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@ -3,4 +3,5 @@ CMakeFiles/
CMakeCache.txt CMakeCache.txt
Makefile Makefile
*.bin *.bin
qngmeter qngmeter
*.json

504
LICENSE
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@ -1,504 +0,0 @@
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That's all there is to it!

549
QNGmeter.cpp
View file

@ -1,8 +1,16 @@
#define _DEFAULT_SOURCE
#ifdef _WIN32 #ifdef _WIN32
#include <Windows.h> #include <Windows.h>
#include <conio.h> #include <conio.h>
#else
#include <unistd.h>
#include <fcntl.h>
#include <sys/stat.h>
#include <sys/select.h>
#endif #endif
#include <sys/time.h>
#include <iostream> #include <iostream>
#include <iomanip> #include <iomanip>
#include <stdint.h> #include <stdint.h>
@ -11,12 +19,15 @@
#include <omp.h> #include <omp.h>
#include <queue> #include <queue>
#include <deque>
#include <vector> #include <vector>
#include <string> #include <string>
#include <memory> #include <memory>
#include <cmath> #include <cmath>
#include <mutex>
#include <condition_variable>
#include <deque>
#include "BiasAndAC.h" #include "BiasAndAC.h"
#include "Monkey.h" #include "Monkey.h"
#include "Serial.h" #include "Serial.h"
@ -41,9 +52,46 @@ using namespace std;
} }
#endif #endif
#define _BSD_SOURCE template<typename T>
#include <sys/time.h> class ThreadSafeQueue {
private:
mutable std::mutex mtx;
std::deque<T> dataQueue;
std::condition_variable dataCond;
public:
ThreadSafeQueue() {}
void push(T newData) {
std::lock_guard<std::mutex> lk(mtx);
dataQueue.push_back(std::move(newData));
dataCond.notify_one();
}
bool try_pop(T& value) {
std::lock_guard<std::mutex> lk(mtx);
if (dataQueue.empty()) {
return false;
}
value = std::move(dataQueue.front());
dataQueue.pop_front();
return true;
}
std::unique_lock<std::mutex> wait_and_pop(T& value) {
std::unique_lock<std::mutex> lk(mtx);
dataCond.wait(lk, [this] { return !dataQueue.empty(); });
value = std::move(dataQueue.front());
dataQueue.pop_front();
return lk;
}
bool empty() const {
std::lock_guard<std::mutex> lk(mtx);
return dataQueue.empty();
}
};
int main() int main()
{ {
// try this to resize terminal // try this to resize terminal
@ -90,7 +138,7 @@ int main()
time(&timePrev); time(&timePrev);
timePrev -= 8; timePrev -= 8;
queue<shared_ptr<vector<uint32_t> > > dataQueue; //queue<shared_ptr<vector<uint32_t> > > dataQueue;
double bitsThroughputCount = 0; double bitsThroughputCount = 0;
double prevBitsThroughputCount = 0; double prevBitsThroughputCount = 0;
@ -119,278 +167,409 @@ int main()
double meterScore = 0; double meterScore = 0;
bool meterFreeze = false; bool meterFreeze = false;
omp_set_nested(true); const char* fifoPath = "/tmp/QNGmeter";
#ifdef __linux
mkfifo(fifoPath, 0666); // Create FIFO if it doesn't exist
int fifoFd = open(fifoPath, O_RDONLY | O_NONBLOCK);
if (fifoFd == -1) {
std::cerr << "Failed to open named pipe for reading." << std::endl;
return 1;
}
#endif
#pragma omp parallel sections num_threads(2) fd_set readfds;
int maxfd = max(STDIN_FILENO, fifoFd) + 1;
ThreadSafeQueue<std::string> dataQueue; // Use a thread-safe queue for shared data
omp_set_nested(true); // Ensure nested parallelism is enabled
#pragma omp parallel sections
{ {
#pragma omp section #pragma omp section
{ {
// This section reads from stdin as binary data and enqueues it for testing fd_set readfds;
const size_t blockSize = 2048; // Number of uint32_t values in a block int fifoFd = open ("/tmp/myfifo", O_RDONLY | O_NONBLOCK);
const size_t bytesPerValue = sizeof(uint32_t); if (fifoFd == -1)
const size_t bufferSize = blockSize * bytesPerValue; // Total bytes per block {
char buffer[bufferSize]; // Temporary buffer to store bytes perror ("Failed to open FIFO");
while (!cin.eof() && !doExit) { exit (EXIT_FAILURE);
cin.read(buffer, bufferSize); }
size_t bytesRead = cin.gcount();
// Convert read bytes to uint32_t and store in a vector int maxfd = max (STDIN_FILENO, fifoFd) + 1;
shared_ptr<vector<uint32_t>> newBuffer(new vector<uint32_t>()); ThreadSafeQueue < std::string > dataQueue;
for (size_t i = 0; i < bytesRead; i += bytesPerValue) {
if (i + bytesPerValue <= bytesRead) { while (!doExit)
// Ensure we have a full 4 bytes to read {
uint32_t value = 0; FD_ZERO (&readfds);
memcpy(&value, buffer + i, bytesPerValue); FD_SET (STDIN_FILENO, &readfds);
newBuffer->push_back(value); FD_SET (fifoFd, &readfds);
if (select (maxfd, &readfds, NULL, NULL, NULL) == -1)
{
perror ("select");
exit (EXIT_FAILURE);
}
char buffer[4096];
ssize_t bytesRead;
if (FD_ISSET (STDIN_FILENO, &readfds))
{
bytesRead = read (STDIN_FILENO, buffer, sizeof (buffer));
if (bytesRead > 0)
{
dataQueue.push (std::string (buffer, bytesRead));
} }
} }
if (!newBuffer->empty()) { if (FD_ISSET (fifoFd, &readfds))
#pragma omp critical {
dataQueue.push(newBuffer); bytesRead = read (fifoFd, buffer, sizeof (buffer));
if (bytesRead > 0)
{
dataQueue.push (std::string (buffer, bytesRead));
}
} }
} }
doExit = true; // Exit if stdin closes or reaches EOF
}
close (fifoFd);
}
#pragma omp section #pragma omp section
{ {
// This section processes the enqueued data std::string buffer; // This will hold the raw binary string data from the queue
while (!doExit || !dataQueue.empty()) { while (!doExit)
shared_ptr<vector<uint32_t>> testBuffer = nullptr; {
#pragma omp critical if (dataQueue.try_pop (buffer))
{ {
if (!dataQueue.empty()) { // Assuming each uint32_t is stored in 4 bytes within the string
testBuffer = dataQueue.front(); // Convert the string buffer into a vector<uint32_t> for processing
dataQueue.pop(); std::vector < uint32_t > values;
} const size_t numValues = buffer.size () / sizeof (uint32_t);
} for (size_t i = 0; i < numValues; ++i)
if (testBuffer != nullptr) {
// Parallel processing of the testBuffer
#pragma omp parallel sections num_threads(4)
{ {
#pragma omp section uint32_t value;
{ for (uint32_t value : *testBuffer) biasAndAc.InsertWord32(value); } memcpy (&value, buffer.data () + i * sizeof (uint32_t),
#pragma omp section sizeof (uint32_t));
{ for (uint32_t value : *testBuffer) oqso.InsertWord32(value); } values.push_back (value);
#pragma omp section
{ for (uint32_t value : *testBuffer) serial.InsertWord32(value); }
#pragma omp section
{ for (uint32_t value : *testBuffer) entropy.InsertWord32(value); }
} }
// Now, values contains the uint32_t data extracted from buffer
// Process the values as needed
#pragma omp parallel sections num_threads(4)
{
#pragma omp section
{
for (uint32_t value:values)
biasAndAc.InsertWord32 (value);
}
#pragma omp section
{
for (uint32_t value:values)
oqso.InsertWord32 (value);
}
#pragma omp section
{
for (uint32_t value:values)
serial.InsertWord32 (value);
}
#pragma omp section
{
for (uint32_t value:values)
entropy.InsertWord32 (value);
}
}
// Display results // Display results
time(&timeNow); time (&timeNow);
if (difftime(timeNow, timePrev) >= 10) if (difftime (timeNow, timePrev) >= 10)
{ {
// calc rates // calc rates
#ifdef _WIN32 #ifdef _WIN32
QueryPerformanceCounter(&nowCount); QueryPerformanceCounter (&nowCount);
double newTimeInterval = ((double)nowCount.QuadPart - prevCount.QuadPart) / countFreq.QuadPart; double newTimeInterval =
prevCount = nowCount; ((double) nowCount.QuadPart -
#elif __linux prevCount.QuadPart) / countFreq.QuadPart;
gettimeofday(&stop, NULL); prevCount = nowCount;
newTimeInterval = (stop.tv_sec - start.tv_sec); // sec #elif __linux
newTimeInterval += (stop.tv_usec - start.tv_usec) /1000000.0; // us to sec gettimeofday (&stop, NULL);
start = stop; newTimeInterval = (stop.tv_sec - start.tv_sec); // sec
#elif MACOSX newTimeInterval += (stop.tv_usec - start.tv_usec) / 1000000.0; // us to sec
#endif start = stop;
#elif MACOSX
#endif
double newBitInterval; double newBitInterval;
double newRate; double newRate;
#pragma omp critical #pragma omp critical
{ {
newBitInterval = (bitsThroughputCount - prevBitsThroughputCount); newBitInterval =
prevBitsThroughputCount = bitsThroughputCount; (bitsThroughputCount - prevBitsThroughputCount);
prevBitsThroughputCount = bitsThroughputCount;
} }
newRate = newBitInterval / newTimeInterval; newRate = newBitInterval / newTimeInterval;
if (throughput == 0) if (throughput == 0)
throughput = newRate; throughput = newRate;
else else
throughput = (2*throughput + newRate) / 3; throughput = (2 * throughput + newRate) / 3;
double newBitsTestedRatio = (bitsTestedCount-prevBitsTestedCount) / newBitInterval; double newBitsTestedRatio =
(bitsTestedCount - prevBitsTestedCount) / newBitInterval;
prevBitsTestedCount = bitsTestedCount; prevBitsTestedCount = bitsTestedCount;
bitsTestedRatio = (2*bitsTestedRatio + newBitsTestedRatio) / 3; bitsTestedRatio =
(2 * bitsTestedRatio + newBitsTestedRatio) / 3;
if (bitsTestedRatio > 1) if (bitsTestedRatio > 1)
bitsTestedRatio = 1; bitsTestedRatio = 1;
// meta test and meter // meta test and meter
metaPs.clear(); metaPs.clear ();
meterZs.clear(); meterZs.clear ();
if (bitsTestedCount >= 65536) if (bitsTestedCount >= 65536)
{ {
// Autocorrelation KS test // Autocorrelation KS test
for (int i=0; i<32; i++) for (int i = 0; i < 32; i++)
{ {
metaPs.push_back(biasAndAc.AC.P_Chi2[i]); metaPs.push_back (biasAndAc.AC.P_Chi2[i]);
meterZs.push_back(biasAndAc.AC.cumulativeACZScore[i]); meterZs.push_back (biasAndAc.AC.
cumulativeACZScore[i]);
} }
double AcKSP; double AcKSP;
double AcKSN; double AcKSN;
ks.KSUP(&AcKSP, &AcKSN, &metaPs[0], metaPs.size()); ks.KSUP (&AcKSP, &AcKSN, &metaPs[0], metaPs.size ());
// Combined KS test // Combined KS test
metaPs.push_back(AcKSP); metaPs.push_back (AcKSP);
metaPs.push_back(biasAndAc.Bias.P_Chi2); metaPs.push_back (biasAndAc.Bias.P_Chi2);
meterZs.push_back(biasAndAc.Bias.cumulativeBiasZScore); meterZs.push_back (biasAndAc.Bias.cumulativeBiasZScore);
} }
if (bitsTestedCount >= 4194304) if (bitsTestedCount >= 4194304)
{ {
metaPs.push_back(serial.P_Chi2); metaPs.push_back (serial.P_Chi2);
serialP = gamma.Gamma(128., serial.cumulativeSerialChi2); serialP = gamma.Gamma (128., serial.cumulativeSerialChi2);
serialZ = ks.PtoZ(serialP); serialZ = ks.PtoZ (serialP);
meterZs.push_back(serialZ); meterZs.push_back (serialZ);
metaPs.push_back(entropy.P_Chi2); metaPs.push_back (entropy.P_Chi2);
meterZs.push_back(entropy.cumulativeZScore); meterZs.push_back (entropy.cumulativeZScore);
} }
if (bitsTestedCount >= 10485775) if (bitsTestedCount >= 10485775)
{ {
metaPs.push_back(oqso.P_Chi2); metaPs.push_back (oqso.P_Chi2);
meterZs.push_back(oqso.cumulativeZScore); meterZs.push_back (oqso.cumulativeZScore);
} }
if (bitsTestedCount >= 65536) if (bitsTestedCount >= 65536)
{ {
// This KS is combined AC KSP plus with other tests // This KS is combined AC KSP plus with other tests
ks.KSUP(&KSP, &KSN, &metaPs[32], metaPs.size()-32); ks.KSUP (&KSP, &KSN, &metaPs[32], metaPs.size () - 32);
meterFreeze = false; meterFreeze = false;
for (int i=0; i<meterZs.size(); i++) for (int i = 0; i < meterZs.size (); i++)
{ {
// freeze condition // freeze condition
if (fabs(meterZs[i])>4.264897 || (metaPs[i]<0.00001 || metaPs[i]>0.99999)) if (fabs (meterZs[i]) > 4.264897
meterFlags[i] = -1; || (metaPs[i] < 0.00001 || metaPs[i] > 0.99999))
meterFlags[i] = -1;
// unfreeze condition // unfreeze condition
if (meterFlags[i] == -1) if (meterFlags[i] == -1)
{ {
if (fabs(meterZs[i])<2.326348 && (metaPs[i]>0.01 && metaPs[i]<0.99)) if (fabs (meterZs[i]) < 2.326348
meterFlags[i] = 0; && (metaPs[i] > 0.01 && metaPs[i] < 0.99))
meterFlags[i] = 0;
} }
if (meterFlags[i] == -1) if (meterFlags[i] == -1)
meterFreeze = true; meterFreeze = true;
} }
// meter calc // meter calc
if (meterFreeze == false) if (meterFreeze == false)
meterScore = log(bitsTestedCount)/log(2.); meterScore = log (bitsTestedCount) / log (2.);
} }
cout << endl; cout << endl;
cout << " QNGmeter Console 1.0 Test Type z-score p[z<=x] p[chi2<=x] " << endl; cout <<
cout << " +---------------------------+------------------------------------------------+" << endl; " QNGmeter Console 1.0 Test Type z-score p[z<=x] p[chi2<=x] "
cout << " | | 1/0 Balance " << setiosflags(ios::fixed) << setprecision(3) << showpos << biasAndAc.Bias.cumulativeBiasZScore << " " << setprecision(4) << noshowpos << CStat::ZtoP(biasAndAc.Bias.cumulativeBiasZScore) << " " << biasAndAc.Bias.P_Chi2 << " |" << endl; << endl;
cout << " | | Serial Test " << setiosflags(ios::fixed) << setprecision(3) << showpos << serialZ << " " << setprecision(4) << noshowpos << serialP << " " << serial.P_Chi2 << " |" << endl; cout <<
cout << " | | OQSO Test " << setiosflags(ios::fixed) << setprecision(3) << showpos << oqso.cumulativeZScore << " " << setprecision(4) << noshowpos << CStat::ZtoP(oqso.cumulativeZScore) << " " << oqso.P_Chi2 << " |" << endl; " +---------------------------+------------------------------------------------+"
cout << " | | Entropy Test " << setiosflags(ios::fixed) << setprecision(3) << showpos << entropy.cumulativeZScore << " " << setprecision(4) << noshowpos << CStat::ZtoP(entropy.cumulativeZScore) << " " << serial.P_Chi2 << " |" << endl; << endl;
cout << " | | H: " << setiosflags(ios::fixed) << setprecision(9) << entropy.E << " |" << endl; cout << " | | 1/0 Balance "
<< setiosflags (ios::
cout << " | | |" << endl; fixed) << setprecision (3) << showpos <<
biasAndAc.Bias.
cumulativeBiasZScore << " " << setprecision (4) <<
noshowpos << CStat::ZtoP (biasAndAc.Bias.
cumulativeBiasZScore) << " " <<
biasAndAc.Bias.P_Chi2 << " |" << endl;
cout << " | | Serial Test "
<< setiosflags (ios::
fixed) << setprecision (3) << showpos <<
serialZ << " " << setprecision (4) << noshowpos <<
serialP << " " << serial.P_Chi2 << " |" << endl;
cout << " | | OQSO Test "
<< setiosflags (ios::
fixed) << setprecision (3) << showpos <<
oqso.
cumulativeZScore << " " << setprecision (4) << noshowpos
<< CStat::ZtoP (oqso.cumulativeZScore) << " " << oqso.
P_Chi2 << " |" << endl;
cout << " | | Entropy Test "
<< setiosflags (ios::
fixed) << setprecision (3) << showpos <<
entropy.
cumulativeZScore << " " << setprecision (4) << noshowpos
<< CStat::ZtoP (entropy.
cumulativeZScore) << " " << serial.
P_Chi2 << " |" << endl;
cout << " | | H: " <<
setiosflags (ios::fixed) << setprecision (9) << entropy.
E << " |" << endl;
for (int i=1; i<=32; i++) cout <<
{ " | | |"
switch(i) << endl;
{
case 2:
cout << " | Start Time |";
break;
case 3:
cout << " | " << sStartTime << " |";
break;
case 5:
cout << " | Total Bits Tested |";
break;
case 6:
cout << " | " << scientific << setw(9) << setprecision(2) << bitsTestedCount << fixed << " |";
break;
case 8:
cout << " | Throughput |";
break;
case 9:
cout << " | " << setiosflags(ios::fixed) << setw(4) << setprecision(1) << (double)(throughput/1000000.0) << " Mbps |";
break;
case 11:
cout << " | Bits Tested Percent |";
break;
case 12:
cout << " | " << setiosflags(ios::fixed) << setw(5) << setprecision(1) << (100*bitsTestedRatio) << "% |";
break;
case 18:
cout << " | Meta KS+ Test |";
break;
case 19:
cout << " | " << setiosflags(ios::fixed) << setw(5) << setprecision(3) << KSP << " |";
break;
case 22:
cout << " | Meta KS- Test |";
break;
case 23:
cout << " | " << setiosflags(ios::fixed) << setw(5) << setprecision(3) << KSN << " |";
break;
case 29:
cout << " | QNGmeter Score |";
break;
case 30:
cout << " | " << setiosflags(ios::fixed) << setw(4) << setprecision(1) << abs(meterScore) << ((meterScore<0)? "-" : (meterFreeze==false)? "+" : " ") << " |";
break;
default:
cout << " | |";
}
cout << " " << setw(2) << i << "st AutoCorr " << setiosflags(ios::fixed) << setprecision(3) << showpos << biasAndAc.AC.cumulativeACZScore[i-1] << " " << setprecision(4) << noshowpos << CStat::ZtoP(biasAndAc.AC.cumulativeACZScore[i-1]) << " " << biasAndAc.AC.P_Chi2[i-1] << " |" << endl;
}
cout << " +---------------------------+------------------------------------------------+" << endl;
#ifdef _WIN32 for (int i = 1; i <= 32; i++)
// put cursor in top corner {
COORD coord; switch (i)
coord.X = 0; {
coord.Y = 0; case 2:
SetConsoleCursorPosition(GetStdHandle(STD_OUTPUT_HANDLE), coord); cout << " | Start Time |";
#elif __linux break;
// clear screen case 3:
// printf("\E[H"); cout << " | " << sStartTime << " |";
#elif MACOSX break;
#endif case 5:
cout << " | Total Bits Tested |";
break;
case 6:
cout << " | " << scientific << setw (9) <<
setprecision (2) << bitsTestedCount << fixed <<
" |";
break;
case 8:
cout << " | Throughput |";
break;
case 9:
cout << " | " << setiosflags (ios::
fixed) << setw (4)
<< setprecision (1) << (double) (throughput /
1000000.0) <<
" Mbps |";
break;
case 11:
cout << " | Bits Tested Percent |";
break;
case 12:
cout << " | " << setiosflags (ios::
fixed) << setw (5)
<< setprecision (1) << (100 *
bitsTestedRatio) <<
"% |";
break;
case 18:
cout << " | Meta KS+ Test |";
break;
case 19:
cout << " | " << setiosflags (ios::
fixed) << setw (5)
<< setprecision (3) << KSP << " |";
break;
case 22:
cout << " | Meta KS- Test |";
break;
case 23:
cout << " | " << setiosflags (ios::
fixed) << setw (5)
<< setprecision (3) << KSN << " |";
break;
case 29:
cout << " | QNGmeter Score |";
break;
case 30:
cout << " | " << setiosflags (ios::
fixed) << setw (4)
<< setprecision (1) << abs (meterScore) <<
((meterScore < 0) ? "-" : (meterFreeze ==
false) ? "+" : " ") <<
" |";
break;
default:
cout << " | |";
}
cout << " " << setw (2) << i << "st AutoCorr " <<
setiosflags (ios::
fixed) << setprecision (3) << showpos <<
biasAndAc.AC.cumulativeACZScore[i -
1] << " " <<
setprecision (4) << noshowpos << CStat::ZtoP (biasAndAc.
AC.
cumulativeACZScore
[i -
1]) <<
" " << biasAndAc.AC.P_Chi2[i - 1] << " |" << endl;
}
cout <<
" +---------------------------+------------------------------------------------+"
<< endl;
#ifdef _WIN32
// put cursor in top corner
COORD coord;
coord.X = 0;
coord.Y = 0;
SetConsoleCursorPosition (GetStdHandle (STD_OUTPUT_HANDLE),
coord);
#elif __linux
// clear screen
// printf("\E[H");
#elif MACOSX
#endif
timePrev = timeNow; timePrev = timeNow;
cout.flush(); cout.flush ();
buffer.clear ();
} }
// End on an 'x' keypress // End on an 'x' keypress
#ifdef _WIN32 #ifdef _WIN32
if (kbhit()) if (kbhit ())
{
char c = getch_ ();
if (tolower (c) == 'x')
{ {
char c = getch_(); doExit = true;
break;
if ( tolower(c) == 'x' )
{
doExit = true;
break;
}
} }
#elif __linux }
// CRTL-C #elif __linux
#elif MACOSX // CRTL-C
#endif #elif MACOSX
#endif
} }
else else
{ {
// give this thread a break from tight loop - waiting for data // give this thread a break from tight loop - waiting for data
usleep(1000); usleep (1000);
} }
} }
} }
} }
#ifdef __linux
close(fifoFd); // Close the FIFO file descriptor when done
#endif
return 0;
} }

65
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@ -1,65 +0,0 @@
# QNGFreeMeter
A fork of [Comscire's QNGmeter Console](https://comscire.com/downloads/qngmeterdoc/) that does not require [libqwqng](https://comscire.com/downloads/) drivers or Comscire hardware but analyzes binary data passed to it via stdin pipe.
## Build
requires CMake and C++ compiler
```sh
$ cmake .
$ make
```
## Use
```
$ dd if=/dev/urandom of=random_data.bin bs=4096 count=4096
$ cat random_data.bin | ./qngmeter
```
## Output
```sh
QNGmeter Console 1.0 Test Type z-score p[z<=x] p[chi2<=x]
+---------------------------+------------------------------------------------+
| | 1/0 Balance -0.988 0.1615 0.8592 |
| | Serial Test +0.000 0.5000 0.8463 |
| | OQSO Test -0.395 0.3465 0.5839 |
| | Entropy Test +1.011 0.8439 0.8463 |
| | H: 1.000060340 |
| | |
| | 1st AutoCorr +2.147 0.9841 0.0327 |
| Start Time | 2st AutoCorr +0.561 0.7127 0.8802 |
| Mar 2 20:46:02 | 3st AutoCorr +0.332 0.6302 0.7652 |
| | 4st AutoCorr +1.148 0.8746 0.7992 |
| Total Bits Tested | 5st AutoCorr +0.539 0.7051 0.6883 |
| 0.00e+00 | 6st AutoCorr -1.338 0.0904 0.0292 |
| | 7st AutoCorr -0.595 0.2760 0.4126 |
| Throughput | 8st AutoCorr -0.710 0.2388 0.2081 |
| 0.0 Mbps | 9st AutoCorr +0.893 0.8140 0.0309 |
| | 10st AutoCorr -0.364 0.3578 0.7971 |
| Bits Tested Percent | 11st AutoCorr -0.948 0.1715 0.3216 |
| -nan% | 12st AutoCorr -0.881 0.1892 0.3113 |
| | 13st AutoCorr +0.534 0.7035 0.3231 |
| | 14st AutoCorr -0.385 0.3500 0.9147 |
| | 15st AutoCorr +0.165 0.5655 0.9145 |
| | 16st AutoCorr -0.028 0.4890 0.4693 |
| | 17st AutoCorr +1.208 0.8865 0.1560 |
| Meta KS+ Test | 18st AutoCorr +1.373 0.9151 0.8381 |
| 0.000 | 19st AutoCorr -0.154 0.4390 0.9732 |
| | 20st AutoCorr -0.233 0.4079 0.1341 |
| | 21st AutoCorr -1.723 0.0424 0.0645 |
| Meta KS- Test | 22st AutoCorr -0.897 0.1849 0.5430 |
| 0.000 | 23st AutoCorr +0.806 0.7900 0.3512 |
| | 24st AutoCorr -1.346 0.0891 0.7598 |
| | 25st AutoCorr +0.142 0.5563 0.9886 |
| | 26st AutoCorr -0.320 0.3745 0.2615 |
| | 27st AutoCorr -0.157 0.4378 0.8338 |
| | 28st AutoCorr +0.366 0.6429 0.4186 |
| QNGmeter Score | 29st AutoCorr +1.361 0.9132 0.8088 |
| 0.0+ | 30st AutoCorr -0.278 0.3905 0.4151 |
| | 31st AutoCorr -0.092 0.4634 0.2645 |
| | 32st AutoCorr +0.574 0.7170 0.7009 |
+---------------------------+------------------------------------------------+
```