Science Fair 2020

By Neel Redkar

This uses different ways to try to predict an earthquake. Using local California data of earthquakes from 1967 onwards with magnitudes over 4.0.

Ideas for NN

  • LSTM NN
  • RNN
  • CNN

Imports

In [1]:
%matplotlib notebook
import tensorflow as tf
import xml.etree.ElementTree as ET
from tqdm.notebook import tqdm
import requests
import numpy as np
import matplotlib.pyplot as plt
import obspy
import math
import time
import datetime
from scipy import fftpack
import csv
import urllib.request
from termcolor import colored
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Activation
from tensorflow.keras.callbacks import EarlyStopping
print("Imported Modules")

Imported Modules

Parsing

Here, I parse the csv given that has earthquakes in California from 1967 over a 4.0 magnitude.

In [41]:
earthquakes = []
with open('earthquakes.csv') as csv_file:
    csv_reader = csv.reader(csv_file, delimiter=',')
    line_count = 0
    for row in csv_reader:
        earthquakes.append(row)
In [42]:
print(earthquakes[:1])
earthquakes = earthquakes[1:]

[['DateTime', 'Latitude', 'Longitude', 'Depth', 'Magnitude', 'MagType', 'NbStations', 'Gap', 'Distance', 'RMS', 'Source', 'EventID']]
In [43]:
formatted_quakes = []
for earthquake in tqdm(earthquakes):
    formatted_quakes.append([float(time.mktime(datetime.datetime.strptime(earthquake[0], "%Y/%m/%d %H:%M:%S.%f").timetuple())),earthquake[1], earthquake[2], float(earthquake[4])])
formatted_quakes = np.array(formatted_quakes)
np.save("formatted_quakes.npy", formatted_quakes) # Save the numpy array as formated_quakes.npy
print("Finished parsing and saved as formatted_quakes.npy")

Finished parsing and saved as formatted_quakes.npy
In [3]:
formatted_quakes = np.load("formatted_quakes.npy")
np.random.shuffle(formatted_quakes)
print(formatted_quakes[:10])

[[b'1330175835.0' b'40.27950' b'-124.31384' b'4.28']
 [b'1527019886.0' b'35.29883' b'-118.57750' b'2.92']
 [b'1515463378.0' b'35.98000' b'-120.88000' b'1.25']
 [b'1517595342.0' b'37.46417' b'-118.77717' b'1.12']
 [b'1126908585.0' b'39.07733' b'-119.64283' b'4.15']
 [b'1516029964.0' b'37.51133' b'-118.82933' b'0.73']
 [b'1518252103.0' b'35.98717' b'-120.94466' b'1.24']
 [b'1516028251.0' b'38.77533' b'-122.72450' b'1.19']
 [b'1009162992.0' b'38.53417' b'-119.44650' b'3.57']
 [b'1303026337.0' b'38.39417' b'-118.73267' b'4.75']]
In [4]:
mg = np.zeros(11, dtype=int)
for i in formatted_quakes:
    mg[int(float(i[3]))] += 1
for idx,i in enumerate(mg):
    print("Magnitude "+str(idx)+" has "+str(i)+" samples")
print("Total: "+str(len(formatted_quakes)))

Magnitude 0 has 997 samples
Magnitude 1 has 997 samples
Magnitude 2 has 997 samples
Magnitude 3 has 997 samples
Magnitude 4 has 937 samples
Magnitude 5 has 53 samples
Magnitude 6 has 6 samples
Magnitude 7 has 0 samples
Magnitude 8 has 0 samples
Magnitude 9 has 0 samples
Magnitude 10 has 0 samples
Total: 4984

Create Graphs to Represent Data Inequalities

In [48]:
y_pos = np.arange(6)
performance = [10,8,6,4,2,1]

plt.scatter([0,1,2,3,4,5],mg[:-5])
plt.yscale("log")
plt.ylabel('Data Samples')
plt.xlabel('Ranges of Magnitude')
plt.title('Data Samples per Magnitude 2019')

plt.show()
In [5]:
y_pos = np.arange(6)
performance = [10,8,6,4,2,1]

plt.scatter([0,1,2,3,4,5],mg[:-5])
plt.yscale("log")
plt.ylabel('Data Samples')
plt.xlabel('Ranges of Magnitude')
plt.title('Data Samples per Magnitude 2019')

plt.show()

Testing MSEED data

Testing the mseed data before actually pulling it all from the database.

In [3]:
data = obspy.read("https://service.ncedc.org/fdsnws/dataselect/1/query?net=BK&sta=CMB&loc=00&cha=BHE&start=2011-11-26T09:31:00&end=2011-11-27T09:31:00")
data = np.array(data[0].data)

Normalizing the data per second vs millisecond

In [4]:
keep_fraction = 0.01
fft_data = fftpack.fft(data)
fft_data[int(fft_data.shape[0]*keep_fraction):int(fft_data.shape[0]*(1-keep_fraction))] = 0
In [6]:
plt.plot( data[:1000], 'g', label='Real Data')
plt.plot(fftpack.ifft(fft_data)[:1000], 'b', label='FFT Denoised Data')
plt.legend()
plt.show();

/Users/neelredkar/.conda/envs/earthquake/lib/python3.6/site-packages/numpy/core/_asarray.py:85: ComplexWarning: Casting complex values to real discards the imaginary part
  return array(a, dtype, copy=False, order=order)

Gathering the Data

So what we are going to do in this stage is that we take the most significant earthquakes, then we take the data from a day before it, normalize it, for the X axis. Then for the Y axis we have the magnitude classification from 4-10.

TODO

  • Add moon phase data
  • Add atmospere data
In [8]:
plt.plot(X[0].real)
plt.show()
In [ ]:
keep_fraction = 0.01
X = []
Y = []
D = []
flag = False
root = ET.fromstring(open("stations.xml").read())
for quake in tqdm(formatted_quakes):
    data = []
    print(colored("Starting new earthquake!","green"))
    time_of_quake = datetime.datetime.utcfromtimestamp(float(quake[0])).strftime("%Y-%m-%dT%H:%M:%S")
    b4_time_of_quake = datetime.datetime.utcfromtimestamp(float(quake[0])-86400).strftime("%Y-%m-%dT%H:%M:%S")
    for recorder in root[5:]:
        net =  "&net="+recorder.attrib["code"] if recorder.attrib["code"]!="" else ""
        for sta in recorder[3:]:
            station ="&sta="+sta.attrib["code"] if sta.attrib["code"]!="" else ""
            for cha in sta[5:]:
                channel = "&cha="+cha.attrib["code"] if cha.attrib["code"]!="" else ""
                loc = "&loc="+cha.attrib["locationCode"] if cha.attrib["locationCode"]!="" else ""
                url = "http://service.ncedc.org/fdsnws/dataselect/1/query?net="+net+"&sta="+station+"&loc="+loc+"&cha="+channel+"&start="+b4_time_of_quake+"&end="+time_of_quake
                if loc != "" or time.mktime(datetime.datetime.strptime(cha.attrib["startDate"], "%Y-%m-%dT%H:%M:%S").timetuple()) > float(quake[0]) or time.mktime(datetime.datetime.strptime(cha.attrib["endDate"], "%Y-%m-%dT%H:%M:%S").timetuple()) < float(quake[0]):
                    break
                print(net,station,channel)
                url = "http://service.ncedc.org/fdsnws/dataselect/1/query?"+net+station+loc+channel+"&start="+b4_time_of_quake+"&end="+time_of_quake
                print(url)
                try:
                    data = obspy.read(url,format='MSEED')
                    print(colored("Data collection from station worked","green"))
                    flag = True
                    break
                except:
                    print(colored("Did not work... Trying again","red"))
                    pass
            if flag:
                break
        if flag:
            break
    
    if len(data) > 0:
        data = np.array(data[0].data)
        data = fftpack.fft(data)
        data[int(data.shape[0]*keep_fraction):int(data.shape[0]*(1-keep_fraction))] = 0
        data = fftpack.ifft(data).real
        if len(data) >= 2000:
            data = data[len(data)%2000:]
            data = np.mean(np.split(data,len(data)/2000),axis=0)
            X.append(data)
            Y.append(quake[3])
            D.append(float(quake[0])-86400)
            np.save("X.npy",np.array(X))
            np.save("Y.npy",np.array(Y))
            np.save("D.npy",np.array(D))
        flag = False
    else:
        print(colored("NONE HAD DATA, Moving on","red"))

Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-12-22T04:26:21&end=2003-12-23T04:26:21
Data collection from station worked
Starting new earthquake!
&net=BK &sta=BRIB &cha=ACD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BRIB&cha=ACD&start=2002-07-19T22:09:12&end=2002-07-20T22:09:12
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=2001-05-17T04:53:45&end=2001-05-18T04:53:45
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-12-22T09:18:04&end=2003-12-23T09:18:04
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-06T21:39:41&end=2018-02-07T21:39:41
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-01T12:50:48&end=2018-01-02T12:50:48
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-01T03:57:59&end=2018-02-02T03:57:59
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-16T07:17:27&end=2018-01-17T07:17:27
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-08T12:32:15&end=2018-01-09T12:32:15
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2009-09-30T17:01:23&end=2009-10-01T17:01:23
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-04T14:39:45&end=2018-02-05T14:39:45
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-05T13:03:29&end=2018-01-06T13:03:29
Data collection from station worked
Starting new earthquake!
&net=BG &sta=ACR &cha=CNE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=ACR&cha=CNE&start=2018-06-25T19:10:52&end=2018-06-26T19:10:52
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=2000-11-16T01:02:00&end=2000-11-17T01:02:00
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-31T17:41:26&end=2018-02-01T17:41:26
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-12-24T17:45:55&end=2003-12-25T17:45:55
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=STY &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=STY&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP2&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP3&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP1&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP2&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP3&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP1&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP2&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP3&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=LEP
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LEP&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP1&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP2&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP3&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=UCD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UCD&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=UCQ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UCQ&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=UEP
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UEP&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=UF1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UF1&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BBEB &cha=UFC
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UFC&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Did not work... Trying again
&net=BK &sta=BRIB &cha=ACD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BRIB&cha=ACD&start=2003-02-02T03:02:43&end=2003-02-03T03:02:43
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-03-09T23:25:33&end=2018-03-10T23:25:33
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-15T23:58:43&end=2018-01-16T23:58:43
Data collection from station worked
Starting new earthquake!
&net=BG &sta=ACR &cha=CNE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=ACR&cha=CNE&start=2018-06-16T07:34:30&end=2018-06-17T07:34:30
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2005-10-18T07:05:12&end=2005-10-19T07:05:12
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-06T11:11:40&end=2018-01-07T11:11:40
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-06T09:37:21&end=2018-01-07T09:37:21
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-12-24T08:20:01&end=2003-12-25T08:20:01
Data collection from station worked
Starting new earthquake!
&net=AZ &sta=SOL &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=AZ&sta=SOL&cha=BHE&start=1998-06-13T20:29:41&end=1998-06-14T20:29:41
Did not work... Trying again
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=1998-06-13T20:29:41&end=1998-06-14T20:29:41
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=1995-02-28T18:55:36&end=1995-03-01T18:55:36
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2017-11-13T03:31:29&end=2017-11-14T03:31:29
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-08T12:38:27&end=2018-01-09T12:38:27
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-19T12:11:28&end=2018-01-20T12:11:28
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2009-10-02T08:10:25&end=2009-10-03T08:10:25
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=2001-02-25T07:18:22&end=2001-02-26T07:18:22
Data collection from station worked
Starting new earthquake!
&net=BG &sta=ACR &cha=CNE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=ACR&cha=CNE&start=2018-06-02T05:21:36&end=2018-06-03T05:21:36
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-21T08:57:31&end=2018-01-22T08:57:31
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-17T13:57:08&end=2018-01-18T13:57:08
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-02T21:47:05&end=2018-02-03T21:47:05
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2011-04-13T05:16:08&end=2011-04-14T05:16:08
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-08T05:52:53&end=2018-01-09T05:52:53
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-16T12:43:04&end=2018-01-17T12:43:04
Data collection from station worked
Starting new earthquake!
&net=BG &sta=ACR &cha=CNE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=ACR&cha=CNE&start=2018-06-28T21:39:46&end=2018-06-29T21:39:46
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-07T08:50:23&end=2018-02-08T08:50:23
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-04T20:27:09&end=2018-02-05T20:27:09
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-03T00:20:03&end=2018-01-04T00:20:03
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=CLV &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=CLV&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=DES &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DES&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=DRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DRK&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=DVB &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DVB&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=DXR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=DXR&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=FNF &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FNF&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=FUM &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=FUM&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=INJ &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=INJ &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPN&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=INJ &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=INJ&cha=DPZ&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=JKR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=JKR&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=LCK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=LCK&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=MNS &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=MNS&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=PFR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PFR&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=PSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=PSR &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPN&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=PSR &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=PSR&cha=DPZ&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=SB4 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SB4&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=SQK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SQK&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=SSR &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=SSR&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=STY &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=STY&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=TCH &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=TCH&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=U14 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=U14 &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPN&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=U14 &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=U14&cha=DPZ&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=WRK &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPE&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=WRK &cha=DPN
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPN&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BG &sta=WRK &cha=DPZ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=WRK&cha=DPZ&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP1&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP2&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=BP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=BP3&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP1&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP2&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=DP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=DP3&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP1&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP2&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=EP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=EP3&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=LEP
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LEP&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP1&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP2
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP2&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=LP3
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=LP3&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=UCD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UCD&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=UCQ
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UCQ&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=UEP
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UEP&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=UF1
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UF1&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BBEB &cha=UFC
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BBEB&cha=UFC&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Did not work... Trying again
&net=BK &sta=BRIB &cha=ACD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BRIB&cha=ACD&start=2003-02-02T00:45:18&end=2003-02-03T00:45:18
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-03-15T02:11:24&end=2018-03-16T02:11:24
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-19T01:37:34&end=2018-01-20T01:37:34
Data collection from station worked
Starting new earthquake!
&net=BG &sta=ACR &cha=CNE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=ACR&cha=CNE&start=2018-09-16T03:42:59&end=2018-09-17T03:42:59
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-19T15:40:13&end=2018-01-20T15:40:13
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-13T01:51:17&end=2018-01-14T01:51:17
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-18T19:48:31&end=2018-01-19T19:48:31
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-16T04:02:43&end=2018-01-17T04:02:43
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL1 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL1&cha=DPE&start=2003-10-22T22:34:40&end=2003-10-23T22:34:40
Did not work... Trying again
&net=BG &sta=BUC &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=BUC&cha=DPE&start=2003-10-22T22:34:40&end=2003-10-23T22:34:40
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-17T12:04:37&end=2018-01-18T12:04:37
Data collection from station worked
Starting new earthquake!
&net=BK &sta=BRIB &cha=ACD
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=BRIB&cha=ACD&start=2001-08-21T10:01:18&end=2001-08-22T10:01:18
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=2000-10-27T21:32:51&end=2000-10-28T21:32:51
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-01T23:21:49&end=2018-01-02T23:21:49
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-02T18:44:52&end=2018-02-03T18:44:52
Data collection from station worked
Starting new earthquake!
&net=BK &sta=ARC &cha=BHE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BK&sta=ARC&cha=BHE&start=1999-12-12T02:12:38&end=1999-12-13T02:12:38
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-04-06T14:37:54&end=2018-04-07T14:37:54
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-01-04T19:59:57&end=2018-01-05T19:59:57
Data collection from station worked
Starting new earthquake!
&net=BG &sta=AL2 &cha=DPE
http://service.ncedc.org/fdsnws/dataselect/1/query?&net=BG&sta=AL2&cha=DPE&start=2018-02-28T10:56:53&end=2018-03-01T10:56:53
In [4]:
Y = np.load("Y.npy", allow_pickle=True)
print(type(Y[0]))
mg = np.zeros(11, dtype=int)
for i in Y:
    mg[int(float(i))] += 1
for idx,i in enumerate(mg):
    print("Magnitude "+str(idx)+" has "+str(i)+" samples")
print("Total: "+str(len(Y)))

<class 'numpy.bytes_'>
Magnitude 0 has 997 samples
Magnitude 1 has 996 samples
Magnitude 2 has 995 samples
Magnitude 3 has 759 samples
Magnitude 4 has 890 samples
Magnitude 5 has 51 samples
Magnitude 6 has 6 samples
Magnitude 7 has 0 samples
Magnitude 8 has 0 samples
Magnitude 9 has 0 samples
Magnitude 10 has 0 samples
Total: 4694

Training the Model

In [2]:
X = np.load("X.npy", allow_pickle=True)
Y = np.load("Y.npy", allow_pickle=True)
X = tf.keras.utils.normalize(
    X,
    axis=-1
)

x_test = X[:int(len(X)*0.1)]
x_train = X[int(len(X)*0.1):]
y_test = Y[:int(len(X)*0.1)].astype(np.float)
y_train = Y[int(len(X)*0.1):].astype(np.float)
In [8]:
X.shape
Out[8]:
(4694, 2000)
In [5]:
model = Sequential()
model.add(Dense(500, input_dim=x_train.shape[1], activation='relu'))
model.add(Dense(500, activation='relu'))
model.add(Dense(500, activation='relu'))
model.add(Dense(500, activation='relu'))
model.add(Dense(1))
model.compile(loss='mse', optimizer='adam', metrics=['accuracy'])
history = model.fit(x_train,y_train,validation_data=(x_test,y_test),verbose=2,epochs=500)
model.save("earthquake_2.h5")

Train on 4225 samples, validate on 469 samples
Epoch 1/500
4225/4225 - 1s - loss: 2.0933 - accuracy: 0.0064 - val_loss: 1.8583 - val_accuracy: 0.0021
Epoch 2/500
4225/4225 - 1s - loss: 1.8313 - accuracy: 0.0064 - val_loss: 1.8693 - val_accuracy: 0.0021
Epoch 3/500
4225/4225 - 1s - loss: 1.8691 - accuracy: 0.0064 - val_loss: 1.7902 - val_accuracy: 0.0021
Epoch 4/500
4225/4225 - 1s - loss: 1.7712 - accuracy: 0.0064 - val_loss: 1.7759 - val_accuracy: 0.0021
Epoch 5/500
4225/4225 - 1s - loss: 1.8024 - accuracy: 0.0064 - val_loss: 1.8158 - val_accuracy: 0.0021
Epoch 6/500
4225/4225 - 1s - loss: 1.7662 - accuracy: 0.0064 - val_loss: 1.7078 - val_accuracy: 0.0021
Epoch 7/500
4225/4225 - 1s - loss: 1.7683 - accuracy: 0.0064 - val_loss: 1.7248 - val_accuracy: 0.0021
Epoch 8/500
4225/4225 - 1s - loss: 1.7558 - accuracy: 0.0064 - val_loss: 1.7115 - val_accuracy: 0.0021
Epoch 9/500
4225/4225 - 1s - loss: 1.7559 - accuracy: 0.0064 - val_loss: 1.8478 - val_accuracy: 0.0021
Epoch 10/500
4225/4225 - 1s - loss: 1.7538 - accuracy: 0.0064 - val_loss: 1.7094 - val_accuracy: 0.0021
Epoch 11/500
4225/4225 - 1s - loss: 1.7444 - accuracy: 0.0064 - val_loss: 1.7286 - val_accuracy: 0.0021
Epoch 12/500
4225/4225 - 1s - loss: 1.7501 - accuracy: 0.0064 - val_loss: 1.7266 - val_accuracy: 0.0021
Epoch 13/500
4225/4225 - 1s - loss: 1.7445 - accuracy: 0.0064 - val_loss: 1.7370 - val_accuracy: 0.0021
Epoch 14/500
4225/4225 - 1s - loss: 1.7510 - accuracy: 0.0064 - val_loss: 1.7376 - val_accuracy: 0.0021
Epoch 15/500
4225/4225 - 1s - loss: 1.7452 - accuracy: 0.0064 - val_loss: 1.7456 - val_accuracy: 0.0021
Epoch 16/500
4225/4225 - 1s - loss: 1.7476 - accuracy: 0.0064 - val_loss: 1.7385 - val_accuracy: 0.0021
Epoch 17/500
4225/4225 - 1s - loss: 1.7520 - accuracy: 0.0064 - val_loss: 1.7346 - val_accuracy: 0.0021
Epoch 18/500
4225/4225 - 1s - loss: 1.7343 - accuracy: 0.0064 - val_loss: 1.7094 - val_accuracy: 0.0021
Epoch 19/500
4225/4225 - 1s - loss: 1.7295 - accuracy: 0.0064 - val_loss: 1.7203 - val_accuracy: 0.0021
Epoch 20/500
4225/4225 - 1s - loss: 1.7291 - accuracy: 0.0064 - val_loss: 1.7372 - val_accuracy: 0.0021
Epoch 21/500
4225/4225 - 1s - loss: 1.7414 - accuracy: 0.0064 - val_loss: 1.7376 - val_accuracy: 0.0021
Epoch 22/500
4225/4225 - 1s - loss: 1.7432 - accuracy: 0.0064 - val_loss: 1.7132 - val_accuracy: 0.0021
Epoch 23/500
4225/4225 - 1s - loss: 1.7266 - accuracy: 0.0064 - val_loss: 1.7160 - val_accuracy: 0.0021
Epoch 24/500
4225/4225 - 1s - loss: 1.7332 - accuracy: 0.0064 - val_loss: 1.7276 - val_accuracy: 0.0021
Epoch 25/500
4225/4225 - 1s - loss: 1.7298 - accuracy: 0.0064 - val_loss: 1.7450 - val_accuracy: 0.0021
Epoch 26/500
4225/4225 - 1s - loss: 1.7329 - accuracy: 0.0064 - val_loss: 1.6994 - val_accuracy: 0.0021
Epoch 27/500
4225/4225 - 1s - loss: 1.7247 - accuracy: 0.0064 - val_loss: 1.7026 - val_accuracy: 0.0021
Epoch 28/500
4225/4225 - 1s - loss: 1.7219 - accuracy: 0.0064 - val_loss: 1.7020 - val_accuracy: 0.0021
Epoch 29/500
4225/4225 - 1s - loss: 1.7291 - accuracy: 0.0064 - val_loss: 1.7060 - val_accuracy: 0.0021
Epoch 30/500
4225/4225 - 1s - loss: 1.7343 - accuracy: 0.0064 - val_loss: 1.7512 - val_accuracy: 0.0021
Epoch 31/500
4225/4225 - 1s - loss: 1.7290 - accuracy: 0.0064 - val_loss: 1.7150 - val_accuracy: 0.0021
Epoch 32/500
4225/4225 - 1s - loss: 1.7283 - accuracy: 0.0064 - val_loss: 1.7312 - val_accuracy: 0.0021
Epoch 33/500
4225/4225 - 1s - loss: 1.7357 - accuracy: 0.0064 - val_loss: 1.7083 - val_accuracy: 0.0021
Epoch 34/500
4225/4225 - 1s - loss: 1.7291 - accuracy: 0.0064 - val_loss: 1.7279 - val_accuracy: 0.0021
Epoch 35/500
4225/4225 - 1s - loss: 1.7351 - accuracy: 0.0064 - val_loss: 1.7054 - val_accuracy: 0.0021
Epoch 36/500
4225/4225 - 1s - loss: 1.7309 - accuracy: 0.0064 - val_loss: 1.7630 - val_accuracy: 0.0021
Epoch 37/500
4225/4225 - 1s - loss: 1.7329 - accuracy: 0.0064 - val_loss: 1.7045 - val_accuracy: 0.0021
Epoch 38/500
4225/4225 - 1s - loss: 1.7294 - accuracy: 0.0064 - val_loss: 1.7227 - val_accuracy: 0.0021
Epoch 39/500
4225/4225 - 1s - loss: 1.7287 - accuracy: 0.0064 - val_loss: 1.7012 - val_accuracy: 0.0021
Epoch 40/500
4225/4225 - 1s - loss: 1.7315 - accuracy: 0.0064 - val_loss: 1.7295 - val_accuracy: 0.0021
Epoch 41/500
4225/4225 - 1s - loss: 1.7280 - accuracy: 0.0064 - val_loss: 1.7178 - val_accuracy: 0.0021
Epoch 42/500
4225/4225 - 1s - loss: 1.7298 - accuracy: 0.0064 - val_loss: 1.6994 - val_accuracy: 0.0021
Epoch 43/500
4225/4225 - 1s - loss: 1.7245 - accuracy: 0.0064 - val_loss: 1.7000 - val_accuracy: 0.0021
Epoch 44/500
4225/4225 - 1s - loss: 1.7223 - accuracy: 0.0064 - val_loss: 1.7085 - val_accuracy: 0.0021
Epoch 45/500
4225/4225 - 1s - loss: 1.7247 - accuracy: 0.0064 - val_loss: 1.6922 - val_accuracy: 0.0021
Epoch 46/500
4225/4225 - 1s - loss: 1.7276 - accuracy: 0.0064 - val_loss: 1.7173 - val_accuracy: 0.0021
Epoch 47/500
4225/4225 - 1s - loss: 1.7284 - accuracy: 0.0064 - val_loss: 1.6969 - val_accuracy: 0.0021
Epoch 48/500
4225/4225 - 1s - loss: 1.7212 - accuracy: 0.0064 - val_loss: 1.6997 - val_accuracy: 0.0021
Epoch 49/500
4225/4225 - 1s - loss: 1.7178 - accuracy: 0.0064 - val_loss: 1.6948 - val_accuracy: 0.0021
Epoch 50/500
4225/4225 - 1s - loss: 1.7336 - accuracy: 0.0064 - val_loss: 1.7164 - val_accuracy: 0.0021
Epoch 51/500
4225/4225 - 1s - loss: 1.7373 - accuracy: 0.0064 - val_loss: 2.0494 - val_accuracy: 0.0021
Epoch 52/500
4225/4225 - 1s - loss: 1.7322 - accuracy: 0.0064 - val_loss: 1.7124 - val_accuracy: 0.0021
Epoch 53/500
4225/4225 - 1s - loss: 1.7230 - accuracy: 0.0064 - val_loss: 1.6978 - val_accuracy: 0.0021
Epoch 54/500
4225/4225 - 1s - loss: 1.7267 - accuracy: 0.0064 - val_loss: 1.6947 - val_accuracy: 0.0021
Epoch 55/500
4225/4225 - 1s - loss: 1.7228 - accuracy: 0.0064 - val_loss: 1.7032 - val_accuracy: 0.0021
Epoch 56/500
4225/4225 - 1s - loss: 1.7227 - accuracy: 0.0064 - val_loss: 1.6980 - val_accuracy: 0.0021
Epoch 57/500
4225/4225 - 1s - loss: 1.7299 - accuracy: 0.0064 - val_loss: 1.7130 - val_accuracy: 0.0021
Epoch 58/500
4225/4225 - 1s - loss: 1.7400 - accuracy: 0.0064 - val_loss: 1.7059 - val_accuracy: 0.0021
Epoch 59/500
4225/4225 - 1s - loss: 1.7222 - accuracy: 0.0064 - val_loss: 1.7015 - val_accuracy: 0.0021
Epoch 60/500
4225/4225 - 1s - loss: 1.7274 - accuracy: 0.0064 - val_loss: 1.7121 - val_accuracy: 0.0021
Epoch 61/500
4225/4225 - 1s - loss: 1.7259 - accuracy: 0.0064 - val_loss: 1.6999 - val_accuracy: 0.0021
Epoch 62/500
4225/4225 - 1s - loss: 1.7216 - accuracy: 0.0064 - val_loss: 1.7100 - val_accuracy: 0.0021
Epoch 63/500
4225/4225 - 1s - loss: 1.7246 - accuracy: 0.0064 - val_loss: 1.6939 - val_accuracy: 0.0021
Epoch 64/500
4225/4225 - 1s - loss: 1.7232 - accuracy: 0.0064 - val_loss: 1.7002 - val_accuracy: 0.0021
Epoch 65/500
4225/4225 - 1s - loss: 1.7217 - accuracy: 0.0064 - val_loss: 1.7042 - val_accuracy: 0.0021
Epoch 66/500
4225/4225 - 1s - loss: 1.7214 - accuracy: 0.0064 - val_loss: 1.6969 - val_accuracy: 0.0021
Epoch 67/500
4225/4225 - 1s - loss: 1.7228 - accuracy: 0.0064 - val_loss: 1.7139 - val_accuracy: 0.0021
Epoch 68/500
4225/4225 - 1s - loss: 1.7288 - accuracy: 0.0064 - val_loss: 1.7081 - val_accuracy: 0.0021
Epoch 69/500
4225/4225 - 1s - loss: 1.7271 - accuracy: 0.0064 - val_loss: 1.6976 - val_accuracy: 0.0021
Epoch 70/500
4225/4225 - 1s - loss: 1.7226 - accuracy: 0.0064 - val_loss: 1.7160 - val_accuracy: 0.0021
Epoch 71/500
4225/4225 - 1s - loss: 1.7278 - accuracy: 0.0064 - val_loss: 1.7059 - val_accuracy: 0.0021
Epoch 72/500
4225/4225 - 1s - loss: 1.7249 - accuracy: 0.0064 - val_loss: 1.7211 - val_accuracy: 0.0021
Epoch 73/500
4225/4225 - 1s - loss: 1.7287 - accuracy: 0.0064 - val_loss: 1.7086 - val_accuracy: 0.0021
Epoch 74/500
4225/4225 - 1s - loss: 1.7315 - accuracy: 0.0064 - val_loss: 1.7158 - val_accuracy: 0.0021
Epoch 75/500
4225/4225 - 1s - loss: 1.7228 - accuracy: 0.0064 - val_loss: 1.8156 - val_accuracy: 0.0021
Epoch 76/500
4225/4225 - 1s - loss: 1.7219 - accuracy: 0.0064 - val_loss: 1.7121 - val_accuracy: 0.0021
Epoch 77/500
4225/4225 - 1s - loss: 1.7225 - accuracy: 0.0064 - val_loss: 1.7052 - val_accuracy: 0.0021
Epoch 78/500
4225/4225 - 1s - loss: 1.7254 - accuracy: 0.0064 - val_loss: 1.6989 - val_accuracy: 0.0021
Epoch 79/500
4225/4225 - 1s - loss: 1.7254 - accuracy: 0.0064 - val_loss: 1.7144 - val_accuracy: 0.0021
Epoch 80/500
4225/4225 - 1s - loss: 1.7252 - accuracy: 0.0064 - val_loss: 1.6955 - val_accuracy: 0.0021
Epoch 81/500
4225/4225 - 1s - loss: 1.7173 - accuracy: 0.0064 - val_loss: 1.7163 - val_accuracy: 0.0021
Epoch 82/500
4225/4225 - 1s - loss: 1.7274 - accuracy: 0.0064 - val_loss: 1.6964 - val_accuracy: 0.0021
Epoch 83/500
4225/4225 - 1s - loss: 1.7241 - accuracy: 0.0064 - val_loss: 1.7144 - val_accuracy: 0.0021
Epoch 84/500
4225/4225 - 1s - loss: 1.7227 - accuracy: 0.0064 - val_loss: 1.7114 - val_accuracy: 0.0021
Epoch 85/500
4225/4225 - 1s - loss: 1.7203 - accuracy: 0.0064 - val_loss: 1.7094 - val_accuracy: 0.0021
Epoch 86/500
4225/4225 - 1s - loss: 1.7274 - accuracy: 0.0064 - val_loss: 1.6943 - val_accuracy: 0.0021
Epoch 87/500
4225/4225 - 1s - loss: 1.7235 - accuracy: 0.0064 - val_loss: 1.7024 - val_accuracy: 0.0021
Epoch 88/500
4225/4225 - 1s - loss: 1.7216 - accuracy: 0.0064 - val_loss: 1.7041 - val_accuracy: 0.0021
Epoch 89/500
4225/4225 - 1s - loss: 1.7248 - accuracy: 0.0064 - val_loss: 1.7072 - val_accuracy: 0.0021
Epoch 90/500
4225/4225 - 1s - loss: 1.7284 - accuracy: 0.0064 - val_loss: 1.7057 - val_accuracy: 0.0021
Epoch 91/500
4225/4225 - 1s - loss: 1.7195 - accuracy: 0.0064 - val_loss: 1.7021 - val_accuracy: 0.0021
Epoch 92/500
4225/4225 - 1s - loss: 1.7235 - accuracy: 0.0064 - val_loss: 1.7049 - val_accuracy: 0.0021
Epoch 93/500
4225/4225 - 1s - loss: 1.7240 - accuracy: 0.0064 - val_loss: 1.7057 - val_accuracy: 0.0021
Epoch 94/500
4225/4225 - 1s - loss: 1.7212 - accuracy: 0.0064 - val_loss: 1.6933 - val_accuracy: 0.0021
Epoch 95/500
4225/4225 - 1s - loss: 1.7214 - accuracy: 0.0064 - val_loss: 1.7079 - val_accuracy: 0.0021
Epoch 96/500
4225/4225 - 1s - loss: 1.7228 - accuracy: 0.0064 - val_loss: 1.7043 - val_accuracy: 0.0021
Epoch 97/500
4225/4225 - 1s - loss: 1.7267 - accuracy: 0.0064 - val_loss: 1.7410 - val_accuracy: 0.0021
Epoch 98/500
4225/4225 - 1s - loss: 1.7248 - accuracy: 0.0064 - val_loss: 1.6945 - val_accuracy: 0.0021
Epoch 99/500
4225/4225 - 1s - loss: 1.7194 - accuracy: 0.0064 - val_loss: 1.6962 - val_accuracy: 0.0021
Epoch 100/500
4225/4225 - 1s - loss: 1.7212 - accuracy: 0.0064 - val_loss: 1.7000 - val_accuracy: 0.0021
Epoch 101/500
4225/4225 - 1s - loss: 1.7281 - accuracy: 0.0064 - val_loss: 1.7014 - val_accuracy: 0.0021
Epoch 102/500
4225/4225 - 1s - loss: 1.7205 - accuracy: 0.0064 - val_loss: 1.7132 - val_accuracy: 0.0021
Epoch 103/500
4225/4225 - 1s - loss: 1.7190 - accuracy: 0.0064 - val_loss: 1.6873 - val_accuracy: 0.0021
Epoch 104/500
4225/4225 - 1s - loss: 1.7343 - accuracy: 0.0064 - val_loss: 1.7127 - val_accuracy: 0.0021
Epoch 105/500
4225/4225 - 1s - loss: 1.7199 - accuracy: 0.0064 - val_loss: 1.7209 - val_accuracy: 0.0021
Epoch 106/500
4225/4225 - 1s - loss: 1.7223 - accuracy: 0.0064 - val_loss: 1.7028 - val_accuracy: 0.0021
Epoch 107/500
4225/4225 - 1s - loss: 1.7203 - accuracy: 0.0064 - val_loss: 1.6984 - val_accuracy: 0.0021
Epoch 108/500
4225/4225 - 1s - loss: 1.7226 - accuracy: 0.0064 - val_loss: 1.6935 - val_accuracy: 0.0021
Epoch 109/500
4225/4225 - 1s - loss: 1.7149 - accuracy: 0.0064 - val_loss: 1.6976 - val_accuracy: 0.0021
Epoch 110/500
4225/4225 - 1s - loss: 1.7175 - accuracy: 0.0064 - val_loss: 1.7100 - val_accuracy: 0.0021
Epoch 111/500
4225/4225 - 1s - loss: 1.7184 - accuracy: 0.0064 - val_loss: 1.6965 - val_accuracy: 0.0021
Epoch 112/500
4225/4225 - 1s - loss: 1.7168 - accuracy: 0.0064 - val_loss: 1.7136 - val_accuracy: 0.0021
Epoch 113/500
4225/4225 - 1s - loss: 1.7287 - accuracy: 0.0064 - val_loss: 1.7539 - val_accuracy: 0.0021
Epoch 114/500
4225/4225 - 1s - loss: 1.7208 - accuracy: 0.0064 - val_loss: 1.7097 - val_accuracy: 0.0021
Epoch 115/500
4225/4225 - 1s - loss: 1.7221 - accuracy: 0.0064 - val_loss: 1.6959 - val_accuracy: 0.0021
Epoch 116/500
4225/4225 - 1s - loss: 1.7165 - accuracy: 0.0064 - val_loss: 1.6988 - val_accuracy: 0.0021
Epoch 117/500
4225/4225 - 1s - loss: 1.7180 - accuracy: 0.0064 - val_loss: 1.7007 - val_accuracy: 0.0021
Epoch 118/500
4225/4225 - 1s - loss: 1.7168 - accuracy: 0.0064 - val_loss: 1.7075 - val_accuracy: 0.0021
Epoch 119/500
4225/4225 - 1s - loss: 1.7162 - accuracy: 0.0064 - val_loss: 1.7076 - val_accuracy: 0.0021
Epoch 120/500
4225/4225 - 1s - loss: 1.7174 - accuracy: 0.0064 - val_loss: 1.6968 - val_accuracy: 0.0021
Epoch 121/500
4225/4225 - 1s - loss: 1.7138 - accuracy: 0.0064 - val_loss: 1.7307 - val_accuracy: 0.0021
Epoch 122/500
4225/4225 - 1s - loss: 1.7395 - accuracy: 0.0064 - val_loss: 1.7119 - val_accuracy: 0.0021
Epoch 123/500
4225/4225 - 1s - loss: 1.7222 - accuracy: 0.0064 - val_loss: 1.7030 - val_accuracy: 0.0021
Epoch 124/500
4225/4225 - 1s - loss: 1.7136 - accuracy: 0.0064 - val_loss: 1.7029 - val_accuracy: 0.0021
Epoch 125/500
4225/4225 - 1s - loss: 1.7180 - accuracy: 0.0064 - val_loss: 1.6922 - val_accuracy: 0.0021
Epoch 126/500
4225/4225 - 1s - loss: 1.7136 - accuracy: 0.0064 - val_loss: 1.7287 - val_accuracy: 0.0021
Epoch 127/500
4225/4225 - 1s - loss: 1.7192 - accuracy: 0.0064 - val_loss: 1.6992 - val_accuracy: 0.0021
Epoch 128/500
4225/4225 - 1s - loss: 1.7182 - accuracy: 0.0064 - val_loss: 1.6941 - val_accuracy: 0.0021
Epoch 129/500
4225/4225 - 1s - loss: 1.7196 - accuracy: 0.0064 - val_loss: 1.6945 - val_accuracy: 0.0021
Epoch 130/500
4225/4225 - 1s - loss: 1.7227 - accuracy: 0.0064 - val_loss: 1.6888 - val_accuracy: 0.0021
Epoch 131/500
4225/4225 - 1s - loss: 1.7174 - accuracy: 0.0064 - val_loss: 1.6895 - val_accuracy: 0.0021
Epoch 132/500
4225/4225 - 1s - loss: 1.7214 - accuracy: 0.0064 - val_loss: 1.7393 - val_accuracy: 0.0021
Epoch 133/500
4225/4225 - 1s - loss: 1.7254 - accuracy: 0.0064 - val_loss: 1.6865 - val_accuracy: 0.0021
Epoch 134/500
4225/4225 - 1s - loss: 1.7187 - accuracy: 0.0064 - val_loss: 1.6915 - val_accuracy: 0.0021
Epoch 135/500
4225/4225 - 1s - loss: 1.7159 - accuracy: 0.0064 - val_loss: 1.7197 - val_accuracy: 0.0021
Epoch 136/500
4225/4225 - 1s - loss: 1.7174 - accuracy: 0.0064 - val_loss: 1.6881 - val_accuracy: 0.0021
Epoch 137/500
4225/4225 - 1s - loss: 1.7208 - accuracy: 0.0064 - val_loss: 1.7282 - val_accuracy: 0.0021
Epoch 138/500
4225/4225 - 1s - loss: 1.7139 - accuracy: 0.0064 - val_loss: 1.6883 - val_accuracy: 0.0021
Epoch 139/500
4225/4225 - 1s - loss: 1.7063 - accuracy: 0.0064 - val_loss: 1.6783 - val_accuracy: 0.0021
Epoch 140/500
4225/4225 - 1s - loss: 1.7104 - accuracy: 0.0064 - val_loss: 1.6743 - val_accuracy: 0.0021
Epoch 141/500
4225/4225 - 1s - loss: 1.7067 - accuracy: 0.0064 - val_loss: 1.6926 - val_accuracy: 0.0021
Epoch 142/500
4225/4225 - 1s - loss: 1.7008 - accuracy: 0.0064 - val_loss: 1.6843 - val_accuracy: 0.0021
Epoch 143/500
4225/4225 - 1s - loss: 1.7012 - accuracy: 0.0064 - val_loss: 2.9329 - val_accuracy: 0.0021
Epoch 144/500
4225/4225 - 1s - loss: 1.7424 - accuracy: 0.0064 - val_loss: 1.6929 - val_accuracy: 0.0021
Epoch 145/500
4225/4225 - 1s - loss: 1.7204 - accuracy: 0.0064 - val_loss: 1.6854 - val_accuracy: 0.0021
Epoch 146/500
4225/4225 - 1s - loss: 1.7092 - accuracy: 0.0064 - val_loss: 1.7031 - val_accuracy: 0.0021
Epoch 147/500
4225/4225 - 1s - loss: 1.7023 - accuracy: 0.0064 - val_loss: 1.8449 - val_accuracy: 0.0021
Epoch 148/500
4225/4225 - 1s - loss: 1.7237 - accuracy: 0.0064 - val_loss: 1.6956 - val_accuracy: 0.0021
Epoch 149/500
4225/4225 - 1s - loss: 1.7106 - accuracy: 0.0064 - val_loss: 1.6734 - val_accuracy: 0.0021
Epoch 150/500
4225/4225 - 1s - loss: 1.7140 - accuracy: 0.0064 - val_loss: 1.6906 - val_accuracy: 0.0021
Epoch 151/500
4225/4225 - 1s - loss: 1.7090 - accuracy: 0.0064 - val_loss: 1.6779 - val_accuracy: 0.0021
Epoch 152/500
4225/4225 - 1s - loss: 1.7055 - accuracy: 0.0064 - val_loss: 1.6845 - val_accuracy: 0.0021
Epoch 153/500
4225/4225 - 1s - loss: 1.7099 - accuracy: 0.0064 - val_loss: 1.6929 - val_accuracy: 0.0021
Epoch 154/500
4225/4225 - 1s - loss: 1.7059 - accuracy: 0.0064 - val_loss: 1.6833 - val_accuracy: 0.0021
Epoch 155/500
4225/4225 - 1s - loss: 1.7082 - accuracy: 0.0064 - val_loss: 1.6955 - val_accuracy: 0.0021
Epoch 156/500
4225/4225 - 1s - loss: 1.7037 - accuracy: 0.0064 - val_loss: 1.6830 - val_accuracy: 0.0021
Epoch 157/500
4225/4225 - 1s - loss: 1.7033 - accuracy: 0.0064 - val_loss: 1.6856 - val_accuracy: 0.0021
Epoch 158/500
4225/4225 - 1s - loss: 1.7065 - accuracy: 0.0064 - val_loss: 1.6778 - val_accuracy: 0.0021
Epoch 159/500
4225/4225 - 1s - loss: 1.7083 - accuracy: 0.0064 - val_loss: 1.6838 - val_accuracy: 0.0021
Epoch 160/500
4225/4225 - 1s - loss: 1.7053 - accuracy: 0.0064 - val_loss: 1.7160 - val_accuracy: 0.0021
Epoch 161/500
4225/4225 - 1s - loss: 1.7033 - accuracy: 0.0064 - val_loss: 1.6621 - val_accuracy: 0.0021
Epoch 162/500
4225/4225 - 1s - loss: 1.6943 - accuracy: 0.0064 - val_loss: 1.6689 - val_accuracy: 0.0021
Epoch 163/500
4225/4225 - 1s - loss: 1.6985 - accuracy: 0.0064 - val_loss: 1.6606 - val_accuracy: 0.0021
Epoch 164/500
4225/4225 - 1s - loss: 1.6993 - accuracy: 0.0064 - val_loss: 1.6786 - val_accuracy: 0.0021
Epoch 165/500
4225/4225 - 1s - loss: 1.6910 - accuracy: 0.0064 - val_loss: 1.6727 - val_accuracy: 0.0021
Epoch 166/500
4225/4225 - 1s - loss: 1.6967 - accuracy: 0.0064 - val_loss: 1.6686 - val_accuracy: 0.0021
Epoch 167/500
4225/4225 - 1s - loss: 1.7067 - accuracy: 0.0064 - val_loss: 1.6592 - val_accuracy: 0.0021
Epoch 168/500
4225/4225 - 1s - loss: 1.6924 - accuracy: 0.0064 - val_loss: 1.6498 - val_accuracy: 0.0021
Epoch 169/500
4225/4225 - 1s - loss: 1.7029 - accuracy: 0.0064 - val_loss: 1.6746 - val_accuracy: 0.0021
Epoch 170/500
4225/4225 - 1s - loss: 1.7003 - accuracy: 0.0064 - val_loss: 1.6897 - val_accuracy: 0.0021
Epoch 171/500
4225/4225 - 1s - loss: 1.6985 - accuracy: 0.0064 - val_loss: 1.6539 - val_accuracy: 0.0021
Epoch 172/500
4225/4225 - 1s - loss: 1.6887 - accuracy: 0.0064 - val_loss: 1.6455 - val_accuracy: 0.0021
Epoch 173/500
4225/4225 - 1s - loss: 1.7330 - accuracy: 0.0064 - val_loss: 1.6888 - val_accuracy: 0.0021
Epoch 174/500
4225/4225 - 1s - loss: 1.7048 - accuracy: 0.0064 - val_loss: 1.6939 - val_accuracy: 0.0021
Epoch 175/500
4225/4225 - 1s - loss: 1.7108 - accuracy: 0.0064 - val_loss: 1.6802 - val_accuracy: 0.0021
Epoch 176/500
4225/4225 - 1s - loss: 1.7072 - accuracy: 0.0064 - val_loss: 1.6814 - val_accuracy: 0.0021
Epoch 177/500
4225/4225 - 1s - loss: 1.6964 - accuracy: 0.0064 - val_loss: 1.7163 - val_accuracy: 0.0021
Epoch 178/500
4225/4225 - 1s - loss: 1.6941 - accuracy: 0.0064 - val_loss: 1.6720 - val_accuracy: 0.0021
Epoch 179/500
4225/4225 - 1s - loss: 1.6911 - accuracy: 0.0064 - val_loss: 1.9027 - val_accuracy: 0.0021
Epoch 180/500
4225/4225 - 1s - loss: 1.7079 - accuracy: 0.0064 - val_loss: 1.6885 - val_accuracy: 0.0021
Epoch 181/500
4225/4225 - 1s - loss: 1.6982 - accuracy: 0.0064 - val_loss: 1.6696 - val_accuracy: 0.0021
Epoch 182/500
4225/4225 - 1s - loss: 1.6995 - accuracy: 0.0064 - val_loss: 1.6628 - val_accuracy: 0.0021
Epoch 183/500
4225/4225 - 1s - loss: 1.6964 - accuracy: 0.0064 - val_loss: 1.6763 - val_accuracy: 0.0021
Epoch 184/500
4225/4225 - 1s - loss: 1.6987 - accuracy: 0.0064 - val_loss: 1.6713 - val_accuracy: 0.0021
Epoch 185/500
4225/4225 - 1s - loss: 1.7006 - accuracy: 0.0064 - val_loss: 1.6565 - val_accuracy: 0.0021
Epoch 186/500
4225/4225 - 1s - loss: 1.6913 - accuracy: 0.0064 - val_loss: 1.6926 - val_accuracy: 0.0021
Epoch 187/500
4225/4225 - 1s - loss: 1.6953 - accuracy: 0.0064 - val_loss: 1.6662 - val_accuracy: 0.0021
Epoch 188/500
4225/4225 - 1s - loss: 1.6923 - accuracy: 0.0064 - val_loss: 1.6381 - val_accuracy: 0.0021
Epoch 189/500
4225/4225 - 1s - loss: 1.6909 - accuracy: 0.0064 - val_loss: 1.6474 - val_accuracy: 0.0021
Epoch 190/500
4225/4225 - 1s - loss: 1.6832 - accuracy: 0.0064 - val_loss: 1.6828 - val_accuracy: 0.0021
Epoch 191/500
4225/4225 - 1s - loss: 1.6970 - accuracy: 0.0064 - val_loss: 1.7139 - val_accuracy: 0.0021
Epoch 192/500
4225/4225 - 1s - loss: 1.6983 - accuracy: 0.0064 - val_loss: 1.6581 - val_accuracy: 0.0021
Epoch 193/500
4225/4225 - 1s - loss: 1.6945 - accuracy: 0.0064 - val_loss: 1.6606 - val_accuracy: 0.0021
Epoch 194/500
4225/4225 - 1s - loss: 1.6884 - accuracy: 0.0064 - val_loss: 1.6727 - val_accuracy: 0.0021
Epoch 195/500
4225/4225 - 1s - loss: 1.6970 - accuracy: 0.0064 - val_loss: 1.6587 - val_accuracy: 0.0021
Epoch 196/500
4225/4225 - 1s - loss: 1.6828 - accuracy: 0.0064 - val_loss: 1.6491 - val_accuracy: 0.0021
Epoch 197/500
4225/4225 - 1s - loss: 1.6806 - accuracy: 0.0064 - val_loss: 1.6522 - val_accuracy: 0.0021
Epoch 198/500
4225/4225 - 1s - loss: 1.6798 - accuracy: 0.0064 - val_loss: 1.6486 - val_accuracy: 0.0021
Epoch 199/500
4225/4225 - 1s - loss: 1.6875 - accuracy: 0.0064 - val_loss: 1.6724 - val_accuracy: 0.0021
Epoch 200/500
4225/4225 - 1s - loss: 1.6934 - accuracy: 0.0064 - val_loss: 1.6747 - val_accuracy: 0.0021
Epoch 201/500
4225/4225 - 1s - loss: 1.6842 - accuracy: 0.0064 - val_loss: 1.6350 - val_accuracy: 0.0021
Epoch 202/500
4225/4225 - 1s - loss: 1.6830 - accuracy: 0.0064 - val_loss: 1.6829 - val_accuracy: 0.0021
Epoch 203/500
4225/4225 - 1s - loss: 1.6928 - accuracy: 0.0064 - val_loss: 1.6446 - val_accuracy: 0.0021
Epoch 204/500
4225/4225 - 1s - loss: 1.6818 - accuracy: 0.0064 - val_loss: 1.6620 - val_accuracy: 0.0021
Epoch 205/500
4225/4225 - 1s - loss: 1.6908 - accuracy: 0.0064 - val_loss: 1.6647 - val_accuracy: 0.0021
Epoch 206/500
4225/4225 - 1s - loss: 1.6882 - accuracy: 0.0064 - val_loss: 1.6558 - val_accuracy: 0.0021
Epoch 207/500
4225/4225 - 1s - loss: 1.6776 - accuracy: 0.0064 - val_loss: 1.6464 - val_accuracy: 0.0021
Epoch 208/500
4225/4225 - 1s - loss: 1.6823 - accuracy: 0.0064 - val_loss: 1.6348 - val_accuracy: 0.0021
Epoch 209/500
4225/4225 - 1s - loss: 1.6819 - accuracy: 0.0064 - val_loss: 1.6549 - val_accuracy: 0.0021
Epoch 210/500
4225/4225 - 1s - loss: 1.6868 - accuracy: 0.0064 - val_loss: 1.6854 - val_accuracy: 0.0021
Epoch 211/500
4225/4225 - 1s - loss: 1.6969 - accuracy: 0.0064 - val_loss: 1.6899 - val_accuracy: 0.0021
Epoch 212/500
4225/4225 - 1s - loss: 1.6945 - accuracy: 0.0064 - val_loss: 1.6620 - val_accuracy: 0.0021
Epoch 213/500
4225/4225 - 1s - loss: 1.6852 - accuracy: 0.0064 - val_loss: 1.6554 - val_accuracy: 0.0021
Epoch 214/500
4225/4225 - 1s - loss: 1.6833 - accuracy: 0.0064 - val_loss: 1.6691 - val_accuracy: 0.0021
Epoch 215/500
4225/4225 - 1s - loss: 1.6790 - accuracy: 0.0064 - val_loss: 1.6629 - val_accuracy: 0.0021
Epoch 216/500
4225/4225 - 1s - loss: 1.6797 - accuracy: 0.0064 - val_loss: 1.6439 - val_accuracy: 0.0021
Epoch 217/500
4225/4225 - 1s - loss: 1.6894 - accuracy: 0.0064 - val_loss: 1.6499 - val_accuracy: 0.0021
Epoch 218/500
4225/4225 - 1s - loss: 1.6795 - accuracy: 0.0064 - val_loss: 1.6343 - val_accuracy: 0.0021
Epoch 219/500
4225/4225 - 1s - loss: 1.6844 - accuracy: 0.0064 - val_loss: 1.6566 - val_accuracy: 0.0021
Epoch 220/500
4225/4225 - 1s - loss: 1.6825 - accuracy: 0.0064 - val_loss: 1.6797 - val_accuracy: 0.0021
Epoch 221/500
4225/4225 - 1s - loss: 1.6839 - accuracy: 0.0064 - val_loss: 1.6469 - val_accuracy: 0.0021
Epoch 222/500
4225/4225 - 1s - loss: 1.6843 - accuracy: 0.0064 - val_loss: 1.6489 - val_accuracy: 0.0021
Epoch 223/500
4225/4225 - 1s - loss: 1.6840 - accuracy: 0.0064 - val_loss: 1.6595 - val_accuracy: 0.0021
Epoch 224/500
4225/4225 - 1s - loss: 1.6749 - accuracy: 0.0064 - val_loss: 1.6350 - val_accuracy: 0.0021
Epoch 225/500
4225/4225 - 1s - loss: 1.6968 - accuracy: 0.0064 - val_loss: 1.6990 - val_accuracy: 0.0021
Epoch 226/500
4225/4225 - 1s - loss: 1.7124 - accuracy: 0.0064 - val_loss: 1.6969 - val_accuracy: 0.0021
Epoch 227/500
4225/4225 - 1s - loss: 1.7076 - accuracy: 0.0064 - val_loss: 1.6984 - val_accuracy: 0.0021
Epoch 228/500
4225/4225 - 1s - loss: 1.6941 - accuracy: 0.0064 - val_loss: 1.6769 - val_accuracy: 0.0021
Epoch 229/500
4225/4225 - 1s - loss: 1.6831 - accuracy: 0.0064 - val_loss: 1.6515 - val_accuracy: 0.0021
Epoch 230/500
4225/4225 - 1s - loss: 1.6810 - accuracy: 0.0064 - val_loss: 1.6500 - val_accuracy: 0.0021
Epoch 231/500
4225/4225 - 1s - loss: 1.6919 - accuracy: 0.0064 - val_loss: 1.7010 - val_accuracy: 0.0021
Epoch 232/500
4225/4225 - 1s - loss: 1.6907 - accuracy: 0.0064 - val_loss: 1.6336 - val_accuracy: 0.0021
Epoch 233/500
4225/4225 - 1s - loss: 1.6835 - accuracy: 0.0064 - val_loss: 1.6341 - val_accuracy: 0.0021
Epoch 234/500
4225/4225 - 1s - loss: 1.6831 - accuracy: 0.0064 - val_loss: 1.6478 - val_accuracy: 0.0021
Epoch 235/500
4225/4225 - 1s - loss: 1.6797 - accuracy: 0.0064 - val_loss: 1.6420 - val_accuracy: 0.0021
Epoch 236/500
4225/4225 - 1s - loss: 1.6752 - accuracy: 0.0064 - val_loss: 1.6422 - val_accuracy: 0.0021
Epoch 237/500
4225/4225 - 1s - loss: 1.6698 - accuracy: 0.0064 - val_loss: 1.7114 - val_accuracy: 0.0021
Epoch 238/500
4225/4225 - 1s - loss: 1.6863 - accuracy: 0.0064 - val_loss: 1.6369 - val_accuracy: 0.0021
Epoch 239/500
4225/4225 - 1s - loss: 1.6771 - accuracy: 0.0064 - val_loss: 1.6348 - val_accuracy: 0.0021
Epoch 240/500
4225/4225 - 1s - loss: 1.6726 - accuracy: 0.0064 - val_loss: 1.6550 - val_accuracy: 0.0021
Epoch 241/500
4225/4225 - 1s - loss: 1.6974 - accuracy: 0.0064 - val_loss: 1.6975 - val_accuracy: 0.0021
Epoch 242/500
4225/4225 - 1s - loss: 1.6936 - accuracy: 0.0064 - val_loss: 1.6518 - val_accuracy: 0.0021
Epoch 243/500
4225/4225 - 1s - loss: 1.6882 - accuracy: 0.0064 - val_loss: 1.6702 - val_accuracy: 0.0021
Epoch 244/500
4225/4225 - 1s - loss: 1.6926 - accuracy: 0.0064 - val_loss: 1.7039 - val_accuracy: 0.0021
Epoch 245/500
4225/4225 - 1s - loss: 1.6782 - accuracy: 0.0064 - val_loss: 1.6312 - val_accuracy: 0.0021
Epoch 246/500
4225/4225 - 1s - loss: 1.6725 - accuracy: 0.0064 - val_loss: 1.6345 - val_accuracy: 0.0021
Epoch 247/500
4225/4225 - 1s - loss: 1.6895 - accuracy: 0.0064 - val_loss: 1.6466 - val_accuracy: 0.0021
Epoch 248/500
4225/4225 - 1s - loss: 1.6832 - accuracy: 0.0064 - val_loss: 1.6654 - val_accuracy: 0.0021
Epoch 249/500
4225/4225 - 1s - loss: 1.6840 - accuracy: 0.0064 - val_loss: 1.6861 - val_accuracy: 0.0021
Epoch 250/500
4225/4225 - 1s - loss: 1.6843 - accuracy: 0.0064 - val_loss: 1.6569 - val_accuracy: 0.0021
Epoch 251/500
4225/4225 - 1s - loss: 1.6746 - accuracy: 0.0064 - val_loss: 1.6564 - val_accuracy: 0.0021
Epoch 252/500
4225/4225 - 1s - loss: 1.6950 - accuracy: 0.0064 - val_loss: 1.6519 - val_accuracy: 0.0021
Epoch 253/500
4225/4225 - 1s - loss: 1.6834 - accuracy: 0.0064 - val_loss: 1.6785 - val_accuracy: 0.0021
Epoch 254/500
4225/4225 - 1s - loss: 1.6765 - accuracy: 0.0064 - val_loss: 1.6382 - val_accuracy: 0.0021
Epoch 255/500
4225/4225 - 1s - loss: 1.6792 - accuracy: 0.0064 - val_loss: 1.6412 - val_accuracy: 0.0021
Epoch 256/500
4225/4225 - 1s - loss: 1.6737 - accuracy: 0.0064 - val_loss: 1.6750 - val_accuracy: 0.0021
Epoch 257/500
4225/4225 - 1s - loss: 1.6760 - accuracy: 0.0064 - val_loss: 1.6810 - val_accuracy: 0.0021
Epoch 258/500
4225/4225 - 1s - loss: 1.6791 - accuracy: 0.0064 - val_loss: 1.6570 - val_accuracy: 0.0021
Epoch 259/500
4225/4225 - 1s - loss: 1.6868 - accuracy: 0.0064 - val_loss: 1.6454 - val_accuracy: 0.0021
Epoch 260/500
4225/4225 - 1s - loss: 1.6761 - accuracy: 0.0064 - val_loss: 1.6426 - val_accuracy: 0.0021
Epoch 261/500
4225/4225 - 1s - loss: 1.6858 - accuracy: 0.0064 - val_loss: 1.6728 - val_accuracy: 0.0021
Epoch 262/500
4225/4225 - 1s - loss: 1.6829 - accuracy: 0.0064 - val_loss: 1.6582 - val_accuracy: 0.0021
Epoch 263/500
4225/4225 - 1s - loss: 1.6753 - accuracy: 0.0064 - val_loss: 1.6564 - val_accuracy: 0.0021
Epoch 264/500
4225/4225 - 1s - loss: 1.6866 - accuracy: 0.0064 - val_loss: 1.7016 - val_accuracy: 0.0021
Epoch 265/500
4225/4225 - 1s - loss: 1.6804 - accuracy: 0.0064 - val_loss: 1.6741 - val_accuracy: 0.0021
Epoch 266/500
4225/4225 - 1s - loss: 1.6819 - accuracy: 0.0064 - val_loss: 1.6562 - val_accuracy: 0.0021
Epoch 267/500
4225/4225 - 1s - loss: 1.6842 - accuracy: 0.0064 - val_loss: 1.6819 - val_accuracy: 0.0021
Epoch 268/500
4225/4225 - 1s - loss: 1.6797 - accuracy: 0.0064 - val_loss: 1.6735 - val_accuracy: 0.0021
Epoch 269/500
4225/4225 - 1s - loss: 1.6818 - accuracy: 0.0064 - val_loss: 1.6775 - val_accuracy: 0.0021
Epoch 270/500
4225/4225 - 1s - loss: 1.6733 - accuracy: 0.0064 - val_loss: 1.7251 - val_accuracy: 0.0021
Epoch 271/500
4225/4225 - 1s - loss: 1.6834 - accuracy: 0.0064 - val_loss: 1.6585 - val_accuracy: 0.0021
Epoch 272/500
4225/4225 - 1s - loss: 1.6882 - accuracy: 0.0064 - val_loss: 1.7042 - val_accuracy: 0.0021
Epoch 273/500
4225/4225 - 1s - loss: 1.7005 - accuracy: 0.0064 - val_loss: 1.6962 - val_accuracy: 0.0021
Epoch 274/500
4225/4225 - 1s - loss: 1.6977 - accuracy: 0.0064 - val_loss: 1.7114 - val_accuracy: 0.0021
Epoch 275/500
4225/4225 - 1s - loss: 1.6889 - accuracy: 0.0064 - val_loss: 1.6789 - val_accuracy: 0.0021
Epoch 276/500
4225/4225 - 1s - loss: 1.6961 - accuracy: 0.0064 - val_loss: 1.6901 - val_accuracy: 0.0021
Epoch 277/500
4225/4225 - 1s - loss: 1.6826 - accuracy: 0.0064 - val_loss: 1.6791 - val_accuracy: 0.0021
Epoch 278/500
4225/4225 - 1s - loss: 1.6868 - accuracy: 0.0064 - val_loss: 1.6730 - val_accuracy: 0.0021
Epoch 279/500
4225/4225 - 1s - loss: 1.6975 - accuracy: 0.0064 - val_loss: 1.6942 - val_accuracy: 0.0021
Epoch 280/500
4225/4225 - 1s - loss: 1.6876 - accuracy: 0.0064 - val_loss: 1.6977 - val_accuracy: 0.0021
Epoch 281/500
4225/4225 - 1s - loss: 1.6953 - accuracy: 0.0064 - val_loss: 1.6937 - val_accuracy: 0.0021
Epoch 282/500
4225/4225 - 1s - loss: 1.6792 - accuracy: 0.0064 - val_loss: 1.6563 - val_accuracy: 0.0021
Epoch 283/500
4225/4225 - 1s - loss: 1.6914 - accuracy: 0.0064 - val_loss: 1.6760 - val_accuracy: 0.0021
Epoch 284/500
4225/4225 - 1s - loss: 1.6766 - accuracy: 0.0064 - val_loss: 1.6591 - val_accuracy: 0.0021
Epoch 285/500
4225/4225 - 1s - loss: 1.6784 - accuracy: 0.0064 - val_loss: 2.4283 - val_accuracy: 0.0021
Epoch 286/500
4225/4225 - 1s - loss: 1.6971 - accuracy: 0.0064 - val_loss: 1.6397 - val_accuracy: 0.0021
Epoch 287/500
4225/4225 - 1s - loss: 1.6849 - accuracy: 0.0064 - val_loss: 1.6466 - val_accuracy: 0.0021
Epoch 288/500
4225/4225 - 1s - loss: 1.6770 - accuracy: 0.0064 - val_loss: 1.7022 - val_accuracy: 0.0021
Epoch 289/500
4225/4225 - 1s - loss: 1.6795 - accuracy: 0.0064 - val_loss: 1.6569 - val_accuracy: 0.0021
Epoch 290/500
4225/4225 - 1s - loss: 1.6727 - accuracy: 0.0064 - val_loss: 1.6577 - val_accuracy: 0.0021
Epoch 291/500
4225/4225 - 1s - loss: 1.6965 - accuracy: 0.0064 - val_loss: 1.7169 - val_accuracy: 0.0021
Epoch 292/500
4225/4225 - 1s - loss: 1.6991 - accuracy: 0.0064 - val_loss: 1.6858 - val_accuracy: 0.0021
Epoch 293/500
4225/4225 - 1s - loss: 1.6795 - accuracy: 0.0064 - val_loss: 1.6581 - val_accuracy: 0.0021
Epoch 294/500
4225/4225 - 1s - loss: 1.6776 - accuracy: 0.0064 - val_loss: 1.6616 - val_accuracy: 0.0021
Epoch 295/500
4225/4225 - 1s - loss: 1.6731 - accuracy: 0.0064 - val_loss: 1.6672 - val_accuracy: 0.0021
Epoch 296/500
4225/4225 - 1s - loss: 1.6761 - accuracy: 0.0064 - val_loss: 1.6459 - val_accuracy: 0.0021
Epoch 297/500
4225/4225 - 1s - loss: 1.6858 - accuracy: 0.0064 - val_loss: 1.6562 - val_accuracy: 0.0021
Epoch 298/500
4225/4225 - 1s - loss: 1.6791 - accuracy: 0.0064 - val_loss: 1.6894 - val_accuracy: 0.0021
Epoch 299/500
4225/4225 - 1s - loss: 1.6757 - accuracy: 0.0064 - val_loss: 1.6661 - val_accuracy: 0.0021
Epoch 300/500
4225/4225 - 1s - loss: 1.6791 - accuracy: 0.0064 - val_loss: 1.6700 - val_accuracy: 0.0021
Epoch 301/500
4225/4225 - 1s - loss: 1.6705 - accuracy: 0.0064 - val_loss: 1.6654 - val_accuracy: 0.0021
Epoch 302/500
4225/4225 - 1s - loss: 1.6729 - accuracy: 0.0064 - val_loss: 1.6486 - val_accuracy: 0.0021
Epoch 303/500
4225/4225 - 1s - loss: 1.6785 - accuracy: 0.0064 - val_loss: 1.6608 - val_accuracy: 0.0021
Epoch 304/500
4225/4225 - 1s - loss: 1.6732 - accuracy: 0.0064 - val_loss: 1.6525 - val_accuracy: 0.0021
Epoch 305/500
4225/4225 - 1s - loss: 1.6720 - accuracy: 0.0064 - val_loss: 1.6628 - val_accuracy: 0.0021
Epoch 306/500
4225/4225 - 1s - loss: 1.6732 - accuracy: 0.0064 - val_loss: 1.6620 - val_accuracy: 0.0021
Epoch 307/500
4225/4225 - 1s - loss: 1.6734 - accuracy: 0.0064 - val_loss: 1.6599 - val_accuracy: 0.0021
Epoch 308/500
4225/4225 - 1s - loss: 1.6792 - accuracy: 0.0064 - val_loss: 1.6641 - val_accuracy: 0.0021
Epoch 309/500
4225/4225 - 1s - loss: 1.6740 - accuracy: 0.0064 - val_loss: 1.6593 - val_accuracy: 0.0021
Epoch 310/500
4225/4225 - 1s - loss: 1.6667 - accuracy: 0.0064 - val_loss: 1.6621 - val_accuracy: 0.0021
Epoch 311/500
4225/4225 - 1s - loss: 1.6766 - accuracy: 0.0064 - val_loss: 1.6709 - val_accuracy: 0.0021
Epoch 312/500
4225/4225 - 1s - loss: 1.6698 - accuracy: 0.0064 - val_loss: 1.6590 - val_accuracy: 0.0021
Epoch 313/500
4225/4225 - 1s - loss: 1.6733 - accuracy: 0.0064 - val_loss: 1.6492 - val_accuracy: 0.0021
Epoch 314/500
4225/4225 - 1s - loss: 1.6752 - accuracy: 0.0064 - val_loss: 1.6556 - val_accuracy: 0.0021
Epoch 315/500
4225/4225 - 1s - loss: 1.6736 - accuracy: 0.0064 - val_loss: 1.6956 - val_accuracy: 0.0021
Epoch 316/500
4225/4225 - 1s - loss: 1.6715 - accuracy: 0.0064 - val_loss: 1.6564 - val_accuracy: 0.0021
Epoch 317/500
4225/4225 - 1s - loss: 1.6701 - accuracy: 0.0064 - val_loss: 1.6755 - val_accuracy: 0.0021
Epoch 318/500
4225/4225 - 1s - loss: 1.6931 - accuracy: 0.0064 - val_loss: 1.6581 - val_accuracy: 0.0021
Epoch 319/500
4225/4225 - 1s - loss: 1.6798 - accuracy: 0.0064 - val_loss: 1.6509 - val_accuracy: 0.0021
Epoch 320/500
4225/4225 - 1s - loss: 1.6776 - accuracy: 0.0064 - val_loss: 1.6479 - val_accuracy: 0.0021
Epoch 321/500
4225/4225 - 1s - loss: 1.6674 - accuracy: 0.0064 - val_loss: 1.6563 - val_accuracy: 0.0021
Epoch 322/500
4225/4225 - 1s - loss: 1.6781 - accuracy: 0.0064 - val_loss: 1.6445 - val_accuracy: 0.0021
Epoch 323/500
4225/4225 - 1s - loss: 1.6744 - accuracy: 0.0064 - val_loss: 1.6569 - val_accuracy: 0.0021
Epoch 324/500
4225/4225 - 1s - loss: 1.6792 - accuracy: 0.0064 - val_loss: 1.6418 - val_accuracy: 0.0021
Epoch 325/500
4225/4225 - 1s - loss: 1.6871 - accuracy: 0.0064 - val_loss: 1.6703 - val_accuracy: 0.0021
Epoch 326/500
4225/4225 - 1s - loss: 1.6985 - accuracy: 0.0064 - val_loss: 1.6900 - val_accuracy: 0.0021
Epoch 327/500
4225/4225 - 1s - loss: 1.6906 - accuracy: 0.0064 - val_loss: 1.6613 - val_accuracy: 0.0021
Epoch 328/500
4225/4225 - 1s - loss: 1.6729 - accuracy: 0.0064 - val_loss: 1.6352 - val_accuracy: 0.0021
Epoch 329/500
4225/4225 - 1s - loss: 1.6689 - accuracy: 0.0064 - val_loss: 1.6456 - val_accuracy: 0.0021
Epoch 330/500
4225/4225 - 1s - loss: 1.6723 - accuracy: 0.0064 - val_loss: 1.6506 - val_accuracy: 0.0021
Epoch 331/500
4225/4225 - 1s - loss: 1.6702 - accuracy: 0.0064 - val_loss: 1.6532 - val_accuracy: 0.0021
Epoch 332/500
4225/4225 - 1s - loss: 1.6737 - accuracy: 0.0064 - val_loss: 1.6600 - val_accuracy: 0.0021
Epoch 333/500
4225/4225 - 1s - loss: 1.6794 - accuracy: 0.0064 - val_loss: 1.6956 - val_accuracy: 0.0021
Epoch 334/500
4225/4225 - 1s - loss: 1.6966 - accuracy: 0.0064 - val_loss: 1.6520 - val_accuracy: 0.0021
Epoch 335/500
4225/4225 - 1s - loss: 1.6721 - accuracy: 0.0064 - val_loss: 1.6565 - val_accuracy: 0.0021
Epoch 336/500
4225/4225 - 1s - loss: 1.6867 - accuracy: 0.0064 - val_loss: 1.6655 - val_accuracy: 0.0021
Epoch 337/500
4225/4225 - 1s - loss: 1.6804 - accuracy: 0.0064 - val_loss: 1.6665 - val_accuracy: 0.0021
Epoch 338/500
4225/4225 - 1s - loss: 1.6775 - accuracy: 0.0064 - val_loss: 1.6648 - val_accuracy: 0.0021
Epoch 339/500
4225/4225 - 1s - loss: 1.6790 - accuracy: 0.0064 - val_loss: 1.6495 - val_accuracy: 0.0021
Epoch 340/500
4225/4225 - 1s - loss: 1.6687 - accuracy: 0.0064 - val_loss: 1.6523 - val_accuracy: 0.0021
Epoch 341/500
4225/4225 - 1s - loss: 1.6663 - accuracy: 0.0064 - val_loss: 1.6475 - val_accuracy: 0.0021
Epoch 342/500
4225/4225 - 1s - loss: 1.6654 - accuracy: 0.0064 - val_loss: 1.7384 - val_accuracy: 0.0021
Epoch 343/500
4225/4225 - 1s - loss: 1.6875 - accuracy: 0.0064 - val_loss: 1.6630 - val_accuracy: 0.0021
Epoch 344/500
4225/4225 - 1s - loss: 1.6744 - accuracy: 0.0064 - val_loss: 1.6714 - val_accuracy: 0.0021
Epoch 345/500
4225/4225 - 1s - loss: 1.6679 - accuracy: 0.0064 - val_loss: 1.6351 - val_accuracy: 0.0021
Epoch 346/500
4225/4225 - 1s - loss: 1.6710 - accuracy: 0.0064 - val_loss: 1.6710 - val_accuracy: 0.0021
Epoch 347/500
4225/4225 - 1s - loss: 1.6738 - accuracy: 0.0064 - val_loss: 1.6510 - val_accuracy: 0.0021
Epoch 348/500
4225/4225 - 1s - loss: 1.6982 - accuracy: 0.0064 - val_loss: 1.6421 - val_accuracy: 0.0021
Epoch 349/500
4225/4225 - 1s - loss: 1.6691 - accuracy: 0.0064 - val_loss: 1.6410 - val_accuracy: 0.0021
Epoch 350/500
4225/4225 - 1s - loss: 1.6695 - accuracy: 0.0064 - val_loss: 1.6400 - val_accuracy: 0.0021
Epoch 351/500
4225/4225 - 1s - loss: 1.6743 - accuracy: 0.0064 - val_loss: 1.6853 - val_accuracy: 0.0021
Epoch 352/500
4225/4225 - 1s - loss: 1.6682 - accuracy: 0.0064 - val_loss: 1.6449 - val_accuracy: 0.0021
Epoch 353/500
4225/4225 - 1s - loss: 1.6709 - accuracy: 0.0064 - val_loss: 1.6442 - val_accuracy: 0.0021
Epoch 354/500
4225/4225 - 1s - loss: 1.6748 - accuracy: 0.0064 - val_loss: 1.6492 - val_accuracy: 0.0021
Epoch 355/500
4225/4225 - 1s - loss: 1.6730 - accuracy: 0.0064 - val_loss: 1.6334 - val_accuracy: 0.0021
Epoch 356/500
4225/4225 - 1s - loss: 1.6874 - accuracy: 0.0064 - val_loss: 1.6644 - val_accuracy: 0.0021
Epoch 357/500
4225/4225 - 1s - loss: 1.6696 - accuracy: 0.0064 - val_loss: 1.6473 - val_accuracy: 0.0021
Epoch 358/500
4225/4225 - 1s - loss: 1.6844 - accuracy: 0.0064 - val_loss: 1.6883 - val_accuracy: 0.0021
Epoch 359/500
4225/4225 - 1s - loss: 1.6915 - accuracy: 0.0064 - val_loss: 1.6323 - val_accuracy: 0.0021
Epoch 360/500
4225/4225 - 1s - loss: 1.6714 - accuracy: 0.0064 - val_loss: 1.6491 - val_accuracy: 0.0021
Epoch 361/500
4225/4225 - 1s - loss: 1.6915 - accuracy: 0.0064 - val_loss: 1.6483 - val_accuracy: 0.0021
Epoch 362/500
4225/4225 - 1s - loss: 1.6979 - accuracy: 0.0064 - val_loss: 1.6749 - val_accuracy: 0.0021
Epoch 363/500
4225/4225 - 1s - loss: 1.6741 - accuracy: 0.0064 - val_loss: 1.6674 - val_accuracy: 0.0021
Epoch 364/500
4225/4225 - 1s - loss: 1.6735 - accuracy: 0.0064 - val_loss: 1.6376 - val_accuracy: 0.0021
Epoch 365/500
4225/4225 - 1s - loss: 1.6656 - accuracy: 0.0064 - val_loss: 1.6364 - val_accuracy: 0.0021
Epoch 366/500
4225/4225 - 1s - loss: 1.6687 - accuracy: 0.0064 - val_loss: 1.6275 - val_accuracy: 0.0021
Epoch 367/500
4225/4225 - 1s - loss: 1.6648 - accuracy: 0.0064 - val_loss: 1.7073 - val_accuracy: 0.0021
Epoch 368/500
4225/4225 - 1s - loss: 1.6765 - accuracy: 0.0064 - val_loss: 1.6450 - val_accuracy: 0.0021
Epoch 369/500
4225/4225 - 1s - loss: 1.6733 - accuracy: 0.0064 - val_loss: 1.6471 - val_accuracy: 0.0021
Epoch 370/500
4225/4225 - 1s - loss: 1.6644 - accuracy: 0.0064 - val_loss: 1.6350 - val_accuracy: 0.0021
Epoch 371/500
4225/4225 - 1s - loss: 1.6681 - accuracy: 0.0064 - val_loss: 1.6592 - val_accuracy: 0.0021
Epoch 372/500
4225/4225 - 1s - loss: 1.6669 - accuracy: 0.0064 - val_loss: 1.6317 - val_accuracy: 0.0021
Epoch 373/500
4225/4225 - 1s - loss: 1.6673 - accuracy: 0.0064 - val_loss: 1.6383 - val_accuracy: 0.0021
Epoch 374/500
4225/4225 - 1s - loss: 1.6658 - accuracy: 0.0064 - val_loss: 1.6386 - val_accuracy: 0.0021
Epoch 375/500
4225/4225 - 1s - loss: 1.6637 - accuracy: 0.0064 - val_loss: 1.6318 - val_accuracy: 0.0021
Epoch 376/500
4225/4225 - 1s - loss: 1.6636 - accuracy: 0.0064 - val_loss: 1.6640 - val_accuracy: 0.0021
Epoch 377/500
4225/4225 - 1s - loss: 1.6729 - accuracy: 0.0064 - val_loss: 1.6415 - val_accuracy: 0.0021
Epoch 378/500
4225/4225 - 1s - loss: 1.6653 - accuracy: 0.0064 - val_loss: 1.6312 - val_accuracy: 0.0021
Epoch 379/500
4225/4225 - 1s - loss: 1.6650 - accuracy: 0.0064 - val_loss: 1.6525 - val_accuracy: 0.0021
Epoch 380/500
4225/4225 - 1s - loss: 1.6631 - accuracy: 0.0064 - val_loss: 1.6361 - val_accuracy: 0.0021
Epoch 381/500
4225/4225 - 1s - loss: 1.6674 - accuracy: 0.0064 - val_loss: 1.6517 - val_accuracy: 0.0021
Epoch 382/500
4225/4225 - 1s - loss: 1.6696 - accuracy: 0.0064 - val_loss: 1.6369 - val_accuracy: 0.0021
Epoch 383/500
4225/4225 - 1s - loss: 1.6715 - accuracy: 0.0064 - val_loss: 1.6338 - val_accuracy: 0.0021
Epoch 384/500
4225/4225 - 1s - loss: 1.6711 - accuracy: 0.0064 - val_loss: 1.6486 - val_accuracy: 0.0021
Epoch 385/500
4225/4225 - 1s - loss: 1.6634 - accuracy: 0.0064 - val_loss: 1.6397 - val_accuracy: 0.0021
Epoch 386/500
4225/4225 - 1s - loss: 1.6632 - accuracy: 0.0064 - val_loss: 1.6334 - val_accuracy: 0.0021
Epoch 387/500
4225/4225 - 1s - loss: 1.6665 - accuracy: 0.0064 - val_loss: 1.6933 - val_accuracy: 0.0021
Epoch 388/500
4225/4225 - 1s - loss: 1.6714 - accuracy: 0.0064 - val_loss: 1.6635 - val_accuracy: 0.0021
Epoch 389/500
4225/4225 - 1s - loss: 1.6643 - accuracy: 0.0064 - val_loss: 1.6345 - val_accuracy: 0.0021
Epoch 390/500
4225/4225 - 1s - loss: 1.6698 - accuracy: 0.0064 - val_loss: 1.6325 - val_accuracy: 0.0021
Epoch 391/500
4225/4225 - 1s - loss: 1.6751 - accuracy: 0.0064 - val_loss: 1.6482 - val_accuracy: 0.0021
Epoch 392/500
4225/4225 - 1s - loss: 1.6653 - accuracy: 0.0064 - val_loss: 1.6417 - val_accuracy: 0.0021
Epoch 393/500
4225/4225 - 1s - loss: 1.6687 - accuracy: 0.0064 - val_loss: 1.6544 - val_accuracy: 0.0021
Epoch 394/500
4225/4225 - 1s - loss: 1.6609 - accuracy: 0.0064 - val_loss: 1.6330 - val_accuracy: 0.0021
Epoch 395/500
4225/4225 - 1s - loss: 1.6696 - accuracy: 0.0064 - val_loss: 1.6541 - val_accuracy: 0.0021
Epoch 396/500
4225/4225 - 1s - loss: 1.6631 - accuracy: 0.0064 - val_loss: 1.6468 - val_accuracy: 0.0021
Epoch 397/500
4225/4225 - 1s - loss: 1.6597 - accuracy: 0.0064 - val_loss: 1.6566 - val_accuracy: 0.0021
Epoch 398/500
4225/4225 - 1s - loss: 1.6883 - accuracy: 0.0064 - val_loss: 1.6813 - val_accuracy: 0.0021
Epoch 399/500
4225/4225 - 1s - loss: 1.6736 - accuracy: 0.0064 - val_loss: 1.6505 - val_accuracy: 0.0021
Epoch 400/500
4225/4225 - 1s - loss: 1.6640 - accuracy: 0.0064 - val_loss: 1.6570 - val_accuracy: 0.0021
Epoch 401/500
4225/4225 - 1s - loss: 1.6650 - accuracy: 0.0064 - val_loss: 1.6516 - val_accuracy: 0.0021
Epoch 402/500
4225/4225 - 1s - loss: 1.6619 - accuracy: 0.0064 - val_loss: 1.6351 - val_accuracy: 0.0021
Epoch 403/500
4225/4225 - 1s - loss: 1.6664 - accuracy: 0.0064 - val_loss: 1.6553 - val_accuracy: 0.0021
Epoch 404/500
4225/4225 - 1s - loss: 1.6672 - accuracy: 0.0064 - val_loss: 1.6417 - val_accuracy: 0.0021
Epoch 405/500
4225/4225 - 1s - loss: 1.6637 - accuracy: 0.0064 - val_loss: 1.6555 - val_accuracy: 0.0021
Epoch 406/500
4225/4225 - 1s - loss: 1.6707 - accuracy: 0.0064 - val_loss: 1.6445 - val_accuracy: 0.0021
Epoch 407/500
4225/4225 - 1s - loss: 1.6725 - accuracy: 0.0064 - val_loss: 1.6525 - val_accuracy: 0.0021
Epoch 408/500
4225/4225 - 1s - loss: 1.6845 - accuracy: 0.0064 - val_loss: 1.6915 - val_accuracy: 0.0021
Epoch 409/500
4225/4225 - 1s - loss: 1.6762 - accuracy: 0.0064 - val_loss: 1.6422 - val_accuracy: 0.0021
Epoch 410/500
4225/4225 - 1s - loss: 1.6693 - accuracy: 0.0064 - val_loss: 1.6473 - val_accuracy: 0.0021
Epoch 411/500
4225/4225 - 1s - loss: 1.6660 - accuracy: 0.0064 - val_loss: 1.6509 - val_accuracy: 0.0021
Epoch 412/500
4225/4225 - 1s - loss: 1.6665 - accuracy: 0.0064 - val_loss: 1.6592 - val_accuracy: 0.0021
Epoch 413/500
4225/4225 - 1s - loss: 1.6647 - accuracy: 0.0064 - val_loss: 1.6259 - val_accuracy: 0.0021
Epoch 414/500
4225/4225 - 1s - loss: 1.6680 - accuracy: 0.0064 - val_loss: 1.6810 - val_accuracy: 0.0021
Epoch 415/500
4225/4225 - 1s - loss: 1.6696 - accuracy: 0.0064 - val_loss: 1.6872 - val_accuracy: 0.0021
Epoch 416/500
4225/4225 - 1s - loss: 1.6746 - accuracy: 0.0064 - val_loss: 1.6433 - val_accuracy: 0.0021
Epoch 417/500
4225/4225 - 1s - loss: 1.6649 - accuracy: 0.0064 - val_loss: 1.6752 - val_accuracy: 0.0021
Epoch 418/500
4225/4225 - 1s - loss: 1.6884 - accuracy: 0.0064 - val_loss: 1.7078 - val_accuracy: 0.0021
Epoch 419/500
4225/4225 - 1s - loss: 1.6945 - accuracy: 0.0064 - val_loss: 1.6937 - val_accuracy: 0.0021
Epoch 420/500
4225/4225 - 1s - loss: 1.6878 - accuracy: 0.0064 - val_loss: 1.6526 - val_accuracy: 0.0021
Epoch 421/500
4225/4225 - 1s - loss: 1.6793 - accuracy: 0.0064 - val_loss: 1.6569 - val_accuracy: 0.0021
Epoch 422/500
4225/4225 - 1s - loss: 1.6790 - accuracy: 0.0064 - val_loss: 1.6419 - val_accuracy: 0.0021
Epoch 423/500
4225/4225 - 1s - loss: 1.6774 - accuracy: 0.0064 - val_loss: 1.6413 - val_accuracy: 0.0021
Epoch 424/500
4225/4225 - 1s - loss: 1.7026 - accuracy: 0.0064 - val_loss: 1.6913 - val_accuracy: 0.0021
Epoch 425/500
4225/4225 - 1s - loss: 1.6781 - accuracy: 0.0064 - val_loss: 1.6614 - val_accuracy: 0.0021
Epoch 426/500
4225/4225 - 1s - loss: 1.6770 - accuracy: 0.0064 - val_loss: 1.6509 - val_accuracy: 0.0021
Epoch 427/500
4225/4225 - 1s - loss: 1.7087 - accuracy: 0.0064 - val_loss: 1.7131 - val_accuracy: 0.0021
Epoch 428/500
4225/4225 - 1s - loss: 1.6955 - accuracy: 0.0064 - val_loss: 1.7035 - val_accuracy: 0.0021
Epoch 429/500
4225/4225 - 1s - loss: 1.6918 - accuracy: 0.0064 - val_loss: 1.7007 - val_accuracy: 0.0021
Epoch 430/500
4225/4225 - 1s - loss: 1.6825 - accuracy: 0.0064 - val_loss: 1.6890 - val_accuracy: 0.0021
Epoch 431/500
4225/4225 - 1s - loss: 1.6760 - accuracy: 0.0064 - val_loss: 1.6378 - val_accuracy: 0.0021
Epoch 432/500
4225/4225 - 1s - loss: 1.6787 - accuracy: 0.0064 - val_loss: 1.6482 - val_accuracy: 0.0021
Epoch 433/500
4225/4225 - 1s - loss: 1.6752 - accuracy: 0.0064 - val_loss: 1.6464 - val_accuracy: 0.0021
Epoch 434/500
4225/4225 - 1s - loss: 1.6689 - accuracy: 0.0064 - val_loss: 1.6754 - val_accuracy: 0.0021
Epoch 435/500
4225/4225 - 1s - loss: 1.6795 - accuracy: 0.0064 - val_loss: 1.7006 - val_accuracy: 0.0021
Epoch 436/500
4225/4225 - 1s - loss: 1.6761 - accuracy: 0.0064 - val_loss: 1.7067 - val_accuracy: 0.0021
Epoch 437/500
4225/4225 - 1s - loss: 1.6643 - accuracy: 0.0064 - val_loss: 1.6863 - val_accuracy: 0.0021
Epoch 438/500
4225/4225 - 1s - loss: 1.6648 - accuracy: 0.0064 - val_loss: 1.6885 - val_accuracy: 0.0021
Epoch 439/500
4225/4225 - 1s - loss: 1.6759 - accuracy: 0.0064 - val_loss: 1.6962 - val_accuracy: 0.0021
Epoch 440/500
4225/4225 - 1s - loss: 1.6710 - accuracy: 0.0064 - val_loss: 1.6616 - val_accuracy: 0.0021
Epoch 441/500
4225/4225 - 1s - loss: 1.6730 - accuracy: 0.0064 - val_loss: 1.6648 - val_accuracy: 0.0021
Epoch 442/500
4225/4225 - 1s - loss: 1.6841 - accuracy: 0.0064 - val_loss: 1.8769 - val_accuracy: 0.0021
Epoch 443/500
4225/4225 - 1s - loss: 1.6755 - accuracy: 0.0064 - val_loss: 1.6572 - val_accuracy: 0.0021
Epoch 444/500
4225/4225 - 1s - loss: 1.6645 - accuracy: 0.0064 - val_loss: 1.6496 - val_accuracy: 0.0021
Epoch 445/500
4225/4225 - 1s - loss: 1.6611 - accuracy: 0.0064 - val_loss: 1.6614 - val_accuracy: 0.0021
Epoch 446/500
4225/4225 - 1s - loss: 1.6623 - accuracy: 0.0064 - val_loss: 1.6525 - val_accuracy: 0.0021
Epoch 447/500
4225/4225 - 1s - loss: 1.6637 - accuracy: 0.0064 - val_loss: 1.6556 - val_accuracy: 0.0021
Epoch 448/500
4225/4225 - 1s - loss: 1.6654 - accuracy: 0.0064 - val_loss: 1.6532 - val_accuracy: 0.0021
Epoch 449/500
4225/4225 - 1s - loss: 1.6634 - accuracy: 0.0064 - val_loss: 1.6696 - val_accuracy: 0.0021
Epoch 450/500
4225/4225 - 1s - loss: 1.6592 - accuracy: 0.0064 - val_loss: 1.6882 - val_accuracy: 0.0021
Epoch 451/500
4225/4225 - 1s - loss: 1.6717 - accuracy: 0.0064 - val_loss: 1.6522 - val_accuracy: 0.0021
Epoch 452/500
4225/4225 - 1s - loss: 1.6728 - accuracy: 0.0064 - val_loss: 1.6550 - val_accuracy: 0.0021
Epoch 453/500
4225/4225 - 1s - loss: 1.6679 - accuracy: 0.0064 - val_loss: 1.6520 - val_accuracy: 0.0021
Epoch 454/500
4225/4225 - 1s - loss: 1.6619 - accuracy: 0.0064 - val_loss: 1.7280 - val_accuracy: 0.0021
Epoch 455/500
4225/4225 - 1s - loss: 1.6816 - accuracy: 0.0064 - val_loss: 1.6536 - val_accuracy: 0.0021
Epoch 456/500
4225/4225 - 1s - loss: 1.6694 - accuracy: 0.0064 - val_loss: 1.6323 - val_accuracy: 0.0021
Epoch 457/500
4225/4225 - 1s - loss: 1.6650 - accuracy: 0.0064 - val_loss: 1.6478 - val_accuracy: 0.0021
Epoch 458/500
4225/4225 - 1s - loss: 1.6690 - accuracy: 0.0064 - val_loss: 1.6365 - val_accuracy: 0.0021
Epoch 459/500
4225/4225 - 1s - loss: 1.6663 - accuracy: 0.0064 - val_loss: 1.6424 - val_accuracy: 0.0021
Epoch 460/500
4225/4225 - 1s - loss: 1.6662 - accuracy: 0.0064 - val_loss: 1.6548 - val_accuracy: 0.0021
Epoch 461/500
4225/4225 - 1s - loss: 1.6764 - accuracy: 0.0064 - val_loss: 1.6505 - val_accuracy: 0.0021
Epoch 462/500
4225/4225 - 1s - loss: 1.6765 - accuracy: 0.0064 - val_loss: 1.6566 - val_accuracy: 0.0021
Epoch 463/500
4225/4225 - 1s - loss: 1.6675 - accuracy: 0.0064 - val_loss: 1.6427 - val_accuracy: 0.0021
Epoch 464/500
4225/4225 - 1s - loss: 1.6700 - accuracy: 0.0064 - val_loss: 1.6495 - val_accuracy: 0.0021
Epoch 465/500
4225/4225 - 1s - loss: 1.6744 - accuracy: 0.0064 - val_loss: 1.6503 - val_accuracy: 0.0021
Epoch 466/500
4225/4225 - 1s - loss: 1.6651 - accuracy: 0.0064 - val_loss: 1.6663 - val_accuracy: 0.0021
Epoch 467/500
4225/4225 - 1s - loss: 1.6652 - accuracy: 0.0064 - val_loss: 1.6287 - val_accuracy: 0.0021
Epoch 468/500
4225/4225 - 1s - loss: 1.6595 - accuracy: 0.0064 - val_loss: 1.6590 - val_accuracy: 0.0021
Epoch 469/500
4225/4225 - 1s - loss: 1.6675 - accuracy: 0.0064 - val_loss: 1.6569 - val_accuracy: 0.0021
Epoch 470/500
4225/4225 - 1s - loss: 1.6616 - accuracy: 0.0064 - val_loss: 1.6403 - val_accuracy: 0.0021
Epoch 471/500
4225/4225 - 1s - loss: 1.6590 - accuracy: 0.0064 - val_loss: 1.6471 - val_accuracy: 0.0021
Epoch 472/500
4225/4225 - 1s - loss: 1.6592 - accuracy: 0.0064 - val_loss: 1.6480 - val_accuracy: 0.0021
Epoch 473/500
4225/4225 - 1s - loss: 1.6597 - accuracy: 0.0064 - val_loss: 1.7241 - val_accuracy: 0.0021
Epoch 474/500
4225/4225 - 1s - loss: 1.6958 - accuracy: 0.0064 - val_loss: 1.6592 - val_accuracy: 0.0021
Epoch 475/500
4225/4225 - 1s - loss: 1.6623 - accuracy: 0.0064 - val_loss: 1.6499 - val_accuracy: 0.0021
Epoch 476/500
4225/4225 - 1s - loss: 1.6646 - accuracy: 0.0064 - val_loss: 1.6547 - val_accuracy: 0.0021
Epoch 477/500
4225/4225 - 1s - loss: 1.6636 - accuracy: 0.0064 - val_loss: 1.6434 - val_accuracy: 0.0021
Epoch 478/500
4225/4225 - 1s - loss: 1.6592 - accuracy: 0.0064 - val_loss: 1.6323 - val_accuracy: 0.0021
Epoch 479/500
4225/4225 - 1s - loss: 1.6677 - accuracy: 0.0064 - val_loss: 1.6322 - val_accuracy: 0.0021
Epoch 480/500
4225/4225 - 1s - loss: 1.6629 - accuracy: 0.0064 - val_loss: 1.6544 - val_accuracy: 0.0021
Epoch 481/500
4225/4225 - 1s - loss: 1.6661 - accuracy: 0.0064 - val_loss: 1.6397 - val_accuracy: 0.0021
Epoch 482/500
4225/4225 - 1s - loss: 1.6636 - accuracy: 0.0064 - val_loss: 1.6499 - val_accuracy: 0.0021
Epoch 483/500
4225/4225 - 1s - loss: 1.6681 - accuracy: 0.0064 - val_loss: 1.6564 - val_accuracy: 0.0021
Epoch 484/500
4225/4225 - 1s - loss: 1.6596 - accuracy: 0.0064 - val_loss: 1.6440 - val_accuracy: 0.0021
Epoch 485/500
4225/4225 - 1s - loss: 1.6615 - accuracy: 0.0064 - val_loss: 1.6388 - val_accuracy: 0.0021
Epoch 486/500
4225/4225 - 1s - loss: 1.6614 - accuracy: 0.0064 - val_loss: 1.6444 - val_accuracy: 0.0021
Epoch 487/500
4225/4225 - 1s - loss: 1.6673 - accuracy: 0.0064 - val_loss: 1.6315 - val_accuracy: 0.0021
Epoch 488/500
4225/4225 - 1s - loss: 1.6588 - accuracy: 0.0064 - val_loss: 1.6406 - val_accuracy: 0.0021
Epoch 489/500
4225/4225 - 1s - loss: 1.6664 - accuracy: 0.0064 - val_loss: 1.6477 - val_accuracy: 0.0021
Epoch 490/500
4225/4225 - 1s - loss: 1.6634 - accuracy: 0.0064 - val_loss: 1.6459 - val_accuracy: 0.0021
Epoch 491/500
4225/4225 - 1s - loss: 1.6618 - accuracy: 0.0064 - val_loss: 1.6416 - val_accuracy: 0.0021
Epoch 492/500
4225/4225 - 1s - loss: 1.6653 - accuracy: 0.0064 - val_loss: 1.6372 - val_accuracy: 0.0021
Epoch 493/500
4225/4225 - 1s - loss: 1.6608 - accuracy: 0.0064 - val_loss: 1.6556 - val_accuracy: 0.0021
Epoch 494/500
4225/4225 - 1s - loss: 1.6584 - accuracy: 0.0064 - val_loss: 1.6627 - val_accuracy: 0.0021
Epoch 495/500
4225/4225 - 1s - loss: 1.6592 - accuracy: 0.0064 - val_loss: 1.6514 - val_accuracy: 0.0021
Epoch 496/500
4225/4225 - 1s - loss: 1.6574 - accuracy: 0.0064 - val_loss: 1.6420 - val_accuracy: 0.0021
Epoch 497/500
4225/4225 - 1s - loss: 1.6633 - accuracy: 0.0064 - val_loss: 1.6537 - val_accuracy: 0.0021
Epoch 498/500
4225/4225 - 1s - loss: 1.6702 - accuracy: 0.0064 - val_loss: 1.6507 - val_accuracy: 0.0021
Epoch 499/500
4225/4225 - 1s - loss: 1.6795 - accuracy: 0.0064 - val_loss: 1.6644 - val_accuracy: 0.0021
Epoch 500/500
4225/4225 - 1s - loss: 1.6659 - accuracy: 0.0064 - val_loss: 1.6340 - val_accuracy: 0.0021
In [4]:
tf.keras.utils.plot_model(model, to_file='model_plot.png', show_shapes=True, show_layer_names=True)
Out[4]:
In [32]:
loss_train = history.history['loss']
loss_val = history.history['val_loss']
epochs = range(0,500)
plt.plot(epochs, loss_train, 'g', label='Training loss')
plt.plot(epochs, loss_val, 'b', label='validation loss')
plt.title('Training and Validation loss')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.legend()
plt.show()