[0]):
            #print test[x][y]
            average = (data[x][y] + data[x+1][y] + data[x][y+1] + data[x+1][y+1])/4.0
            small_average.append(average)
            y+=2
        
        resized_list.append(small_average)
        x+=2
    
    return resized_list
        

def average_spectrogram(data):
    """The main generator, data = [filename,0 or 1]"""
    proc_data = []
    for counter,item in enumerate(data):
        amplitudes = from_aiff_to_numbers(item[0])
        return_data = plt.specgram(amplitudes,NFFT=256,noverlap=128)
        pxx = return_data[0]
        
        #Calculate the average of the amplitudes at each frequency (rows)
        #average_pxx = []
        #for pxx_item in pxx:
            #average_pxx.append(round(sum(pxx_item)/len(pxx_item),4)) #Round to avoid memory error?
        #Calculate the average of the amplitudes at each time (columns)
        #col_total = [0 for cols in pxx[0]] #Add zeros
        #for col_item in pxx:
            #for column,z in enumerate(col_item):
                #col_total[column] += z
        
        #col_average = [float(col_item)/len(pxx) for col_item in col_total]
        
        #Append to the other list
        #for col_item in col_average:
            #average_pxx.append(col_item)
        
        #Kakre transformation = poor result
        #average_pxx = transform_with_kakre(average_pxx)
        
        #proc_data.append([item[1],average_pxx])
        #stuff=np.array([item[1],average_pxx])
        #proc_data = np.append(proc_data,stuff)
        
        #Zoom in on the average right whale up-call
        
        #Limit to lower frequencies
        average_amp = pxx[10:50:1] #Was 13:49:1, 11:49:1 better, 10:50:1 best, 9:51:1 no improvement
        
        #Limit time
        average_amp = [aitem[5:23:1] for aitem in average_amp] #6:22:1 working
        
        #Zoom 50%
        #average_amp = resize_list(average_amp)
        #average_amp = resize_list(average_amp)
        #average_amp = resize_list(average_amp)
        
        #Smooth
        average_amp = average_smooth(average_amp)
        
        #All data
        #average_amp = pxx[1::]
        #average_amp = resize_list(average_amp)
        #average_amp = [aitem[1::] for aitem in average_amp]
        #average_amp = resize_list(average_amp)
        
        #Stretch out the list on one long row
        amp_stretched = []
        for bitem in average_amp:
            for sub_item in bitem:
                amp_stretched.append(sub_item)
        
        proc_data.append([item[1],amp_stretched])
        
        if counter % 100 == 0:
            print counter
    
    return proc_data


def mfcc_features(data):
    """#data = [filename,0 or 1]"""
    proc_data = []
    for counter,item in enumerate(data):
        amplitudes = from_aiff_to_numbers(item[0])
    
        amplitudes = np.array(amplitudes)

        mfcc = MFCC.extract(amplitudes, show = False)
        
        #Calculate the average of the amplitudes at each frequency (rows)
        average_mfcc = [np.mean(mfcc_item) for mfcc_item in mfcc]
        #for mfcc_item in mfcc:
            #average_mfcc.append(round(sum(mfcc_item)/len(mfcc_item),6)) #Round to avoid memory error?
            #average_mfcc.append(np.mean(mfcc_item)) #Faster???
        #print average_mfcc
        """
        #Stretch out the list on one long row
        #average_amp = [item for sub_item in item for item in average_amp]
        amp_stretched = []
        for bitem in average_mfcc:
            for sub_item in bitem:
                amp_stretched.append(round(sub_item,4))
        #print len(amp_stretched)
        #break
        """
        proc_data.append([item[1],average_mfcc])
        
        if counter % 100 == 0:
            print counter
    
    return proc_data


def save_to_pickle(name,data):
    """Save the list to a pickle file"""
    pickleFileName = FOLDER_PATH + name + r'.pickle'
    
    pickleFile = open(pickleFileName, 'wb')
    
    pickle.dump(data, pickleFile, pickle.HIGHEST_PROTOCOL)
    
    pickleFile.close()
    

def average_spectrogram_all_data(data):
    """Calculate the average of the spectrogram depending on if there's a whale or not"""
    #256,129:
    TIME = 30 
    FREQ = 129
    #256,192:
    #TIME = 59 
    #FREQ = 129
    average_data = [[0 for cols in range(TIME)] for item in range(FREQ)] #Add zeros
    total = 0
    for item in data:
        if item[1] == 1:
            amplitudes = from_aiff_to_numbers(item[0])
            return_data = plt.specgram(amplitudes,NFFT=256,noverlap=128)
            pxx = return_data[0]
            
            for counter,row in enumerate(pxx):
                for counter2,point in enumerate(row):
                    average_data[counter][counter2] += point
            
            total += 1
            
    #Calculate the average of the amplitudes at each frequency
    average_amp = [[0 for cols in range(TIME)] for item in range(FREQ)] #Add zeros
    for counter,row in enumerate(average_data):
        for counter2,point in enumerate(row):
            average_amp[counter][counter2] = round(float(point)/total,2)
    
    #Limit to lower frequencies
    average_amp = average_amp[13:49:1] #Was 17
    
    #Limit time
    average_amp_time_limit = []
    for item in average_amp:
        average_amp_time_limit.append(item[6:22:1])
    average_amp = average_amp_time_limit
    
    #need to reverse or the plot will be upside-down
    reversed_amp = average_amp[::-1]
    
    #save_to_pickle(r'/average_amp_256_128', average_amp)
    
    return reversed_amp


#------------------------------------------------------------------------------ 
#Read train.csv
file_name = FOLDER_PATH + r'/train.csv'

csv_file_object = csv.reader(open(file_name, 'r'))

#Skip the first line which is a header
csv_file_object.next()

#Run through each row in the csv file adding each row to the data variable
train_data = []
for row in csv_file_object:
    train_data.append([row[0],int(row[1])]) #Where 1 is right whale

#Limit the test data
#train_data = train_data[0:10]

#one_train_data = from_aiff_to_numbers(train_data[0][0]) #[['train1.aiff',0],...,[]]
#plt.specgram(one_train_data)
#plt.plot(one_train_data)
#plt.show()

#print one_train_data

#x = [303, -140, -166, -317, -310, 414, -157, -360, -120, -89, 97, -95, 151, 240, -88, -160, 548, 280, -615, 506, 232, -161, 399, -182, -126, 153, -416, -399, 19, 89, 549, -33, -501, -277, 337, 528, -439, -459, -234, 346, 134, -862, 265, 879, 20, 259, -18, -383, 79, -221, -102, 10, -199, 25, -62, -12, -158, -39, 291, -208, 179, 216, -513, -49, 275, 158, 151, 334, 183, 223, 26, -179, 380, -101, -267, 502, 363, 244, 86, -574, 25, 405, -111, -658, -155, 393, -352, 69, 405, -197, 5, 198, -196, -207, -267, -390, 146, 162, -671, 448, -75, -1013, 177, -331, 324, 365, -744, -295, -80, -57, -145, 243, 750, 755, 141, -303, 294, -43, -180, 494, 150, -223, 549, 651, -699, -198, 537, -576, -215, -205, -486, 117, 111, -151, -239, -787, -387, 542, 17, -81, 161, 265, 104, -229, -304, 316, 332, 2, 281, 21, 117, 463, 198, -267, -116, 327, -391, -170, 461, -190, 90, 332, 33, 228, 376, -430, -573, 189, 273, 383, -154, -320, -88, -96, 110, 286, -779, -666, 562, -218, -410, -738, -533, 479, 552, 117, -363, 345, 187, -118, 287, -44, 694, 263, -825, 247, 817, 312, 105, -141, -348, 115, 561, -236, -96, -142, -412, 311, -197, -554, 183, 59, -660, 71, 591, -74, -157, 159, -372, -104, 441, 5, -547, -307, 522, 154, -649, -600, 21, -122, 28, 546, -442, -608, 403, -54, -41, 703, -385, -205, 1108, 248, -40, 577, 110, 115, 229, 353, 268, 182, -435, -484, 823, -222, -279, 328, -862, -448, -72, -135, 249, -477, -865, 82, -394, -372, 830, -178, -7, 475, 452, 12, 70, 631, -359, -1, 56, -519, 4, 351, -30, 156, 113, -688, 214, 320, -185, 744, 342, -507, -202, -11, -218, 411, 357, -16, -94, -325, -86, -327, -26, -337, -390, 105, -345, -107, -242, -58, 386, 71, -223, -172, -167, 263, 456, -485, 357, 765, -262, -7, 458, -29, -309, 461, 525, 90, 86, 159, -81, -321, 100, 28, -356, -385, -376, 427, 350, 245, -277, -835, 218, 170, 133, -106, -91, 83, -351, 337, 329, 0, 6, -321, 142, -113, -434, 338, -116, -504, 63, -330, 96, 541, -187, 162, 129, -6, 670, 232, -155, 419, 58, -110, 407, 151, -394, -332, 36, -481, 84, 271, -963, -568, 179, -22, -581, -801, -275, 588, 65, -313, 437, 75, 55, 228, 20, 436, 340, -229, 63, 486, -28, 251, 623, -78, -282, 59, 253, -26, -237, -283, 30, 662, -47, 20, 369, -374, -440, 86, 299, -4, -240, -173, -54, -441, -151, 425, 346, -621, -228, 555, -871, -506, 236, -480, -369, 26, 281, -13, 308, 160, -114, 676, 378, 184, 169, 36, 475, 346, 127, 192, -123, -99, -69, -6, -209, -436, -199, -149, 183, -434, -475, -143, -161, 202, 13, 155, -432, -190, 250, -48, 317, 172, -112, -7, 30, 526, -40, -922, 321, 70, -499, 372, 164, -438, 286, 418, -527, -336, 315, 263, -297, 320, 380, -171, 363, 564, -122, -44, 435, -247, -428, 254, 291, -364, 7, 566, -302, -345, 384, 87, -199, -669, -112, 283, -506, -146, -100, -9, 79, 183, 545, -146, -144, 24, -4, 70, -263, 149, 251, -262, -267, 186, 86, -227, 229, 35, 18, -24, -475, 45, 145, 141, -143, -304, 227, -139, -274, 642, 719, -296, -302, 518, -163, -478, 322, -195, -168, 77, 190, 21, -129, -369, -642, 523, 423, -183, -62, -130, -181, -79, 131, 32, 276, 182, -265, 178, 234, 170, 45, -184, 574, -150, -148, 302, -639, 129, 778, 69, -569, -30, 122, -653, -430, 304, 305, 148, -525, -342, 245, -513, -32, 305, -79, 83, -193, -421, 65, 392, -76, -468, -242, 610, 156, -791, 265, 364, 145, 114, 194, 337, -455, 106, 435, 225, 144, 415, 356, -36, 165, -22, 67, -98, 21, -548, -169, 360, -552, 283, 446, -108, 121, -134, -402, -171, -53, 264, 88, -357, -155, -305, -38, 407, -128, -211, 565, 411, -764, -361, 449, -101, 21, 239, -177, -296, 285, -161, -232, 224, -609, -52, 447, -269, -331, 87, 38, 481, 239, -479, -63, -324, 141, -207, -429, 572, 124, -160, -223, -188, 92, 127, -292, -318, 514, 660, -78, 178, 295, -504, -246, 558, 620, -386, 385, 839, -442, -411, 504, 502, -198, -263, -64, -242, -421, 406, 301, -463, -451, -152, 95, 122, 14, -111, -156, -59, -407, -80, -3, -619, 380, 39, -167, 672, -134, 94, 341, -347, -123, 47, 338, -69, -624, 248, 290, -243, 343, 267, -215, 43, 463, 210, -465, 187, 344, -136, 414, 100, -160, 381, 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#print train_data[0]
#print mfcc_features(train_data)

"""
x = np.array(one_train_data)

mfcc = MFCC.extract(x, show = False)

print len(mfcc),len(mfcc[0])

plt.imshow(mfcc.T,interpolation='none',aspect='auto')
    
plt.show()
"""



#------------------------------------------------------------------------------ 
#Plot

plot_one_spectrogram = False
if plot_one_spectrogram:
    #Make a spectrogram-plot - the colors represent the Amplitude http://matplotlib.org/api/pyplot_api.html
    # Pxx is the segments x freqs array of instantaneous power
    # freqs is the frequency vector 
    # bins are the centers of the time bins in which the power is computed
    # noverlap is a percentage of NFFT, 25% and 50% are common
    plt.figure(1)
    Pxx, freqs, bins, im = plt.specgram(one_train_data,NFFT=256,Fs=2,noverlap=128) #NFFT=256 (n^2),noverlap=128 
    
    print len(Pxx), len(Pxx[0]) #129,30
    #print len(freqs), len(bins) #129 [0.0,...,1.0], 30 [64,..,1920]
    
    #Zoom
    #print freqs[0:52] #0->0.4 0:78->0.6
    #print freqs[11:49:1]
    
    #limited_pxx = Pxx[13:49:1]
    
    #Limit to lower frequencies
    #average_amp = Pxx[10:50:1]
    average_amp = Pxx[1::]
    #Limit time
    #average_amp = [aitem[5:22:1] for aitem in average_amp]
    #average_amp_time_limit = []
    #for aitem in average_amp:
        #average_amp_time_limit.append(aitem[6:22:1])
    #average_amp = average_amp_time_limit
    
    average_amp = resize_list(average_amp)
    average_amp = [aitem[1::] for aitem in average_amp]
    average_amp = resize_list(average_amp)
    
    print len(average_amp),len(average_amp[0])
    
    #Zoom 50%
    average_amp = resize_list(average_amp) #Not needed?
    print len(average_amp),len(average_amp[0])
    #Reverse
    limited_pxx = average_amp[::-1]
    
    plt.figure(2)
    plt.imshow(limited_pxx,norm=LogNorm(),interpolation=None,aspect='auto')
    
    #plt.show()


#Plot the averages of all 1's and averages of all 0's
plot_average = False
if plot_average:
    #reversed_amp = average_spectrogram_all_data(train_data)
    #print reversed_amp
    
    #Need to save the data or python will crash when plot
    #reversed_amp_256_128 = [[5.1583716525391985, 6.437928716007787, 4.7868048809718005, 5.5243337839789755, 5.977147989406329, 5.749643063045029, 5.996737071635524, 5.559262149985722, 6.09146809553032, 6.138794320642935, 5.377321795355277, 6.099267148104653, 6.502158652074029, 5.014459532648897, 6.822270173299931, 5.556177287967337, 5.057356229318652, 2499.612708716832, 63.64221210405561, 6.228933637097498, 6.856523068704188, 4.9569621848235075, 5.856137144814527, 5.656242298306195, 6.7199003554282, 8.870445864356407, 6.691546902718892, 6.379072689820354, 7.307184683387736, 5.962244703382384], [23.332456711374352, 22.172560223229727, 22.806620557693353, 22.373171263621963, 22.759102968247873, 24.360550213162256, 22.296017742902723, 26.452620110357888, 25.869788763768735, 22.222087111165827, 23.344564826587895, 24.525002582308016, 26.357674333291797, 23.888741330796474, 25.082506040183667, 23.22932903608692, 22.56697368003437, 5012.205060939294, 139.1508687798923, 32.555207534425065, 23.739041953163124, 24.24034844871099, 24.212035282187074, 25.61075358056464, 23.051344834900323, 35.58998900854299, 28.239337339165193, 30.299272947715075, 26.314588634874134, 33.645655439911444], [53.3910835597427, 54.49134986469995, 52.8044569977064, 49.897396272809246, 50.3870849025241, 55.16507303196145, 45.399737790952024, 55.46336075776893, 56.101408894760986, 48.203555705726586, 52.92546007574241, 51.55135751416749, 56.16745347465087, 52.611221796146175, 53.302007085147224, 49.25897078969298, 48.31151150820057, 5049.115765594124, 165.82050493247243, 83.18530331706776, 57.873167485811905, 60.716439065787114, 62.06088073390635, 70.10182941570514, 67.59617952793103, 86.0575925615873, 64.41710017042327, 65.23999392695701, 60.43348303841471, 87.23698693104281], [100.09786980597067, 115.3759822537872, 110.6938672423045, 104.48171407275406, 103.96984329135528, 115.45824843061997, 95.60176479067975, 96.04653970326187, 114.9987115742658, 99.92113954225594, 101.51907447917796, 108.58919326995746, 113.22046353896127, 105.31458768602819, 102.88983890665838, 103.20764759815943, 98.60877698346424, 5129.863481938149, 217.34025081256297, 131.34488105830005, 120.20181176196039, 119.88586707080844, 121.59894508799977, 122.58321082017808, 139.71105995668208, 195.09122022027444, 148.3592651932813, 135.63556048769078, 124.5031085166063, 197.79050096886283], [184.92863875592104, 194.9290645149758, 210.5294662702538, 211.8272450557416, 190.8407767673339, 216.56081731020092, 183.87775674016459, 175.39124302291268, 216.26561116152624, 198.3391225596223, 191.40818648348784, 216.89629236474934, 221.02311746615004, 206.54780496267, 204.9602257469084, 215.11407206064277, 192.2080652836673, 5281.30104019575, 334.2385082189358, 327.012876234539, 208.24653587175837, 223.67870905011333, 245.31053609115855, 206.71684129596488, 239.89785619294264, 292.13999186532124, 292.3654568067716, 270.8137728312765, 226.00827199386148, 328.5270512392397], [372.1058454198913, 388.31852017551404, 397.12599717917, 415.9091501054018, 353.9932566366368, 406.51523760302604, 348.710011091987, 328.94654009888126, 407.8726676487861, 368.331338154661, 393.50725905055884, 423.6307718683577, 406.1087374060592, 401.940303908645, 411.7653402641077, 416.413584149105, 366.51467414246315, 5514.445280293527, 547.5653004901593, 618.6285833602891, 417.2407029285023, 393.8832665026439, 435.0929129434387, 369.7357238926697, 548.4320959947765, 545.7775668535907, 443.02224296572393, 481.105833156447, 424.8619266555458, 459.88189893497594], [646.6042569641021, 681.1284572775759, 692.7011935409796, 714.5424660706723, 573.2555722703121, 686.3176978108182, 574.2005098880447, 559.6356152915981, 659.2593872900845, 635.5953662123638, 633.0297510559321, 674.2450760610625, 699.5199677003236, 662.710131752549, 727.7518272332003, 638.4812466331603, 592.9339460677581, 5766.930648639091, 835.9991093882433, 709.2406601502881, 688.8572882420362, 637.0297260768892, 781.6327987724004, 693.7457509406364, 757.0647676263778, 834.550179559416, 725.8353622170954, 737.028388495696, 685.4487832772181, 751.9866990859113], [1072.1734017799704, 1079.1509344844242, 1269.8974054856271, 1300.9229464651753, 1032.8835572985395, 1204.8653183852825, 1062.769782798426, 1064.2878523124514, 1130.9803983067043, 1110.4734208046473, 1061.7974747269304, 1200.7090124861763, 1281.3525762981944, 1153.3385710711652, 1311.2046942292475, 1124.5888677461555, 1184.7217328244526, 6301.594171655967, 1408.9768916578575, 1792.0668063765058, 1256.134973698248, 1178.2104566264695, 1309.3147699314784, 1309.350899013872, 1156.738997046043, 1254.0979301388613, 1191.144526539808, 1220.2281013559118, 1207.5938795001946, 1200.8586879319637], [3042.666591595151, 2914.70494018352, 3385.0372566087985, 3385.4671850869913, 2992.163525790666, 3219.466442499953, 3023.264479154143, 3099.7958736695873, 3136.219392973236, 3062.527830615806, 3055.807117488409, 3300.2410633773866, 3300.0369656136804, 3107.621396240188, 3391.0747742005738, 3005.7207890733275, 3223.9710449912172, 8240.907358164863, 3481.6257776938437, 4095.465415414144, 3537.666595143953, 3211.158380635304, 3195.7294840945415, 3629.5102500402486, 3219.682232502634, 3274.619813531262, 3203.744587319337, 3377.616895924057, 3421.9415241398237, 3568.555988719893], [13965.129415796939, 13690.767247568268, 14148.625085604433, 14502.400745852183, 13912.70671108018, 14224.592464993577, 13978.768736803991, 14052.783134320867, 14227.397699423162, 14086.196084085812, 14135.180110893776, 14359.812718318897, 14345.710681796289, 14250.30866285051, 14370.729552141294, 14139.585450475568, 14317.58942434114, 19277.33292966692, 14557.931275645189, 14665.012790276243, 14425.632785468577, 14067.427694202266, 14355.024282835433, 14247.25809772366, 14063.585021973448, 14282.270439073327, 14112.355091985308, 14615.535501745437, 14238.162469221785, 15015.716084570675], [27552.969095381413, 27563.32327552148, 27463.25275339701, 28030.626236724773, 27647.82426069378, 28124.67491827723, 27566.70642911828, 27457.124478154412, 27813.399672058647, 27729.15046100676, 27567.268489645565, 28059.165645508787, 28052.30641867547, 27915.560692361247, 27868.240290869937, 27872.411871382792, 28192.635292724128, 33378.54101196083, 28161.217315145375, 29204.82455385549, 27647.40455419278, 27950.288082974046, 28221.30191794598, 27951.658964567883, 27891.77675720066, 28178.639417944134, 28234.595931989355, 28262.727580810635, 27997.005102379568, 28394.47879264499], [40670.03053848727, 41450.86484811346, 40885.72516418902, 42066.34894890244, 41056.13492348583, 40925.64070543853, 41065.75894538379, 40847.902768153814, 40362.5582635102, 40354.54931813657, 40176.51329613837, 41638.83218420562, 41572.97626279959, 41287.15021504727, 40584.27513191934, 41302.200762423105, 41667.49199134603, 47409.97745394742, 42708.60218036216, 44057.15535274641, 41645.00300172985, 41923.64765782618, 42466.692731702264, 41274.91384853011, 41852.14675570475, 42677.90364355799, 42736.40770659483, 42342.63511644757, 42152.21809868321, 43423.69292680431], [33671.262730194845, 33673.344700213354, 34497.59198692361, 35070.47820864918, 33723.7545378705, 34829.67261031408, 35123.29534917876, 34457.60319335064, 35311.862662723346, 34407.85991139461, 34167.75051968579, 35978.480336491055, 35333.19103451204, 34515.14831001488, 34572.629769575826, 33864.44447064321, 33321.379622414715, 40286.386701535346, 35164.484332493295, 35157.868221767276, 33363.59685421833, 34492.32258389952, 34709.00835243288, 34818.90606069041, 35643.71116940968, 36743.7702381413, 35867.04056926275, 36052.49577482393, 34821.93191053831, 35872.88649137264], [29099.489429120273, 28327.328964377833, 29187.769028911127, 30796.710394645317, 28885.687466449388, 30420.47651662159, 29747.88384040036, 28491.12570614447, 30836.596697011366, 30474.360032704888, 29806.00726136404, 30902.656506293388, 30589.242234796347, 29345.3860952693, 30165.099794637823, 28100.758064491354, 28292.296634560407, 34636.14651118286, 30323.114298481138, 31708.374620480132, 28763.72991801281, 29444.533631665352, 30860.815911398553, 31012.23057235133, 31582.94054917039, 30242.036613557062, 31741.75067681763, 31556.703102178373, 30854.599644664464, 30425.355316191046], [38635.299311150186, 39285.997943487346, 40076.72662623722, 43496.565344819894, 38948.4573053625, 38747.286194085515, 38824.8083963817, 38129.2171271613, 38442.7104501003, 37053.34962195938, 37824.35574400316, 38481.25735623182, 39251.8618662653, 38410.07641668963, 38621.03212169535, 37974.42545476729, 38510.86539008924, 45041.70057858785, 39599.08791438133, 41920.002777731264, 39563.00991170991, 38154.5278115819, 41102.1296080058, 39237.784640944476, 39260.7781106267, 39941.376548697466, 40533.944208435096, 39965.49223868314, 42605.57991044599, 42766.13637059776], [23902.82203275612, 26804.920040928584, 25048.900984243926, 28353.853356208154, 26306.82039783653, 24511.89856679989, 24711.65390999196, 24745.065721994015, 24421.07685863493, 22838.258195949915, 24697.879779702584, 26244.231876199923, 26220.835859143586, 23405.621159456652, 24158.398780363896, 22582.1949543458, 23552.12496675802, 31765.442905119482, 24421.984315003658, 26384.123002804907, 24730.96235239334, 24355.79873272958, 24583.71180384346, 21589.342397633387, 24106.871367366028, 28131.996774626015, 24888.63217273259, 22636.895569735065, 23600.6642624731, 26773.14008864278], [61876.86950413868, 62967.26585974258, 62190.30235700745, 68134.67455418847, 60276.638621451115, 66171.31798033534, 60909.79103650885, 60823.814798452215, 65905.47159777115, 64378.99674102733, 60607.099645524366, 64756.19678897684, 65555.08859199262, 63619.23113372864, 65175.721038669915, 65174.26052364224, 63513.053932778275, 69443.557083408, 67098.43398900848, 68160.11011047632, 63766.16835079172, 64114.47572952196, 66325.6434612154, 63044.57370161524, 63930.09047780964, 70393.17378633998, 65177.49681407165, 63149.35978256402, 65390.79951918577, 67030.81114441752], [64675.47313457445, 65596.14759627514, 67462.67292873608, 73202.83573795483, 62731.277323709044, 67161.0915483142, 67687.79177464318, 65484.42821412719, 68703.88138195702, 65613.24655469393, 64376.517911236, 66706.36050470753, 67184.88427837573, 65737.82606002939, 67573.25393380418, 67903.84075632787, 64950.24278490348, 73262.02893408497, 70927.11948339241, 74302.87434686675, 67434.98619815678, 68006.45575707841, 70443.06555793007, 66593.76497030538, 64330.04301781151, 70689.00094961294, 71053.19116013226, 72752.38478022968, 72476.59684236631, 73648.86655727142], [58133.12588822603, 60022.15580673002, 61983.626906368016, 70071.86855156717, 57761.41244985979, 59272.06783101213, 59127.40716768259, 58803.58913900838, 60313.80736611683, 58106.59419280584, 57454.86751973709, 59499.09295225761, 60533.82182351058, 58771.50562626587, 58723.851002418516, 62462.357877023685, 55959.66813622652, 68988.13787882627, 64711.70029743802, 66889.9629241984, 59040.46971094597, 60160.78804746899, 63729.17978449887, 61255.00540978968, 57960.73027252196, 61492.855859851064, 66249.84076859159, 62039.98100086261, 63647.06054859064, 61797.979379527875], [34481.46696334338, 34516.99044006967, 37824.804773311225, 48798.79647724112, 34649.40617674613, 35249.65899675161, 33128.071860565055, 34973.38863845674, 36208.94143550207, 35839.47218923581, 33640.425870700165, 36961.53700538808, 38476.580072253455, 37485.56796489861, 38560.67686104152, 39614.484627502825, 34710.70425580085, 46115.64740490325, 41949.674006112364, 45144.32140856878, 36751.37632487384, 37452.10484975762, 41836.576055504636, 39431.461150735144, 33818.956420024304, 46733.48910889818, 44967.87233835663, 40116.76020227234, 37628.14917563981, 37509.272475412574], [39731.80352544638, 39641.7926827576, 44749.119809193435, 58976.39175831129, 38312.65620725742, 40628.954288461486, 40147.909425534155, 36174.72497728637, 40684.50137677337, 39290.2065807127, 37324.02323468182, 40382.050406863185, 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    #smallest = [[139759.61, 125294.61, 137472.35, 122113.01, 95972.27, 85750.69, 92687.24, 92842.04, 90109.75, 97647.52, 91667.84, 174437.65, 185149.7, 96017.53, 92871.65, 97668.43, 110022.44], [99876.79, 84872.31, 101102.99, 98596.09, 88782.82, 82841.84, 79514.87, 91808.3, 92121.63, 99454.57, 94662.09, 161153.27, 180655.94, 90825.14, 93811.61, 90346.92, 105816.04], [96143.14, 91088.17, 85209.76, 90912.21, 87111.63, 92114.85, 82147.93, 88746.46, 96858.0, 96349.8, 100546.51, 156087.93, 171018.16, 94120.91, 98124.91, 92797.35, 118999.41], [86143.04, 92094.86, 92684.39, 104807.6, 98857.04, 92842.57, 86475.12, 88995.28, 89629.67, 90974.57, 98879.86, 143062.89, 142650.6, 111745.56, 108205.74, 106356.48, 120974.68], [79125.34, 83749.21, 84575.48, 89488.48, 92513.75, 88010.44, 80058.68, 84731.48, 88905.99, 91409.44, 101104.52, 125881.41, 125439.94, 128514.42, 121326.5, 104968.6, 111139.21], [77457.93, 78344.91, 81507.92, 82316.92, 86021.97, 82244.48, 80969.35, 88830.76, 87939.89, 95520.5, 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76305.45, 76571.49, 84389.49, 86185.92, 85302.12, 90777.01, 94787.05, 103707.41, 211865.92, 170929.83, 107495.3, 114177.98, 127888.27, 112160.11], [80832.09, 84306.83, 83569.2, 84796.93, 91282.14, 94309.64, 96987.71, 96992.09, 98869.8, 103290.63, 115050.78, 292501.35, 242461.58, 126715.38, 115191.78, 134955.02, 119415.59], [70256.5, 72763.01, 66916.93, 78968.45, 80036.99, 86388.98, 90869.88, 89345.86, 104796.75, 100141.1, 105342.26, 351689.46, 293542.67, 140058.77, 120328.71, 120934.61, 112178.4], [66639.76, 67750.35, 68926.41, 79348.37, 73171.11, 91347.68, 77290.65, 89569.19, 117550.33, 98625.99, 115162.69, 407460.35, 308509.95, 144429.27, 134542.93, 120783.5, 119254.1], [63079.16, 70866.5, 67920.38, 77225.62, 80272.77, 81322.04, 76943.03, 76698.1, 100508.73, 108825.57, 142113.94, 420450.04, 316909.74, 145239.88, 132763.5, 130970.49, 125372.22], [61496.91, 65461.34, 58785.09, 66212.25, 71519.7, 67382.75, 70191.12, 74317.14, 96847.04, 123442.75, 171437.56, 389800.36, 291503.22, 168851.7, 135147.31, 151449.32, 124644.93], [54385.16, 61050.49, 58810.04, 64762.95, 60981.67, 62382.2, 65361.99, 79962.37, 101252.76, 148949.11, 193359.78, 361027.94, 254024.9, 176410.35, 162944.83, 189949.35, 130971.47], [49832.57, 59578.67, 56658.13, 59068.61, 63491.39, 70870.79, 71931.97, 82980.32, 129947.46, 180863.42, 199379.38, 311580.84, 278484.22, 176890.47, 153301.37, 143208.2, 143771.58], [54128.32, 51549.53, 47700.41, 57747.15, 64491.57, 81535.58, 78222.48, 103297.47, 162910.82, 194678.22, 212684.11, 295821.96, 276847.58, 166534.51, 137978.01, 101826.0, 125718.68], [51533.52, 49193.03, 46887.65, 57100.19, 71407.05, 78363.0, 95145.46, 127411.29, 168537.92, 217897.56, 242199.93, 303691.25, 262886.02, 148127.46, 129859.48, 104309.2, 118449.85], [43425.81, 44918.33, 47471.32, 54846.91, 74060.86, 87832.24, 120579.72, 138159.46, 214362.8, 258833.52, 249380.74, 292662.99, 331653.17, 144949.83, 107186.85, 109802.59, 94628.9], [39109.56, 38179.34, 43486.83, 57063.61, 68597.02, 92206.36, 123506.11, 193440.36, 284864.63, 247341.27, 215588.25, 290741.12, 309621.73, 125805.87, 102048.8, 93699.5, 75944.1], [35331.21, 36120.82, 42042.72, 54588.89, 67260.02, 89683.15, 117424.15, 183880.75, 263683.72, 217337.21, 233757.77, 267669.09, 235853.16, 121471.22, 86025.14, 68592.39, 60352.46], [30482.5, 37692.15, 43936.07, 51253.59, 69327.81, 81316.34, 121471.34, 151616.11, 217303.95, 238484.84, 257569.74, 229982.5, 168004.15, 107155.27, 77176.81, 65284.19, 57448.63], [30352.96, 36717.61, 45767.55, 49980.49, 68720.17, 87189.55, 126352.3, 158818.92, 228805.19, 353497.72, 183396.2, 177510.94, 120643.58, 76572.06, 65104.89, 58530.72, 52252.79], [32419.71, 38600.44, 44297.61, 58223.87, 85152.75, 105974.07, 140413.55, 214830.33, 380455.54, 276182.64, 172755.78, 156148.94, 133820.46, 101329.39, 80073.92, 68492.31, 82418.28], [33948.55, 38679.99, 49076.83, 75032.96, 99488.92, 128247.39, 181305.32, 314476.97, 354272.17, 232428.06, 220213.17, 182685.55, 127442.48, 124859.02, 77154.54, 60361.96, 74654.66], [34948.17, 38339.26, 65188.0, 87792.49, 128428.67, 160285.74, 281357.16, 320239.68, 269477.46, 270963.68, 240259.91, 138667.67, 92227.52, 61222.5, 43963.65, 50372.98, 49686.4], [39019.36, 53010.08, 88791.14, 114626.6, 175901.55, 253216.18, 335565.23, 318779.4, 295869.4, 248004.06, 121760.55, 83949.02, 70314.8, 36055.18, 29143.63, 43650.8, 43130.0], [54746.84, 86759.08, 134030.93, 215402.88, 347202.11, 367137.71, 354849.8, 318970.71, 228785.95, 136016.67, 88557.26, 65211.33, 48918.82, 29994.57, 25722.76, 31189.69, 44148.66], [76943.77, 108026.61, 158048.97, 254981.36, 343706.64, 329356.52, 305734.91, 207410.03, 136834.15, 97601.67, 71364.14, 44534.7, 30649.8, 23734.53, 22813.69, 23287.46, 35717.52], [77835.42, 117586.9, 166508.37, 229536.39, 268131.22, 267575.92, 178020.95, 143347.99, 94956.24, 71994.82, 55654.97, 29754.29, 21023.31, 16919.26, 18991.38, 21985.68, 31441.1], [85226.55, 127139.84, 164913.12, 197022.42, 203847.19, 163253.37, 114741.83, 89753.09, 69107.05, 47177.53, 31435.28, 20294.05, 16674.38, 14120.39, 14648.67, 19917.25, 24996.95], [81620.86, 106842.56, 123552.17, 133039.91, 122456.69, 99129.99, 69323.36, 48314.42, 40674.52, 24052.83, 18703.88, 15652.37, 12236.39, 12139.56, 13034.11, 14757.07, 22420.84], [63321.27, 81894.48, 92535.07, 83397.54, 69837.09, 56698.05, 43625.75, 30622.84, 23906.95, 15211.18, 13111.8, 14858.53, 10604.87, 11237.57, 16697.03, 13785.07, 20168.97], [43604.6, 57104.33, 62875.29, 56861.52, 37918.22, 34218.09, 33287.45, 30008.32, 18605.64, 13040.59, 10878.19, 18039.44, 15112.71, 13836.96, 19242.66, 16046.03, 20302.07]]
    smallest_36_16 = [[99876.79, 84872.31, 101102.99, 98596.09, 88782.82, 82841.84, 79514.87, 91808.3, 92121.63, 99454.57, 94662.09, 161153.27, 180655.94, 90825.14, 93811.61, 90346.92], [96143.14, 91088.17, 85209.76, 90912.21, 87111.63, 92114.85, 82147.93, 88746.46, 96858.0, 96349.8, 100546.51, 156087.93, 171018.16, 94120.91, 98124.91, 92797.35], [86143.04, 92094.86, 92684.39, 104807.6, 98857.04, 92842.57, 86475.12, 88995.28, 89629.67, 90974.57, 98879.86, 143062.89, 142650.6, 111745.56, 108205.74, 106356.48], [79125.34, 83749.21, 84575.48, 89488.48, 92513.75, 88010.44, 80058.68, 84731.48, 88905.99, 91409.44, 101104.52, 125881.41, 125439.94, 128514.42, 121326.5, 104968.6], [77457.93, 78344.91, 81507.92, 82316.92, 86021.97, 82244.48, 80969.35, 88830.76, 87939.89, 95520.5, 110043.86, 131740.31, 122704.46, 107812.83, 115115.13, 107392.07], [73939.54, 75327.96, 83527.58, 95977.83, 82306.16, 81608.57, 80160.41, 89822.67, 105993.55, 103144.97, 107157.12, 129747.84, 109543.92, 109408.86, 108627.82, 108660.38], [73645.92, 72151.35, 84155.05, 88555.01, 81135.58, 76479.0, 78437.46, 89846.55, 101442.67, 98710.2, 97856.34, 134188.32, 116933.36, 104102.55, 100676.22, 103576.23], [72495.65, 75090.57, 75962.32, 75499.92, 74901.96, 74246.96, 78109.19, 91551.99, 95082.35, 93682.0, 95491.71, 143008.95, 128468.8, 96248.33, 98284.94, 108124.56], [77062.06, 74364.94, 75933.57, 83317.91, 84527.98, 79989.23, 82850.68, 90601.34, 102492.39, 87843.67, 92821.01, 155625.45, 130751.46, 110886.77, 109656.98, 111574.81], [71962.42, 70138.27, 82130.7, 88004.69, 82960.0, 89319.59, 88535.92, 93367.92, 89603.31, 91135.58, 91263.78, 167174.46, 140758.04, 112056.24, 112289.41, 112190.19], [71055.69, 71999.97, 79716.35, 76305.45, 76571.49, 84389.49, 86185.92, 85302.12, 90777.01, 94787.05, 103707.41, 211865.92, 170929.83, 107495.3, 114177.98, 127888.27], [80832.09, 84306.83, 83569.2, 84796.93, 91282.14, 94309.64, 96987.71, 96992.09, 98869.8, 103290.63, 115050.78, 292501.35, 242461.58, 126715.38, 115191.78, 134955.02], [70256.5, 72763.01, 66916.93, 78968.45, 80036.99, 86388.98, 90869.88, 89345.86, 104796.75, 100141.1, 105342.26, 351689.46, 293542.67, 140058.77, 120328.71, 120934.61], [66639.76, 67750.35, 68926.41, 79348.37, 73171.11, 91347.68, 77290.65, 89569.19, 117550.33, 98625.99, 115162.69, 407460.35, 308509.95, 144429.27, 134542.93, 120783.5], [63079.16, 70866.5, 67920.38, 77225.62, 80272.77, 81322.04, 76943.03, 76698.1, 100508.73, 108825.57, 142113.94, 420450.04, 316909.74, 145239.88, 132763.5, 130970.49], [61496.91, 65461.34, 58785.09, 66212.25, 71519.7, 67382.75, 70191.12, 74317.14, 96847.04, 123442.75, 171437.56, 389800.36, 291503.22, 168851.7, 135147.31, 151449.32], [54385.16, 61050.49, 58810.04, 64762.95, 60981.67, 62382.2, 65361.99, 79962.37, 101252.76, 148949.11, 193359.78, 361027.94, 254024.9, 176410.35, 162944.83, 189949.35], [49832.57, 59578.67, 56658.13, 59068.61, 63491.39, 70870.79, 71931.97, 82980.32, 129947.46, 180863.42, 199379.38, 311580.84, 278484.22, 176890.47, 153301.37, 143208.2], [54128.32, 51549.53, 47700.41, 57747.15, 64491.57, 81535.58, 78222.48, 103297.47, 162910.82, 194678.22, 212684.11, 295821.96, 276847.58, 166534.51, 137978.01, 101826.0], [51533.52, 49193.03, 46887.65, 57100.19, 71407.05, 78363.0, 95145.46, 127411.29, 168537.92, 217897.56, 242199.93, 303691.25, 262886.02, 148127.46, 129859.48, 104309.2], [43425.81, 44918.33, 47471.32, 54846.91, 74060.86, 87832.24, 120579.72, 138159.46, 214362.8, 258833.52, 249380.74, 292662.99, 331653.17, 144949.83, 107186.85, 109802.59], [39109.56, 38179.34, 43486.83, 57063.61, 68597.02, 92206.36, 123506.11, 193440.36, 284864.63, 247341.27, 215588.25, 290741.12, 309621.73, 125805.87, 102048.8, 93699.5], [35331.21, 36120.82, 42042.72, 54588.89, 67260.02, 89683.15, 117424.15, 183880.75, 263683.72, 217337.21, 233757.77, 267669.09, 235853.16, 121471.22, 86025.14, 68592.39], [30482.5, 37692.15, 43936.07, 51253.59, 69327.81, 81316.34, 121471.34, 151616.11, 217303.95, 238484.84, 257569.74, 229982.5, 168004.15, 107155.27, 77176.81, 65284.19], [30352.96, 36717.61, 45767.55, 49980.49, 68720.17, 87189.55, 126352.3, 158818.92, 228805.19, 353497.72, 183396.2, 177510.94, 120643.58, 76572.06, 65104.89, 58530.72], [32419.71, 38600.44, 44297.61, 58223.87, 85152.75, 105974.07, 140413.55, 214830.33, 380455.54, 276182.64, 172755.78, 156148.94, 133820.46, 101329.39, 80073.92, 68492.31], [33948.55, 38679.99, 49076.83, 75032.96, 99488.92, 128247.39, 181305.32, 314476.97, 354272.17, 232428.06, 220213.17, 182685.55, 127442.48, 124859.02, 77154.54, 60361.96], [34948.17, 38339.26, 65188.0, 87792.49, 128428.67, 160285.74, 281357.16, 320239.68, 269477.46, 270963.68, 240259.91, 138667.67, 92227.52, 61222.5, 43963.65, 50372.98], [39019.36, 53010.08, 88791.14, 114626.6, 175901.55, 253216.18, 335565.23, 318779.4, 295869.4, 248004.06, 121760.55, 83949.02, 70314.8, 36055.18, 29143.63, 43650.8], [54746.84, 86759.08, 134030.93, 215402.88, 347202.11, 367137.71, 354849.8, 318970.71, 228785.95, 136016.67, 88557.26, 65211.33, 48918.82, 29994.57, 25722.76, 31189.69], [76943.77, 108026.61, 158048.97, 254981.36, 343706.64, 329356.52, 305734.91, 207410.03, 136834.15, 97601.67, 71364.14, 44534.7, 30649.8, 23734.53, 22813.69, 23287.46], [77835.42, 117586.9, 166508.37, 229536.39, 268131.22, 267575.92, 178020.95, 143347.99, 94956.24, 71994.82, 55654.97, 29754.29, 21023.31, 16919.26, 18991.38, 21985.68], [85226.55, 127139.84, 164913.12, 197022.42, 203847.19, 163253.37, 114741.83, 89753.09, 69107.05, 47177.53, 31435.28, 20294.05, 16674.38, 14120.39, 14648.67, 19917.25], [81620.86, 106842.56, 123552.17, 133039.91, 122456.69, 99129.99, 69323.36, 48314.42, 40674.52, 24052.83, 18703.88, 15652.37, 12236.39, 12139.56, 13034.11, 14757.07], [63321.27, 81894.48, 92535.07, 83397.54, 69837.09, 56698.05, 43625.75, 30622.84, 23906.95, 15211.18, 13111.8, 14858.53, 10604.87, 11237.57, 16697.03, 13785.07], [43604.6, 57104.33, 62875.29, 56861.52, 37918.22, 34218.09, 33287.45, 30008.32, 18605.64, 13040.59, 10878.19, 18039.44, 15112.71, 13836.96, 19242.66, 16046.03]]
    
    #print len(smallest),len(smallest[0])
    
    amp = resize_list(smallest_36_16)
    
    #Scale data
    from sklearn import preprocessing
    #amp = preprocessing.scale(amp)
    
    #aspect='auto' to get a square, may also use aspect=30/129=0.23
    #norm=LogNorm() to get colors (from matplotlib.colors import LogNorm)
    plt.imshow(amp,norm=LogNorm(),interpolation=None,aspect='auto')
    #plt.set_cmap('lum_img')
    
    plt.show()


#------------------------------------------------------------------------------ 
#Create the training list
create_train_data = False
if create_train_data:
    #training_data = average_spectrogram(train_data)
    #training_data = mfcc_features(train_data)
    #print len(training_data),len(training_data[0])
    #print_to_csv(training_data,r'\train_data_all.csv')
    
    #Split to avoid memory error
    #train_data1 = train_data[0:15000]
    train_data2 = train_data[15000::]
    
    #training_data1 = average_spectrogram(train_data1)
    #print_to_csv(training_data1,r'\train_data1_zoomed_best.csv')
    
    training_data2 = average_spectrogram(train_data2)
    print_to_csv(training_data2,r'\train_data2_zoomed_best.csv')


    
#------------------------------------------------------------------------------ 
#Create the test list
create_test_data = True
if create_test_data:
    #Create the data file for all of the test files (no csv available)
    #Files range from 1 to 54503 Need to divide them into 2 files to avoid memory error
    """
    test_data1 = []
    for counter,i in enumerate(range(20000),start=1):
        test_data1.append(['test'+str(counter)+'.aiff',0]) # is temporary to standardize [filename,0]
    
    test_data1 = average_spectrogram(test_data1)
    
    print_to_csv(test_data1,r'\test_data1_zoomed_best.csv')
    """
    """
    test_data2 = []
    for counter,i in enumerate(range(20000),start=20001):
        test_data2.append(['test'+str(counter)+'.aiff',0]) # is temporary to standardize [filename,0]
    
    test_data2 = average_spectrogram(test_data2)
    
    print_to_csv(test_data2,r'\test_data2_zoomed_best.csv')
    """
    
    test_data3 = []
    for counter,i in enumerate(range(54503-20000-20000),start=40001):
        test_data3.append(['test'+str(counter)+'.aiff',0]) # is temporary to standardize [filename,0]
    
    test_data3 = average_spectrogram(test_data3)
    
    print_to_csv(test_data3,r'\test_data3_zoomed_best.csv')