Java output values over time - java

I have an audio file that I am converting into a byte array, but then you cannot tell when that byte value is actually played in the song. So I am trying to stretch it out over the length of the song.
So while the song is playing, it outputs the byte value. How is this possible?
Here is my code so far:
public class Main {
private static final String FILENAME = "assets/pf.wav";
private static double[] endResult = null;
public static void convert() throws IOException{
ByteArrayOutputStream out = new ByteArrayOutputStream();
BufferedInputStream in = new BufferedInputStream(new FileInputStream(FILENAME));
int read;
byte[] buff = new byte[1024];
while ((read = in.read(buff)) > 0)
{
out.write(buff, 0, read);
}
out.flush();
byte[] audioBytes = out.toByteArray();
endResult = calculateFFT(audioBytes);
}
public static double[] calculateFFT(byte[] signal)
{
final int mNumberOfFFTPoints =1024;
double mMaxFFTSample;
double temp;
Complex[] y;
Complex[] complexSignal = new Complex[mNumberOfFFTPoints];
double[] absSignal = new double[mNumberOfFFTPoints/2];
for(int i = 0; i < mNumberOfFFTPoints; i++){
temp = (double)((signal[2*i] & 0xFF) | (signal[2*i+1] << 8)) / 32768.0F;
complexSignal[i] = new Complex(temp,0.0);
}
y = FFT.fft(complexSignal);
mMaxFFTSample = 0.0;
int mPeakPos = 0;
for(int i = 0; i < (mNumberOfFFTPoints/2); i++)
{
absSignal[i] = Math.sqrt(Math.pow(y[i].re(), 2) + Math.pow(y[i].im(), 2));
if(absSignal[i] > mMaxFFTSample)
{
mMaxFFTSample = absSignal[i];
mPeakPos = i;
}
}
return absSignal;
}
public static void main(String[] args) throws UnsupportedAudioFileException, IOException {
File file = new File(FILENAME);
AudioInputStream audioInputStream = AudioSystem.getAudioInputStream(file);
AudioFormat format = audioInputStream.getFormat();
long frames = audioInputStream.getFrameLength();
final double durationInSeconds = (frames+0.0) / format.getFrameRate();
try {
convert();
for(int i = 0; i < endResult.length; i++) {
System.out.println(endResult[i]);
}
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
}
How can I print out the value of the byte array (endResult[i]) over time and not immediately?

Whenever you print out a value, do:
Thread.sleep(100);
To wait 100 milliseconds (0.1 seconds) before printing the next value. This is adjustable of course.

Related

how can I change a byte array from a wav file into a short array of the audio data

The purpose of this code is to pull the byte array from a wav file and change that byte array into audio data that I can then do signal processing with. There seems to be a problem with the code that parses the bytes into shorts. Can anyone tell me what I have done wrong?
Here is the code:
buttonDecode.setOnClickListener(new View.OnClickListener() {
#Override
public void onClick(View view) {
buttonStart.setEnabled(false);
buttonDecode.setEnabled(false);
buttonPlay.setEnabled(false);
GraphView thegraph = (GraphView) findViewById(R.id.thegraph);
series = new LineGraphSeries<DataPoint>();
double x,y;
x = 0;
try {
//old wav byte array code
ByteArrayOutputStream outt = new ByteArrayOutputStream();
BufferedInputStream in = new BufferedInputStream(new FileInputStream(wavfile));
int read;
byte[] buff = new byte[RECORDER_SAMPLERATE]; //was 1024
in.skip(44);
while ((read = in.read(buff)) > 0)
{
outt.write(buff, 0, read);
}
outt.flush();
byte[] audioBytes = outt.toByteArray();
int[] theRealData = null;
//parsing the vector
for(int i = 0; i < ((audioBytes.length)/2) ; i++) {
byte highByte = audioBytes[(2*i)+1];
byte lowByte = audioBytes[(2*i)];
short value = twoBytesToShort(highByte,lowByte);
theRealData[(i+1)/2] = value;
}
for(int i = 0; i < theRealData.length;i++){
int curByte = theRealData[i];
y = (curByte);
series.appendData(new DataPoint(x,y), true, theRealData.length);
x = x + 1;
}
thegraph.addSeries(series);
} catch (IOException e) {
e.printStackTrace();
}
buttonStart.setEnabled(true);
buttonDecode.setEnabled(true);
buttonPlay.setEnabled(true);
}
});
And the function:
public static short twoBytesToShort(byte b1, byte b2) {
return (short) ((b1 << 8) | (b2 & 0xFF));
}

How to create an audio wave in JavaFX?

I would like to get an Audio wave plot using Chart Area in JavaFX. Unfortunately, I am not clear how to do, what are the values ​​to be extracted from the sound to assign to x-axis and y-axis?
I tried to read other posts, but I found nothing on javafx.
You can help me?
Sample Image:
Below is the code that extract the waveform .
I'm pulling out the right parameters for my scope?
How can I use it to print the graph with JavaFX?
public class SimpleWaveformExtractor implements WaveformExtractor {
private static final int DEFAULT_BUFFER_SIZE = 32768;
#Override
public double[] extract(File inputFile) {
AudioInputStream in = null;
try {
in = AudioSystem.getAudioInputStream(inputFile);
} catch (Exception e) {
System.out.println("Cannot read audio file");
return new double[0];
}
AudioFormat format = in.getFormat();
byte[] audioBytes = readBytes(in);
int[] result = null;
if (format.getSampleSizeInBits() == 16) {
int samplesLength = audioBytes.length / 2;
result = new int[samplesLength];
if (format.isBigEndian()) {
for (int i = 0; i < samplesLength; ++i) {
byte MSB = audioBytes[i * 2];
byte LSB = audioBytes[i * 2 + 1];
result[i] = MSB << 8 | (255 & LSB);
}
} else {
for (int i = 0; i < samplesLength; i += 2) {
byte LSB = audioBytes[i * 2];
byte MSB = audioBytes[i * 2 + 1];
result[i / 2] = MSB << 8 | (255 & LSB);
}
}
} else {
int samplesLength = audioBytes.length;
result = new int[samplesLength];
if (format.getEncoding().toString().startsWith("PCM_SIGN")) {
for (int i = 0; i < samplesLength; ++i) {
result[i] = audioBytes[i];
}
} else {
for (int i = 0; i < samplesLength; ++i) {
result[i] = audioBytes[i] - 128;
}
}
}
return ArraysHelper.normalize(result);
}
private byte[] readBytes(AudioInputStream in) {
byte[] result = new byte[0];
byte[] buffer = new byte[DEFAULT_BUFFER_SIZE];
try {
int bytesRead = 0;
do {
bytesRead = in.read(buffer);
result = ArrayUtils.addAll(result, buffer);
} while (bytesRead != -1);
} catch (IOException e) {
e.printStackTrace();
}
return result;
}
}
this is the interface:
public interface WaveformExtractor {
double[] extract(File in);
}
This is the code that return the array of double:
private double[] extractWaveform(File file) throws IOException, UnsupportedAudioFileException {
return new WavFileExtractor().extract(file);
}

Writing byteArrays into a file issue

So I have a couple of methods and when I test them using an assertion test it fails, and I can't for the life of me figure out why, so if anyone can help me out, I'd greatly appreciate it.
The methods are supposed to write a block into an existing file, then read said block and make sure that the assertion works.
The Write Method:
public void writeBlock(int blockNum, AbstractDBFile f, AbstractBlock b)
throws IOException {
DBFile dbf = (DBFile) f;
Block blk = (Block) b;
if (blockNum >= dbf.totalNumOfBlocks){
dbf.totalNumOfBlocks++;
}
int header = 4096;
RandomAccessFile file = new RandomAccessFile(dbf.fileName, "rw");
file.seek(header + (blockNum) * 4096);
file.write(blk.getData(), 0, 4096);
file.close();
f.curBlockPos = blockNum + 1;
}
The Read Method:
public AbstractBlock readBlock(int blockNum, AbstractDBFile f)
throws IOException {
f.setCurBlockPos(blockNum);
DBFile f2 = new DBFile();
f2.setCurBlockPos(f.getCurBlockPos());
f2.setFileName(f.getFileName());
Block block = new Block();
int currentByte = f2.getCurBlockPos() * 4096;
byte[] data = new byte[4096];
String filename = f2.getFileName();
File ourFile = new File(filename);
RandomAccessFile file = new RandomAccessFile(ourFile, "r");
FileChannel inChannel = file.getChannel();
ByteBuffer bb = ByteBuffer.allocate(currentByte);
inChannel.read(bb);
while(inChannel.read(bb)>0){
bb.flip();
for (int i =0; i<bb.limit(); i++){
data[i]=bb.get();
block.setData(data);
}
bb.clear();
}
inChannel.close();
file.close();
return block;
}
The Block Class:
public class Block extends AbstractBlock {
#Override
public byte[] getData() {
// TODO Auto-generated method stub
/*byte[] data = new byte [4096];
data[0] = 10;
data[5] = 20;*/
return data;
}
#Override
public void setData(byte[] d) throws IOException {
int freeByte = -1;
for(int i = 0; i < data.length && freeByte < 0; i++)
if(data[i] == 0)
freeByte = i;
for(int i = freeByte, j = 0; j < d.length; i++, j++)
data[i] = d[j];
}
}
The Assertion test:
public void testWriteRead() throws IOException {
StorageManager manager = new StorageManager();
DBFile file = (DBFile)manager.createFile("File1");
byte [] write = new byte[4096];
write[0] = 10;
write[5] = 20;
Block block = new Block();
block.setData(write);
manager.writeBlock(0, file, block);
Block b = (Block) manager.readBlock(0, file);
assertTrue(areEqual(write,b.getData()));
}
private boolean areEqual(byte [] array1, byte [] array2) {
if(array1.length != array2.length)
return false;
for(int i = 0 ; i < array1.length ; i++)
if(array1[i] != array2[i])
return false;
return true;
}
I wont be doing this if I was not desperate, any help would be greatly appreciated.

Finding time difference between two audio spikes? [duplicate]

How can I detect silence when recording operation is started in Java? What is PCM data? How can I calculate PCM data in Java?
I found the solution :
package bemukan.voiceRecognition.speechToText;
import javax.sound.sampled.*;
import java.io.*;
public class RecordAudio {
private File audioFile;
protected boolean running;
private ByteArrayOutputStream out;
private AudioInputStream inputStream;
final static float MAX_8_BITS_SIGNED = Byte.MAX_VALUE;
final static float MAX_8_BITS_UNSIGNED = 0xff;
final static float MAX_16_BITS_SIGNED = Short.MAX_VALUE;
final static float MAX_16_BITS_UNSIGNED = 0xffff;
private AudioFormat format;
private float level;
private int frameSize;
public RecordAudio(){
getFormat();
}
private AudioFormat getFormat() {
File file = new File("src/Facebook/1.wav");
AudioInputStream stream;
try {
stream = AudioSystem.getAudioInputStream(file);
format=stream.getFormat();
frameSize=stream.getFormat().getFrameSize();
return stream.getFormat();
} catch (UnsupportedAudioFileException e) {
} catch (IOException e) {
}
return null;
}
public void stopAudio() {
running = false;
}
public void recordAudio() {
try {
final AudioFormat format = getFormat();
DataLine.Info info = new DataLine.Info(
TargetDataLine.class, format);
final TargetDataLine line = (TargetDataLine)
AudioSystem.getLine(info);
line.open(format);
line.start();
Runnable runner = new Runnable() {
int bufferSize = (int) format.getSampleRate()
* format.getFrameSize();
byte buffer[] = new byte[bufferSize];
public void run() {
int readPoint = 0;
out = new ByteArrayOutputStream();
running = true;
int sum=0;
while (running) {
int count =
line.read(buffer, 0, buffer.length);
calculateLevel(buffer,0,0);
System.out.println(level);
if (count > 0) {
out.write(buffer, 0, count);
}
}
line.stop();
}
};
Thread captureThread = new Thread(runner);
captureThread.start();
} catch (LineUnavailableException e) {
System.err.println("Line unavailable: " + e);
System.exit(-2);
}
}
public File getAudioFile() {
byte[] audio = out.toByteArray();
InputStream input = new ByteArrayInputStream(audio);
try {
final AudioFormat format = getFormat();
final AudioInputStream ais =
new AudioInputStream(input, format,
audio.length / format.getFrameSize());
AudioSystem.write(ais, AudioFileFormat.Type.WAVE, new File("temp.wav"));
input.close();
System.out.println("New file created!");
} catch (IOException e) {
System.out.println(e.getMessage());
}
return new File("temp.wav");
}
private void calculateLevel (byte[] buffer,
int readPoint,
int leftOver) {
int max = 0;
boolean use16Bit = (format.getSampleSizeInBits() == 16);
boolean signed = (format.getEncoding() ==
AudioFormat.Encoding.PCM_SIGNED);
boolean bigEndian = (format.isBigEndian());
if (use16Bit) {
for (int i=readPoint; i<buffer.length-leftOver; i+=2) {
int value = 0;
// deal with endianness
int hiByte = (bigEndian ? buffer[i] : buffer[i+1]);
int loByte = (bigEndian ? buffer[i+1] : buffer [i]);
if (signed) {
short shortVal = (short) hiByte;
shortVal = (short) ((shortVal << 8) | (byte) loByte);
value = shortVal;
} else {
value = (hiByte << 8) | loByte;
}
max = Math.max(max, value);
} // for
} else {
// 8 bit - no endianness issues, just sign
for (int i=readPoint; i<buffer.length-leftOver; i++) {
int value = 0;
if (signed) {
value = buffer [i];
} else {
short shortVal = 0;
shortVal = (short) (shortVal | buffer [i]);
value = shortVal;
}
max = Math.max (max, value);
} // for
} // 8 bit
// express max as float of 0.0 to 1.0 of max value
// of 8 or 16 bits (signed or unsigned)
if (signed) {
if (use16Bit) { level = (float) max / MAX_16_BITS_SIGNED; }
else { level = (float) max / MAX_8_BITS_SIGNED; }
} else {
if (use16Bit) { level = (float) max / MAX_16_BITS_UNSIGNED; }
else { level = (float) max / MAX_8_BITS_UNSIGNED; }
}
} // calculateLevel
}
How can I detect silence when recording operation is started in Java?
Calculate the dB or RMS value for a group of sound frames and decide at what level it is considered to be 'silence'.
What is PCM data?
Data that is in Pulse-code modulation format.
How can I calculate PCM data in Java?
I do not understand that question. But guessing it has something to do with the speech-recognition tag, I have some bad news. This might theoretically be done using the Java Speech API. But there are apparently no 'speech to text' implementations available for the API (only 'text to speech').
I have to calculate rms for speech-recognition project. But I do not know how can I calculate in Java.
For a single channel that is represented by signal sizes in a double ranging from -1 to 1, you might use this method.
/** Computes the RMS volume of a group of signal sizes ranging from -1 to 1. */
public double volumeRMS(double[] raw) {
double sum = 0d;
if (raw.length==0) {
return sum;
} else {
for (int ii=0; ii<raw.length; ii++) {
sum += raw[ii];
}
}
double average = sum/raw.length;
double sumMeanSquare = 0d;
for (int ii=0; ii<raw.length; ii++) {
sumMeanSquare += Math.pow(raw[ii]-average,2d);
}
double averageMeanSquare = sumMeanSquare/raw.length;
double rootMeanSquare = Math.sqrt(averageMeanSquare);
return rootMeanSquare;
}
There is a byte buffer to save input values from the line, and what I should have to do with this buffer?
If using the volumeRMS(double[]) method, convert the byte values to an array of double values ranging from -1 to 1. ;)
You need to catch the value like a number silence is zero or near
Please adapt your code to your requirement!!!
In this case a variable named UMBRAL (Threshold in spanish)...
Suppose that you have access to WAV file like bytes ByteHeader...
private Integer Byte2PosIntBig(byte Byte24, byte Byte16, byte Byte08, byte Byte00) {
return new Integer (
((Byte24) << 24)|
((Byte16 & 0xFF) << 16)|
((Byte08 & 0xFF) << 8)|
((Byte00 & 0xFF) << 0));
}
Before ....
RandomAccessFile RAFSource = new RandomAccessFile("your old file wav", "r");
Begins here...
int PSData = 44;
byte[] Bytes = new byte[4];
byte[] ByteHeader = new byte[44];
RAFSource.seek(0);
RAFSource.read(ByteHeader);
int WavSize = Byte2PosIntBig(ByteHeader[43],ByteHeader[42],ByteHeader[41],ByteHeader[40]);
int NumBits = Byte2PosIntBig(ByteHeader[35],ByteHeader[34]);
int NumByte = NumBits/8;
for (int i = PSData;i < PSData+WavSize;i+=NumByte) {
int WavSample = 0;
int WavResultI =0;
int WavResultO = 0;
if (NumByte == 2) {
RAFSource.seek(i);
Bytes[0] = RAFSource.readByte();
Bytes[1] = RAFSource.readByte();
WavSample = (int)(((Bytes[1]) << 8)|((Bytes[0] & 0xFF) << 0));
if (Math.abs(WavSample) < UMBRAL) {
//SILENCE DETECTED!!!
}
} else {
RAFSource.seek(i);
WavSample = (short)(RAFSource.readByte() & 0xFF);
short sSamT = (short)WavSample;
sSamT += 128;
double dSamD = (double)sSamT*Multiplier;
if ((double)sSamT < UMBRAL) {
//SILENCE DETECTED!!!
}
}

Detect silence when recording

How can I detect silence when recording operation is started in Java? What is PCM data? How can I calculate PCM data in Java?
I found the solution :
package bemukan.voiceRecognition.speechToText;
import javax.sound.sampled.*;
import java.io.*;
public class RecordAudio {
private File audioFile;
protected boolean running;
private ByteArrayOutputStream out;
private AudioInputStream inputStream;
final static float MAX_8_BITS_SIGNED = Byte.MAX_VALUE;
final static float MAX_8_BITS_UNSIGNED = 0xff;
final static float MAX_16_BITS_SIGNED = Short.MAX_VALUE;
final static float MAX_16_BITS_UNSIGNED = 0xffff;
private AudioFormat format;
private float level;
private int frameSize;
public RecordAudio(){
getFormat();
}
private AudioFormat getFormat() {
File file = new File("src/Facebook/1.wav");
AudioInputStream stream;
try {
stream = AudioSystem.getAudioInputStream(file);
format=stream.getFormat();
frameSize=stream.getFormat().getFrameSize();
return stream.getFormat();
} catch (UnsupportedAudioFileException e) {
} catch (IOException e) {
}
return null;
}
public void stopAudio() {
running = false;
}
public void recordAudio() {
try {
final AudioFormat format = getFormat();
DataLine.Info info = new DataLine.Info(
TargetDataLine.class, format);
final TargetDataLine line = (TargetDataLine)
AudioSystem.getLine(info);
line.open(format);
line.start();
Runnable runner = new Runnable() {
int bufferSize = (int) format.getSampleRate()
* format.getFrameSize();
byte buffer[] = new byte[bufferSize];
public void run() {
int readPoint = 0;
out = new ByteArrayOutputStream();
running = true;
int sum=0;
while (running) {
int count =
line.read(buffer, 0, buffer.length);
calculateLevel(buffer,0,0);
System.out.println(level);
if (count > 0) {
out.write(buffer, 0, count);
}
}
line.stop();
}
};
Thread captureThread = new Thread(runner);
captureThread.start();
} catch (LineUnavailableException e) {
System.err.println("Line unavailable: " + e);
System.exit(-2);
}
}
public File getAudioFile() {
byte[] audio = out.toByteArray();
InputStream input = new ByteArrayInputStream(audio);
try {
final AudioFormat format = getFormat();
final AudioInputStream ais =
new AudioInputStream(input, format,
audio.length / format.getFrameSize());
AudioSystem.write(ais, AudioFileFormat.Type.WAVE, new File("temp.wav"));
input.close();
System.out.println("New file created!");
} catch (IOException e) {
System.out.println(e.getMessage());
}
return new File("temp.wav");
}
private void calculateLevel (byte[] buffer,
int readPoint,
int leftOver) {
int max = 0;
boolean use16Bit = (format.getSampleSizeInBits() == 16);
boolean signed = (format.getEncoding() ==
AudioFormat.Encoding.PCM_SIGNED);
boolean bigEndian = (format.isBigEndian());
if (use16Bit) {
for (int i=readPoint; i<buffer.length-leftOver; i+=2) {
int value = 0;
// deal with endianness
int hiByte = (bigEndian ? buffer[i] : buffer[i+1]);
int loByte = (bigEndian ? buffer[i+1] : buffer [i]);
if (signed) {
short shortVal = (short) hiByte;
shortVal = (short) ((shortVal << 8) | (byte) loByte);
value = shortVal;
} else {
value = (hiByte << 8) | loByte;
}
max = Math.max(max, value);
} // for
} else {
// 8 bit - no endianness issues, just sign
for (int i=readPoint; i<buffer.length-leftOver; i++) {
int value = 0;
if (signed) {
value = buffer [i];
} else {
short shortVal = 0;
shortVal = (short) (shortVal | buffer [i]);
value = shortVal;
}
max = Math.max (max, value);
} // for
} // 8 bit
// express max as float of 0.0 to 1.0 of max value
// of 8 or 16 bits (signed or unsigned)
if (signed) {
if (use16Bit) { level = (float) max / MAX_16_BITS_SIGNED; }
else { level = (float) max / MAX_8_BITS_SIGNED; }
} else {
if (use16Bit) { level = (float) max / MAX_16_BITS_UNSIGNED; }
else { level = (float) max / MAX_8_BITS_UNSIGNED; }
}
} // calculateLevel
}
How can I detect silence when recording operation is started in Java?
Calculate the dB or RMS value for a group of sound frames and decide at what level it is considered to be 'silence'.
What is PCM data?
Data that is in Pulse-code modulation format.
How can I calculate PCM data in Java?
I do not understand that question. But guessing it has something to do with the speech-recognition tag, I have some bad news. This might theoretically be done using the Java Speech API. But there are apparently no 'speech to text' implementations available for the API (only 'text to speech').
I have to calculate rms for speech-recognition project. But I do not know how can I calculate in Java.
For a single channel that is represented by signal sizes in a double ranging from -1 to 1, you might use this method.
/** Computes the RMS volume of a group of signal sizes ranging from -1 to 1. */
public double volumeRMS(double[] raw) {
double sum = 0d;
if (raw.length==0) {
return sum;
} else {
for (int ii=0; ii<raw.length; ii++) {
sum += raw[ii];
}
}
double average = sum/raw.length;
double sumMeanSquare = 0d;
for (int ii=0; ii<raw.length; ii++) {
sumMeanSquare += Math.pow(raw[ii]-average,2d);
}
double averageMeanSquare = sumMeanSquare/raw.length;
double rootMeanSquare = Math.sqrt(averageMeanSquare);
return rootMeanSquare;
}
There is a byte buffer to save input values from the line, and what I should have to do with this buffer?
If using the volumeRMS(double[]) method, convert the byte values to an array of double values ranging from -1 to 1. ;)
You need to catch the value like a number silence is zero or near
Please adapt your code to your requirement!!!
In this case a variable named UMBRAL (Threshold in spanish)...
Suppose that you have access to WAV file like bytes ByteHeader...
private Integer Byte2PosIntBig(byte Byte24, byte Byte16, byte Byte08, byte Byte00) {
return new Integer (
((Byte24) << 24)|
((Byte16 & 0xFF) << 16)|
((Byte08 & 0xFF) << 8)|
((Byte00 & 0xFF) << 0));
}
Before ....
RandomAccessFile RAFSource = new RandomAccessFile("your old file wav", "r");
Begins here...
int PSData = 44;
byte[] Bytes = new byte[4];
byte[] ByteHeader = new byte[44];
RAFSource.seek(0);
RAFSource.read(ByteHeader);
int WavSize = Byte2PosIntBig(ByteHeader[43],ByteHeader[42],ByteHeader[41],ByteHeader[40]);
int NumBits = Byte2PosIntBig(ByteHeader[35],ByteHeader[34]);
int NumByte = NumBits/8;
for (int i = PSData;i < PSData+WavSize;i+=NumByte) {
int WavSample = 0;
int WavResultI =0;
int WavResultO = 0;
if (NumByte == 2) {
RAFSource.seek(i);
Bytes[0] = RAFSource.readByte();
Bytes[1] = RAFSource.readByte();
WavSample = (int)(((Bytes[1]) << 8)|((Bytes[0] & 0xFF) << 0));
if (Math.abs(WavSample) < UMBRAL) {
//SILENCE DETECTED!!!
}
} else {
RAFSource.seek(i);
WavSample = (short)(RAFSource.readByte() & 0xFF);
short sSamT = (short)WavSample;
sSamT += 128;
double dSamD = (double)sSamT*Multiplier;
if ((double)sSamT < UMBRAL) {
//SILENCE DETECTED!!!
}
}

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