/**
* Copyright 2015 Netflix, Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.netflix.hystrix.util;
import static org.junit.Assert.assertEquals;
import static org.junit.Assert.fail;
import java.util.Random;
import java.util.concurrent.CountDownLatch;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.Future;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.atomic.AtomicInteger;
import org.junit.AfterClass;
import org.junit.Assert;
import org.junit.BeforeClass;
import org.junit.Test;
import com.netflix.hystrix.strategy.properties.HystrixProperty;
import com.netflix.hystrix.util.HystrixRollingPercentile.PercentileSnapshot;
import com.netflix.hystrix.util.HystrixRollingPercentile.Time;
public class HystrixRollingPercentileTest {
private static final int timeInMilliseconds = 60000;
private static final int numberOfBuckets = 12; // 12 buckets at 5000ms each
private static final int bucketDataLength = 1000;
private static final HystrixProperty<Boolean> enabled = HystrixProperty.Factory.asProperty(true);
private static ExecutorService threadPool;
@BeforeClass
public static void setUp() {
threadPool = Executors.newFixedThreadPool(10);
}
@AfterClass
public static void tearDown() {
threadPool.shutdown();
try {
threadPool.awaitTermination(10, TimeUnit.SECONDS);
} catch (InterruptedException ie) {
System.out.println("Thread pool never terminated in HystrixRollingPercentileTest");
}
}
@Test
public void testRolling() {
MockedTime time = new MockedTime();
HystrixRollingPercentile p = new HystrixRollingPercentile(time, timeInMilliseconds, numberOfBuckets, bucketDataLength, enabled);
p.addValue(1000);
p.addValue(1000);
p.addValue(1000);
p.addValue(2000);
assertEquals(1, p.buckets.size());
// no bucket turnover yet so percentile not yet generated
assertEquals(0, p.getPercentile(50));
time.increment(6000);
// still only 1 bucket until we touch it again
assertEquals(1, p.buckets.size());
// a bucket has been created so we have a new percentile
assertEquals(1000, p.getPercentile(50));
// now 2 buckets since getting a percentile causes bucket retrieval
assertEquals(2, p.buckets.size());
p.addValue(1000);
p.addValue(500);
// should still be 2 buckets
assertEquals(2, p.buckets.size());
p.addValue(200);
p.addValue(200);
p.addValue(1600);
p.addValue(200);
p.addValue(1600);
p.addValue(1600);
// we haven't progressed to a new bucket so the percentile should be the same and ignore the most recent bucket
assertEquals(1000, p.getPercentile(50));
// increment to another bucket so we include all of the above in the PercentileSnapshot
time.increment(6000);
// the rolling version should have the same data as creating a snapshot like this
PercentileSnapshot ps = new PercentileSnapshot(1000, 1000, 1000, 2000, 1000, 500, 200, 200, 1600, 200, 1600, 1600);
assertEquals(ps.getPercentile(0.15), p.getPercentile(0.15));
assertEquals(ps.getPercentile(0.50), p.getPercentile(0.50));
assertEquals(ps.getPercentile(0.90), p.getPercentile(0.90));
assertEquals(ps.getPercentile(0.995), p.getPercentile(0.995));
System.out.println("100th: " + ps.getPercentile(100) + " " + p.getPercentile(100));
System.out.println("99.5th: " + ps.getPercentile(99.5) + " " + p.getPercentile(99.5));
System.out.println("99th: " + ps.getPercentile(99) + " " + p.getPercentile(99));
System.out.println("90th: " + ps.getPercentile(90) + " " + p.getPercentile(90));
System.out.println("50th: " + ps.getPercentile(50) + " " + p.getPercentile(50));
System.out.println("10th: " + ps.getPercentile(10) + " " + p.getPercentile(10));
// mean = 1000+1000+1000+2000+1000+500+200+200+1600+200+1600+1600/12
assertEquals(991, ps.getMean());
}
@Test
public void testValueIsZeroAfterRollingWindowPassesAndNoTraffic() {
MockedTime time = new MockedTime();
HystrixRollingPercentile p = new HystrixRollingPercentile(time, timeInMilliseconds, numberOfBuckets, bucketDataLength, enabled);
p.addValue(1000);
p.addValue(1000);
p.addValue(1000);
p.addValue(2000);
p.addValue(4000);
assertEquals(1, p.buckets.size());
// no bucket turnover yet so percentile not yet generated
assertEquals(0, p.getPercentile(50));
time.increment(6000);
// still only 1 bucket until we touch it again
assertEquals(1, p.buckets.size());
// a bucket has been created so we have a new percentile
assertEquals(1500, p.getPercentile(50));
// let 1 minute pass
time.increment(60000);
// no data in a minute should mean all buckets are empty (or reset) so we should not have any percentiles
assertEquals(0, p.getPercentile(50));
}
@Test
public void testSampleDataOverTime1() {
System.out.println("\n\n***************************** testSampleDataOverTime1 \n");
MockedTime time = new MockedTime();
HystrixRollingPercentile p = new HystrixRollingPercentile(time, timeInMilliseconds, numberOfBuckets, bucketDataLength, enabled);
int previousTime = 0;
for (int i = 0; i < SampleDataHolder1.data.length; i++) {
int timeInMillisecondsSinceStart = SampleDataHolder1.data[i][0];
int latency = SampleDataHolder1.data[i][1];
time.increment(timeInMillisecondsSinceStart - previousTime);
previousTime = timeInMillisecondsSinceStart;
p.addValue(latency);
}
System.out.println("0.01: " + p.getPercentile(0.01));
System.out.println("Median: " + p.getPercentile(50));
System.out.println("90th: " + p.getPercentile(90));
System.out.println("99th: " + p.getPercentile(99));
System.out.println("99.5th: " + p.getPercentile(99.5));
System.out.println("99.99: " + p.getPercentile(99.99));
System.out.println("Median: " + p.getPercentile(50));
System.out.println("Median: " + p.getPercentile(50));
System.out.println("Median: " + p.getPercentile(50));
/*
* In a loop as a use case was found where very different values were calculated in subsequent requests.
*/
for (int i = 0; i < 10; i++) {
if (p.getPercentile(50) > 5) {
fail("We expect around 2 but got: " + p.getPercentile(50));
}
if (p.getPercentile(99.5) < 20) {
fail("We expect to see some high values over 20 but got: " + p.getPercentile(99.5));
}
}
}
@Test
public void testSampleDataOverTime2() {
System.out.println("\n\n***************************** testSampleDataOverTime2 \n");
MockedTime time = new MockedTime();
int previousTime = 0;
HystrixRollingPercentile p = new HystrixRollingPercentile(time, timeInMilliseconds, numberOfBuckets, bucketDataLength, enabled);
for (int i = 0; i < SampleDataHolder2.data.length; i++) {
int timeInMillisecondsSinceStart = SampleDataHolder2.data[i][0];
int latency = SampleDataHolder2.data[i][1];
time.increment(timeInMillisecondsSinceStart - previousTime);
previousTime = timeInMillisecondsSinceStart;
p.addValue(latency);
}
System.out.println("0.01: " + p.getPercentile(0.01));
System.out.println("Median: " + p.getPercentile(50));
System.out.println("90th: " + p.getPercentile(90));
System.out.println("99th: " + p.getPercentile(99));
System.out.println("99.5th: " + p.getPercentile(99.5));
System.out.println("99.99: " + p.getPercentile(99.99));
if (p.getPercentile(50) > 90 || p.getPercentile(50) < 50) {
fail("We expect around 60-70 but got: " + p.getPercentile(50));
}
if (p.getPercentile(99) < 400) {
fail("We expect to see some high values over 400 but got: " + p.getPercentile(99));
}
}
public PercentileSnapshot getPercentileForValues(int... values) {
return new PercentileSnapshot(values);
}
@Test
public void testPercentileAlgorithm_Median1() {
PercentileSnapshot list = new PercentileSnapshot(100, 100, 100, 100, 200, 200, 200, 300, 300, 300, 300);
Assert.assertEquals(200, list.getPercentile(50));
}
@Test
public void testPercentileAlgorithm_Median2() {
PercentileSnapshot list = new PercentileSnapshot(100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 500);
Assert.assertEquals(100, list.getPercentile(50));
}
@Test
public void testPercentileAlgorithm_Median3() {
PercentileSnapshot list = new PercentileSnapshot(50, 75, 100, 125, 160, 170, 180, 200, 210, 300, 500);
// list.addValue(50); // 1
// list.addValue(75); // 2
// list.addValue(100); // 3
// list.addValue(125); // 4
// list.addValue(160); // 5
// list.addValue(170); // 6
// list.addValue(180); // 7
// list.addValue(200); // 8
// list.addValue(210); // 9
// list.addValue(300); // 10
// list.addValue(500); // 11
Assert.assertEquals(175, list.getPercentile(50));
}
@Test
public void testPercentileAlgorithm_Median4() {
PercentileSnapshot list = new PercentileSnapshot(300, 75, 125, 500, 100, 160, 180, 200, 210, 50, 170);
// unsorted so it is expected to sort it for us
// list.addValue(300); // 10
// list.addValue(75); // 2
// list.addValue(125); // 4
// list.addValue(500); // 11
// list.addValue(100); // 3
// list.addValue(160); // 5
// list.addValue(180); // 7
// list.addValue(200); // 8
// list.addValue(210); // 9
// list.addValue(50); // 1
// list.addValue(170); // 6
Assert.assertEquals(175, list.getPercentile(50));
}
@Test
public void testPercentileAlgorithm_Extremes() {
PercentileSnapshot p = new PercentileSnapshot(2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 800, 768, 657, 700, 867);
System.out.println("0.01: " + p.getPercentile(0.01));
System.out.println("10th: " + p.getPercentile(10));
System.out.println("Median: " + p.getPercentile(50));
System.out.println("75th: " + p.getPercentile(75));
System.out.println("90th: " + p.getPercentile(90));
System.out.println("99th: " + p.getPercentile(99));
System.out.println("99.5th: " + p.getPercentile(99.5));
System.out.println("99.99: " + p.getPercentile(99.99));
Assert.assertEquals(2, p.getPercentile(50));
Assert.assertEquals(2, p.getPercentile(10));
Assert.assertEquals(2, p.getPercentile(75));
if (p.getPercentile(95) < 600) {
fail("We expect the 90th to be over 600 to show the extremes but got: " + p.getPercentile(90));
}
if (p.getPercentile(99) < 600) {
fail("We expect the 99th to be over 600 to show the extremes but got: " + p.getPercentile(99));
}
}
@Test
public void testPercentileAlgorithm_HighPercentile() {
PercentileSnapshot p = getPercentileForValues(1, 2, 3);
Assert.assertEquals(2, p.getPercentile(50));
Assert.assertEquals(3, p.getPercentile(75));
}
@Test
public void testPercentileAlgorithm_LowPercentile() {
PercentileSnapshot p = getPercentileForValues(1, 2);
Assert.assertEquals(1, p.getPercentile(25));
Assert.assertEquals(2, p.getPercentile(75));
}
@Test
public void testPercentileAlgorithm_Percentiles() {
PercentileSnapshot p = getPercentileForValues(10, 30, 20, 40);
Assert.assertEquals(22, p.getPercentile(30), 1.0e-5);
Assert.assertEquals(20, p.getPercentile(25), 1.0e-5);
Assert.assertEquals(40, p.getPercentile(75), 1.0e-5);
Assert.assertEquals(30, p.getPercentile(50), 1.0e-5);
// invalid percentiles
Assert.assertEquals(10, p.getPercentile(-1));
Assert.assertEquals(40, p.getPercentile(101));
}
@Test
public void testPercentileAlgorithm_NISTExample() {
PercentileSnapshot p = getPercentileForValues(951772, 951567, 951937, 951959, 951442, 950610, 951591, 951195, 951772, 950925, 951990, 951682);
Assert.assertEquals(951983, p.getPercentile(90));
Assert.assertEquals(951990, p.getPercentile(100));
}
/**
* This code should work without throwing exceptions but the data returned will all be -1 since the rolling percentile is disabled.
*/
@Test
public void testDoesNothingWhenDisabled() {
MockedTime time = new MockedTime();
int previousTime = 0;
HystrixRollingPercentile p = new HystrixRollingPercentile(time, timeInMilliseconds, numberOfBuckets, bucketDataLength, HystrixProperty.Factory.asProperty(false));
for (int i = 0; i < SampleDataHolder2.data.length; i++) {
int timeInMillisecondsSinceStart = SampleDataHolder2.data[i][0];
int latency = SampleDataHolder2.data[i][1];
time.increment(timeInMillisecondsSinceStart - previousTime);
previousTime = timeInMillisecondsSinceStart;
p.addValue(latency);
}
assertEquals(-1, p.getPercentile(50));
assertEquals(-1, p.getPercentile(75));
assertEquals(-1, p.getMean());
}
@Test
public void testThreadSafety() {
final MockedTime time = new MockedTime();
final HystrixRollingPercentile p = new HystrixRollingPercentile(time, 100, 25, 1000, HystrixProperty.Factory.asProperty(true));
final int NUM_THREADS = 1000;
final int NUM_ITERATIONS = 1000000;
final CountDownLatch latch = new CountDownLatch(NUM_THREADS);
final AtomicInteger aggregateMetrics = new AtomicInteger(); //same as a blackhole
final Random r = new Random();
Future<?> metricsPoller = threadPool.submit(new Runnable() {
@Override
public void run() {
while (!Thread.currentThread().isInterrupted()) {
aggregateMetrics.addAndGet(p.getMean() + p.getPercentile(10) + p.getPercentile(50) + p.getPercentile(90));
//System.out.println("AGGREGATE : " + p.getPercentile(10) + " : " + p.getPercentile(50) + " : " + p.getPercentile(90));
}
}
});
for (int i = 0; i < NUM_THREADS; i++) {
final int threadId = i;
threadPool.submit(new Runnable() {
@Override
public void run() {
for (int j = 1; j < NUM_ITERATIONS / NUM_THREADS + 1; j++) {
int nextInt = r.nextInt(100);
p.addValue(nextInt);
if (threadId == 0) {
time.increment(1);
}
}
latch.countDown();
}
});
}
try {
latch.await(100, TimeUnit.SECONDS);
metricsPoller.cancel(true);
} catch (InterruptedException ex) {
fail("Timeout on all threads writing percentiles");
}
aggregateMetrics.addAndGet(p.getMean() + p.getPercentile(10) + p.getPercentile(50) + p.getPercentile(90));
System.out.println(p.getMean() + " : " + p.getPercentile(50) + " : " + p.getPercentile(75) + " : " + p.getPercentile(90) + " : " + p.getPercentile(95) + " : " + p.getPercentile(99));
}
@Test
public void testWriteThreadSafety() {
final MockedTime time = new MockedTime();
final HystrixRollingPercentile p = new HystrixRollingPercentile(time, 100, 25, 1000, HystrixProperty.Factory.asProperty(true));
final int NUM_THREADS = 10;
final int NUM_ITERATIONS = 1000;
final CountDownLatch latch = new CountDownLatch(NUM_THREADS);
final Random r = new Random();
final AtomicInteger added = new AtomicInteger(0);
for (int i = 0; i < NUM_THREADS; i++) {
threadPool.submit(new Runnable() {
@Override
public void run() {
for (int j = 1; j < NUM_ITERATIONS / NUM_THREADS + 1; j++) {
int nextInt = r.nextInt(100);
p.addValue(nextInt);
added.getAndIncrement();
}
latch.countDown();
}
});
}
try {
latch.await(100, TimeUnit.SECONDS);
assertEquals(added.get(), p.buckets.peekLast().data.length());
} catch (InterruptedException ex) {
fail("Timeout on all threads writing percentiles");
}
}
@Test
public void testThreadSafetyMulti() {
for (int i = 0; i < 100; i++) {
testThreadSafety();
}
}
private static class MockedTime implements Time {
private AtomicInteger time = new AtomicInteger(0);
@Override
public long getCurrentTimeInMillis() {
return time.get();
}
public void increment(int millis) {
time.addAndGet(millis);
}
}
/* sub-class to avoid 65k limit of a single class */
private static class SampleDataHolder1 {
/*
* Array of [milliseconds, latency]
*/
private static int[][] data = new int[][] {
{ 0, 3 }, { 43, 33 }, { 45, 11 }, { 45, 1 }, { 68, 13 }, { 88, 10 }, { 158, 2 }, { 158, 4 }, { 169, 12 }, { 267, 2 }, { 342, 2 }, { 438, 2 }, { 464, 7 }, { 504, 2 }, { 541, 6 }, { 541, 2 }, { 562, 2 }, { 581, 3 }, { 636, 2 }, { 778, 2 }, { 825, 1 }, { 859, 2 }, { 948, 1 }, { 1043, 2 }, { 1145, 2 }, { 1152, 1 }, { 1218, 5 },
{ 1229, 2 }, { 1259, 2 }, { 1333, 2 }, { 1349, 2 }, { 1392, 2 }, { 1468, 1 }, { 1551, 2 }, { 1586, 2 }, { 1685, 2 }, { 1696, 1 }, { 1807, 2 }, { 1817, 3 }, { 1817, 6 }, { 1847, 2 }, { 1870, 2 }, { 1939, 2 }, { 2050, 2 }, { 2129, 3 }, { 2141, 2 }, { 2265, 2 }, { 2414, 1 }, { 2693, 2 }, { 2703, 2 }, { 2791, 2 }, { 2838, 2 },
{ 2906, 2 }, { 2981, 2 }, { 3008, 2 }, { 3026, 4 }, { 3077, 2 }, { 3273, 2 }, { 3282, 2 }, { 3286, 2 }, { 3318, 3 }, { 3335, 5 }, { 3710, 2 }, { 3711, 1 }, { 3745, 2 }, { 3748, 4 }, { 3767, 3 }, { 3809, 3 }, { 3835, 35 }, { 4083, 1 }, { 4116, 2 }, { 4117, 1 }, { 4157, 1 }, { 4279, 2 }, { 4344, 2 }, { 4452, 2 }, { 4530, 2 },
{ 4583, 2 }, { 4647, 3 }, { 4758, 2 }, { 4776, 2 }, { 4793, 2 }, { 4901, 2 }, { 4909, 2 }, { 4962, 2 }, { 4984, 2 }, { 5022, 2 }, { 5139, 2 }, { 5166, 1 }, { 5174, 2 }, { 5187, 2 }, { 5225, 2 }, { 5234, 2 }, { 5263, 1 }, { 5325, 2 }, { 5355, 4 }, { 5407, 1 }, { 5414, 2 }, { 5589, 2 }, { 5595, 2 }, { 5747, 2 }, { 5780, 2 },
{ 5788, 2 }, { 5796, 2 }, { 5818, 2 }, { 5975, 1 }, { 6018, 1 }, { 6270, 2 }, { 6272, 2 }, { 6348, 2 }, { 6372, 2 }, { 6379, 2 }, { 6439, 2 }, { 6442, 2 }, { 6460, 2 }, { 6460, 2 }, { 6509, 2 }, { 6511, 1 }, { 6514, 4 }, { 6530, 8 }, { 6719, 2 }, { 6760, 2 }, { 6784, 2 }, { 6838, 1 }, { 6861, 2 }, { 6947, 2 }, { 7013, 2 },
{ 7075, 2 }, { 7122, 5 }, { 7130, 2 }, { 7209, 3 }, { 7259, 2 }, { 7309, 1 }, { 7315, 3 }, { 7322, 2 }, { 7348, 2 }, { 7420, 2 }, { 7461, 2 }, { 7545, 2 }, { 7554, 3 }, { 7630, 2 }, { 7666, 2 }, { 7815, 1 }, { 7972, 1 }, { 7972, 2 }, { 7988, 2 }, { 8049, 8 }, { 8254, 2 }, { 8269, 2 }, { 8352, 1 }, { 8378, 2 }, { 8526, 2 },
{ 8531, 2 }, { 8583, 2 }, { 8615, 2 }, { 8619, 3 }, { 8623, 2 }, { 8692, 1 }, { 8698, 2 }, { 8773, 2 }, { 8777, 3 }, { 8822, 2 }, { 8929, 2 }, { 8935, 2 }, { 9025, 2 }, { 9054, 2 }, { 9056, 1 }, { 9086, 2 }, { 9147, 3 }, { 9219, 2 }, { 9230, 3 }, { 9248, 2 }, { 9283, 2 }, { 9314, 2 }, { 9418, 1 }, { 9426, 2 }, { 9456, 1 },
{ 9594, 2 }, { 9628, 2 }, { 9642, 2 }, { 9646, 2 }, { 9686, 1 }, { 9709, 2 }, { 9771, 3 }, { 9782, 2 }, { 9884, 2 }, { 9914, 5 }, { 10004, 4 }, { 10033, 6 }, { 10052, 2 }, { 10086, 2 }, { 10168, 2 }, { 10176, 1 }, { 10228, 2 }, { 10312, 2 }, { 10372, 2 }, { 10622, 2 }, { 10685, 2 }, { 10687, 1 }, { 10787, 2 }, { 11010, 2 },
{ 11024, 2 }, { 11044, 2 }, { 11086, 2 }, { 11149, 1 }, { 11198, 2 }, { 11265, 2 }, { 11302, 2 }, { 11326, 2 }, { 11354, 2 }, { 11404, 1 }, { 11473, 2 }, { 11506, 2 }, { 11548, 4 }, { 11575, 2 }, { 11621, 4 }, { 11625, 3 }, { 11625, 1 }, { 11642, 4 }, { 11859, 5 }, { 11870, 2 }, { 11872, 3 }, { 11880, 7 }, { 11886, 3 },
{ 11905, 6 }, { 11880, 3 }, { 11912, 6 }, { 11916, 4 }, { 11916, 3 }, { 11965, 4 }, { 12068, 13 }, { 12106, 2 }, { 12120, 2 }, { 12221, 2 }, { 12257, 2 }, { 12361, 2 }, { 12411, 2 }, { 12473, 3 }, { 12554, 2 }, { 12583, 2 }, { 12654, 2 }, { 12665, 2 }, { 12744, 1 }, { 12775, 2 }, { 12858, 2 }, { 12993, 2 }, { 13007, 3 },
{ 13025, 4 }, { 13038, 2 }, { 13092, 4 }, { 13094, 5 }, { 13095, 1 }, { 13110, 2 }, { 13116, 1 }, { 13140, 2 }, { 13169, 1 }, { 13186, 2 }, { 13202, 2 }, { 13202, 1 }, { 13256, 2 }, { 13344, 2 }, { 13373, 2 }, { 13396, 3 }, { 13446, 2 }, { 13451, 3 }, { 13475, 2 }, { 13521, 1 }, { 13587, 2 }, { 13592, 2 }, { 13708, 3 },
{ 13711, 1 }, { 13741, 1 }, { 13757, 1 }, { 13847, 2 }, { 13881, 3 }, { 13915, 1 }, { 14005, 2 }, { 14028, 2 }, { 14037, 2 }, { 14074, 2 }, { 14135, 2 }, { 14176, 2 }, { 14227, 2 }, { 14228, 2 }, { 14271, 3 }, { 14279, 3 }, { 14493, 2 }, { 14535, 3 }, { 14535, 1 }, { 14680, 2 }, { 14717, 2 }, { 14725, 1 }, { 14790, 2 },
{ 14801, 1 }, { 14959, 2 }, { 15052, 2 }, { 15055, 1 }, { 15055, 1 }, { 15075, 2 }, { 15103, 8 }, { 15153, 16 }, { 15191, 2 }, { 15240, 2 }, { 15313, 2 }, { 15323, 2 }, { 15341, 1 }, { 15383, 2 }, { 15387, 2 }, { 15491, 2 }, { 15534, 2 }, { 15539, 2 }, { 15549, 2 }, { 15554, 1 }, { 15664, 1 }, { 15726, 2 }, { 15807, 2 },
{ 15842, 2 }, { 15897, 2 }, { 15913, 3 }, { 15925, 2 }, { 15935, 2 }, { 16131, 1 }, { 16211, 3 }, { 16249, 2 }, { 16268, 2 }, { 16307, 2 }, { 16398, 2 }, { 16498, 2 }, { 16518, 1 }, { 16552, 1 }, { 16571, 2 }, { 16592, 2 }, { 16601, 3 }, { 16638, 2 }, { 16698, 2 }, { 16712, 1 }, { 16767, 2 }, { 16789, 2 }, { 16992, 2 },
{ 17015, 2 }, { 17035, 2 }, { 17074, 3 }, { 17086, 3 }, { 17086, 1 }, { 17092, 1 }, { 17110, 4 }, { 17116, 3 }, { 17236, 2 }, { 17291, 2 }, { 17291, 2 }, { 17340, 2 }, { 17342, 1 }, { 17360, 3 }, { 17436, 3 }, { 17457, 2 }, { 17508, 1 }, { 17556, 2 }, { 17601, 2 }, { 17639, 2 }, { 17671, 2 }, { 17743, 2 }, { 17857, 2 },
{ 17915, 2 }, { 17992, 2 }, { 18077, 1 }, { 18088, 2 }, { 18158, 1 }, { 18239, 16 }, { 18242, 2 }, { 18252, 3 }, { 18299, 1 }, { 18405, 2 }, { 18433, 2 }, { 18444, 2 }, { 18490, 2 }, { 18497, 2 }, { 18516, 2 }, { 18540, 2 }, { 18598, 2 }, { 18649, 2 }, { 18658, 2 }, { 18683, 2 }, { 18728, 2 }, { 18767, 1 }, { 18821, 2 },
{ 18868, 2 }, { 18876, 2 }, { 18914, 14 }, { 19212, 1 }, { 19215, 1 }, { 19293, 2 }, { 19303, 2 }, { 19336, 2 }, { 19376, 2 }, { 19419, 2 }, { 19558, 2 }, { 19559, 1 }, { 19609, 2 }, { 19688, 2 }, { 19724, 2 }, { 19820, 1 }, { 19851, 2 }, { 19881, 2 }, { 19966, 2 }, { 19983, 3 }, { 19988, 4 }, { 20047, 1 }, { 20062, 2 },
{ 20091, 1 }, { 20152, 1 }, { 20183, 1 }, { 20208, 2 }, { 20346, 2 }, { 20386, 1 }, { 20459, 2 }, { 20505, 2 }, { 20520, 1 }, { 20560, 3 }, { 20566, 3 }, { 20566, 1 }, { 20610, 2 }, { 20652, 2 }, { 20694, 2 }, { 20740, 2 }, { 20756, 2 }, { 20825, 3 }, { 20895, 2 }, { 20959, 1 }, { 20995, 2 }, { 21017, 3 }, { 21039, 2 },
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{ 138236, 2 }, { 138276, 2 }, { 138286, 2 }, { 138298, 3 }, { 138309, 1 }, { 138373, 3 }, { 138524, 2 }, { 138535, 1 }, { 138593, 4 }, { 138611, 1 }, { 138725, 2 }, { 138807, 2 }, { 138819, 3 }, { 138849, 5 }, { 138867, 2 }, { 138907, 2 }, { 138930, 3 }, { 139026, 2 }, { 139102, 2 }, { 139108, 3 }, { 139184, 1 }, { 139209, 3 },
{ 139282, 2 }, { 139289, 4 }, { 139382, 1 }, { 139421, 1 }, { 139436, 2 }, { 139450, 1 }, { 139523, 3 }, { 139533, 2 }, { 139590, 2 }, { 139590, 2 }, { 139722, 2 }, { 139785, 2 }, { 139785, 1 }, { 139798, 2 }, { 139813, 2 }, { 139868, 2 }, { 139935, 3 }, { 139990, 3 }, { 140050, 2 }, { 140177, 2 }, { 140177, 4 }, { 140408, 2 },
{ 140420, 3 }, { 140461, 2 }, { 140578, 15 }, { 140605, 1 }, { 140662, 1 }, { 140755, 2 }, { 140786, 2 }, { 140846, 2 }, { 140874, 2 }, { 140959, 1 }, { 140973, 2 }, { 141128, 2 }, { 141132, 2 }, { 141257, 2 }, { 141290, 1 }, { 141360, 2 }, { 141472, 2 }, { 141545, 2 }, { 141545, 2 }, { 141575, 1 }, { 141606, 5 }, { 141655, 2 },
{ 141735, 2 }, { 141767, 5 }, { 141796, 2 }, { 141841, 2 }, { 141915, 2 }, { 141923, 1 }, { 141932, 2 }, { 141994, 2 }, { 142018, 2 }, { 142029, 3 }, { 142072, 2 }, { 142128, 2 }, { 142133, 1 }, { 142261, 2 }, { 142304, 1 }, { 142400, 2 }, { 142401, 2 }, { 142409, 2 }, { 142479, 2 }, { 142522, 1 }, { 142552, 1 }, { 142589, 2 },
{ 142596, 2 }, { 142753, 1 }, { 142766, 2 }, { 142796, 2 }, { 142836, 2 }, { 142871, 2 }, { 143058, 3 }, { 143059, 6 }, { 143063, 3 }, { 143065, 2 }, { 143141, 4 }, { 143173, 2 }, { 143374, 2 }, { 143399, 2 }, { 143406, 2 }, { 143429, 3 }, { 143430, 2 }, { 143462, 1 }, { 143579, 2 }, { 143663, 2 }, { 143844, 3 }, { 143851, 2 },
{ 143926, 2 }, { 143931, 2 }, { 144051, 6 }, { 144085, 10 }, { 144147, 2 }, { 144188, 4 }, { 144238, 4 }, { 144353, 2 }, { 144465, 2 }, { 144474, 2 }, { 144637, 2 }, { 144638, 1 }, { 144648, 1 }, { 144661, 3 }, { 144812, 2 }, { 144847, 2 }, { 144901, 8 }, { 145058, 2 }, { 145122, 8 }, { 145134, 2 }, { 145150, 2 }, { 145299, 1 },
{ 145313, 2 }, { 145314, 3 }, { 145374, 2 }, { 145412, 2 }, { 145432, 2 }, { 145446, 2 }, { 145534, 3 }, { 145592, 2 }, { 145614, 2 }, { 145648, 2 }, { 145721, 2 }, { 145858, 1 }, { 145970, 3 }, { 145984, 3 }, { 146004, 2 }, { 146016, 3 }, { 146048, 2 }, { 146097, 3 }, { 146103, 2 }, { 146136, 2 }, { 146194, 3 }, { 146230, 1 },
{ 146254, 2 }, { 146261, 4 }, { 146269, 4 }, { 146393, 2 }, { 146411, 3 }, { 146501, 2 }, { 146547, 2 }, { 146547, 2 }, { 146573, 2 }, { 146616, 2 }, { 146622, 3 }, { 146728, 3 }, { 146781, 5 }, { 146805, 4 }, { 146921, 2 }, { 147002, 3 }, { 147072, 2 }, { 147159, 2 }, { 147170, 2 }, { 147203, 1 }, { 147245, 2 }, { 147278, 2 },
{ 147422, 2 }, { 147471, 2 }, { 147491, 2 }, { 147607, 4 }, { 147693, 2 }, { 147763, 2 }, { 147775, 6 }, { 147776, 4 }, { 147824, 2 }, { 147922, 2 }, { 147922, 2 }, { 147937, 2 }, { 147957, 2 }, { 147980, 2 }, { 148008, 2 }, { 148018, 2 }, { 148046, 3 }, { 148071, 4 }, { 148106, 3 }, { 148122, 2 }, { 148139, 2 }, { 148175, 2 },
{ 148318, 2 }, { 148514, 2 }, { 148528, 2 }, { 148539, 2 }, { 148545, 2 }, { 148564, 2 }, { 148569, 2 }, { 148607, 3 }, { 148712, 2 }, { 148751, 2 }, { 148792, 4 }, { 148807, 2 }, { 148818, 2 }, { 148846, 9 }, { 148848, 2 }, { 148851, 2 }, { 148861, 3 }, { 148924, 32 }, { 148934, 2 }, { 149037, 1 }, { 149127, 3 }, { 149132, 2 },
{ 149181, 1 }, { 149181, 2 }, { 149206, 2 }, { 149216, 7 }, { 149240, 4 }, { 149240, 1 }, { 149279, 1 }, { 149280, 3 }, { 149292, 2 }, { 149314, 2 }, { 149344, 2 }, { 149364, 4 }, { 149388, 2 }, { 149438, 2 }, { 149520, 2 }, { 149566, 2 }, { 149630, 2 }, { 149682, 2 }, { 149691, 1 }, { 149703, 2 }, { 149775, 2 }, { 149796, 1 },
{ 149863, 1 }, { 149884, 2 }, { 149888, 1 }, { 149983, 2 }, { 150078, 3 }, { 150083, 6 }, { 150175, 1 }, { 150235, 2 }, { 150238, 2 }, { 150298, 3 }, { 150321, 2 }, { 150382, 2 }, { 150510, 4 }, { 150574, 2 }, { 150619, 5 }, { 150645, 2 }, { 150694, 2 }, { 150732, 8 }, { 150764, 2 }, { 150813, 2 }, { 150871, 2 }, { 150879, 2 },
{ 150888, 1 }, { 150920, 2 }, { 151009, 2 }, { 151013, 2 }, { 151019, 2 }, { 151063, 2 }, { 151067, 2 }, { 151125, 1 }, { 151151, 5 }, { 151172, 2 }, { 151197, 4 }, { 151228, 70 }, { 151292, 2 }, { 151354, 2 }, { 151392, 2 }, { 151396, 1 }, { 151412, 2 }, { 151514, 2 }, { 151529, 2 }, { 151567, 2 }, { 151589, 2 }, { 151641, 2 },
{ 151672, 2 }, { 151730, 2 }, { 151748, 2 }, { 151770, 1 }, { 151788, 2 }, { 151795, 2 }, { 151805, 2 }, { 152046, 5 }, { 152048, 3 }, { 152054, 2 }, { 152057, 3 }, { 152058, 2 }, { 152075, 2 }, { 152090, 9 }, { 152205, 2 }, { 152440, 2 }, { 152480, 2 }, { 152484, 2 }, { 152601, 2 }, { 152714, 2 }, { 152801, 2 }, { 152819, 10 },
{ 152825, 2 }, { 152896, 10 }, { 152937, 2 }, { 152938, 2 }, { 152939, 3 }, { 153042, 2 }, { 153069, 2 }, { 153099, 2 }, { 153164, 2 }, { 153234, 2 }, { 153266, 2 }, { 153345, 2 }, { 153420, 2 }, { 153479, 2 }, { 153488, 4 }, { 153502, 2 }, { 153663, 3 }, { 153740, 1 }, { 153780, 2 }, { 153824, 6 }, { 153938, 2 }, { 153985, 2 },
{ 154022, 2 }, { 154022, 1 }, { 154072, 4 }, { 154109, 2 }, { 154189, 2 }, { 154222, 2 }, { 154228, 2 }, { 154265, 15 }, { 154324, 2 }, { 154350, 2 }, { 154375, 2 }, { 154396, 2 }, { 154431, 2 }, { 154463, 2 }, { 154475, 3 }, { 154510, 1 }, { 154518, 1 }, { 154529, 2 }, { 154710, 2 }, { 154742, 2 }, { 154792, 2 }, { 154871, 4 },
{ 154960, 2 }, { 154961, 2 }, { 154964, 2 }, { 154989, 3 }, { 155002, 3 }, { 155079, 2 }, { 155105, 2 }, { 155107, 2 }, { 155258, 1 }, { 155328, 2 }, { 155328, 2 }, { 155347, 2 }, { 155369, 2 }, { 155447, 2 }, { 155482, 2 }, { 155508, 2 }, { 155531, 2 }, { 155553, 1 }, { 155647, 3 }, { 155659, 9 }, { 155859, 2 }, { 155960, 2 },
{ 156009, 2 }, { 156062, 2 }, { 156143, 3 }, { 156217, 3 }, { 156252, 7 }, { 156260, 2 }, { 156274, 2 }, { 156339, 2 }, { 156354, 3 }, { 156406, 2 }, { 156550, 2 }, { 156694, 2 }, { 156730, 12 }, { 156795, 4 }, { 156806, 3 }, { 156818, 5 }, { 156835, 3 }, { 156850, 3 }, { 156861, 4 }, { 156877, 2 }, { 156915, 6 }, { 156967, 2 },
{ 157046, 2 }, { 157208, 3 }, { 157260, 2 }, { 157364, 2 }, { 157365, 1 }, { 157371, 2 }, { 157440, 2 }, { 157453, 2 }, { 157482, 1 }, { 157505, 2 }, { 157511, 4 }, { 157522, 2 }, { 157562, 2 }, { 157562, 2 }, { 157702, 2 }, { 157734, 3 }, { 157807, 2 }, { 157851, 2 }, { 157882, 2 }, { 157957, 2 }, { 158227, 2 }, { 158284, 2 },
{ 158292, 2 }, { 158310, 3 }, { 158310, 3 }, { 158330, 2 }, { 158358, 1 }, { 158493, 2 }, { 158596, 2 }, { 158736, 2 }, { 158812, 1 }, { 158830, 2 }, { 158846, 1 }, { 158884, 1 }, { 158918, 2 }, { 159003, 2 }, { 159056, 2 }, { 159189, 2 }, { 159372, 2 }, { 159373, 2 }, { 159410, 3 }, { 159421, 4 }, { 159429, 2 }, { 159505, 2 },
{ 159559, 1 }, { 159574, 2 }, { 159587, 4 }, { 159683, 2 }, { 159745, 1 }, { 159748, 3 }, { 159858, 2 }, { 159945, 1 }, { 159971, 4 }, { 159982, 2 }, { 160079, 13 }, { 160084, 2 }, { 160085, 4 }, { 160104, 9 }, { 160197, 2 }, { 160295, 2 }, { 160365, 2 }, { 160372, 1 }, { 160392, 3 }, { 160408, 1 }, { 160446, 1 }, { 160540, 2 },
{ 160599, 1 }, { 160604, 2 }, { 160745, 3 }, { 160752, 2 }, { 160794, 2 }, { 160826, 2 }, { 160846, 2 }, { 160871, 2 }, { 160957, 2 }, { 160986, 2 }, { 161053, 2 }, { 161133, 3 }, { 161133, 1 }, { 161162, 3 }, { 161247, 2 }, { 161270, 2 }, { 161292, 6 }, { 161370, 2 }, { 161420, 2 }, { 161446, 2 }, { 161487, 2 }, { 161511, 3 },
{ 161512, 1 }, { 161580, 2 }, { 161782, 12 }, { 161784, 8 }, { 161786, 2 }, { 161786, 8 }, { 161787, 7 }, { 161795, 2 }, { 161825, 7 }, { 161833, 4 }, { 161892, 2 }, { 161930, 2 }, { 161992, 2 }, { 162054, 2 }, { 162176, 2 }, { 162183, 2 }, { 162219, 2 }, { 162245, 2 }, { 162288, 2 }, { 162361, 3 }, { 162370, 2 }, { 162388, 2 },
{ 162434, 2 }, { 162447, 2 }, { 162524, 2 }, { 162542, 3 }, { 162562, 2 }, { 162594, 2 }, { 162646, 1 }, { 162662, 2 }, { 162761, 2 }, { 162780, 2 }, { 162802, 2 }, { 162820, 3 }, { 162824, 2 }, { 162908, 2 }, { 162968, 2 }, { 163171, 2 }, { 163190, 2 }, { 163288, 1 }, { 163288, 1 }, { 163397, 2 }, { 163405, 6 }, { 163414, 1 },
{ 163506, 1 }, { 163558, 2 }, { 163565, 1 }, { 163568, 3 }, { 163619, 2 }, { 163633, 2 }, { 163678, 2 }, { 163745, 3 }, { 163765, 4 }, { 163773, 2 }, { 163793, 2 }, { 163878, 7 }, { 163949, 2 }, { 163975, 2 }, { 163991, 2 }, { 164016, 2 }, { 164020, 3 }, { 164068, 1 }, { 164076, 4 }, { 164082, 3 }, { 164176, 2 }, { 164236, 2 },
{ 164238, 1 }, { 164315, 2 }, { 164449, 2 }, { 164529, 2 }, { 164574, 4 }, { 164591, 2 }, { 164595, 2 }, { 164611, 2 }, { 164623, 4 }, { 164632, 10 }, { 164691, 2 }, { 164706, 2 }, { 164755, 2 }, { 164761, 2 }, { 164973, 2 }, { 165030, 2 }, { 165090, 2 }, { 165099, 1 }, { 165126, 2 }, { 165188, 2 }, { 165205, 2 }, { 165275, 1 },
{ 165347, 2 }, { 165381, 2 }, { 165562, 2 }, { 165563, 1 }, { 165594, 2 }, { 165641, 2 }, { 165663, 6 }, { 165759, 2 }, { 165811, 2 }, { 165822, 1 }, { 165830, 1 }, { 165903, 1 }, { 165921, 2 }, { 165953, 1 }, { 166022, 1 }, { 166294, 2 }, { 166333, 2 }, { 166420, 2 }, { 166433, 2 }, { 166442, 1 }, { 166536, 2 }, { 166543, 2 },
{ 166556, 2 }, { 166571, 2 }, { 166575, 1 }, { 166588, 2 }, { 166601, 2 }, { 166663, 3 }, { 166692, 1 }, { 166710, 2 }, { 166759, 2 }, { 166785, 3 }, { 166842, 2 }, { 166843, 2 }, { 166864, 2 }, { 166902, 2 }, { 166996, 2 }, { 166999, 2 }, { 167038, 2 }, { 167112, 4 }, { 167112, 2 }, { 167177, 2 }, { 167180, 2 }, { 167229, 1 },
{ 167298, 2 }, { 167306, 4 }, { 167309, 3 }, { 167402, 2 }, { 167405, 2 }, { 167433, 2 }, { 167435, 1 }, { 167461, 3 }, { 167553, 3 }, { 167688, 5 }, { 167689, 2 }, { 167709, 2 }, { 167744, 2 }, { 167821, 2 }, { 167825, 2 }, { 167925, 10 }, { 167969, 2 }, { 168024, 2 }, { 168089, 2 }, { 168104, 2 }, { 168194, 2 }, { 168305, 2 },
{ 168316, 2 }, { 168366, 2 }, { 168423, 2 }, { 168568, 3 }, { 168582, 2 }, { 168615, 3 }, { 168618, 2 }, { 168638, 2 }, { 168671, 2 }, { 168736, 2 }, { 168747, 2 }, { 168750, 4 }, { 168808, 3 }, { 168814, 4 }, { 168820, 2 }, { 168914, 2 }, { 168968, 2 }, { 168979, 2 }, { 169006, 2 }, { 169069, 2 }, { 169106, 3 }, { 169158, 2 },
{ 169158, 2 }, { 169189, 2 }, { 169253, 2 }, { 169259, 1 }, { 169279, 1 }, { 169325, 8 }, { 169349, 2 }, { 169353, 2 }, { 169378, 2 }, { 169432, 2 }, { 169476, 1 }, { 169476, 1 }, { 169525, 2 }, { 169538, 7 }, { 169555, 2 }, { 169571, 2 }, { 169594, 4 }, { 169687, 2 }, { 169799, 2 }, { 169831, 2 }, { 170042, 2 }, { 170061, 2 },
{ 170065, 1 }, { 170128, 6 }, { 170148, 20 }, { 170215, 70 }, { 170256, 60 }, { 170266, 69 }, { 170275, 7 }, { 170277, 6 }, { 170500, 3 }, { 170516, 3 }, { 170601, 2 }, { 170666, 2 }, { 170668, 4 }, { 170668, 1 }, { 170716, 3 }, { 170728, 3 }, { 170735, 5 }, { 170847, 3 }, { 170852, 9 }, { 170858, 2 }, { 170859, 3 }, { 170956, 2 },
{ 170956, 1 }, { 170967, 2 }, { 171005, 2 }, { 171113, 2 }, { 171279, 2 }, { 171400, 2 }, { 171405, 2 }, { 171448, 1 }, { 171490, 2 }, { 171567, 32 }, { 171590, 2 }, { 171723, 2 }, { 171737, 3 }, { 171958, 2 }, { 171967, 2 }
};
}
/* sub-class to avoid 65k limit of a single class */
private static class SampleDataHolder2 {
/*
* Array of [milliseconds, latency]
*/
private static int[][] data = new int[][] { { 0, 3 }, { 43, 33 }, { 45, 11 }, { 45, 1 }, { 68, 13 }, { 88, 10 }, { 158, 68 }, { 158, 4 }, { 169, 168 }, { 267, 68 }, { 342, 68 }, { 438, 68 }, { 464, 7 }, { 504, 68 }, { 541, 6 }, { 541, 68 }, { 562, 68 }, { 581, 3 }, { 636, 68 }, { 778, 68 }, { 825, 1 }, { 859, 68 },
{ 948, 1 }, { 1043, 68 }, { 1145, 68 }, { 1152, 1 }, { 1218, 5 }, { 1229, 68 }, { 1259, 68 }, { 1333, 68 }, { 1349, 68 }, { 1392, 68 }, { 1468, 1 }, { 1551, 68 }, { 1586, 68 }, { 1685, 68 }, { 1696, 1 }, { 1807, 68 }, { 1817, 3 }, { 1817, 6 }, { 1847, 68 }, { 1870, 68 }, { 1939, 68 }, { 2050, 68 }, { 2129, 3 }, { 2141, 68 },
{ 2265, 68 }, { 2414, 1 }, { 2693, 68 }, { 2703, 68 }, { 2791, 68 }, { 2838, 68 }, { 2906, 68 }, { 2981, 68 }, { 3008, 68 }, { 3026, 4 }, { 3077, 68 }, { 3273, 68 }, { 3282, 68 }, { 3286, 68 }, { 3318, 3 }, { 3335, 5 }, { 3710, 68 }, { 3711, 1 }, { 3745, 68 }, { 3748, 4 }, { 3767, 3 }, { 3809, 3 }, { 3835, 35 }, { 4083, 1 },
{ 4116, 68 }, { 4117, 1 }, { 4157, 1 }, { 4279, 68 }, { 4344, 68 }, { 4452, 68 }, { 4530, 68 }, { 4583, 68 }, { 4647, 3 }, { 4758, 68 }, { 4776, 68 }, { 4793, 68 }, { 4901, 68 }, { 4909, 68 }, { 4962, 68 }, { 4984, 68 }, { 5022, 68 }, { 5139, 68 }, { 5166, 1 }, { 5174, 68 }, { 5187, 68 }, { 5225, 68 }, { 5234, 68 }, { 5263, 1 },
{ 5325, 68 }, { 5355, 4 }, { 5407, 1 }, { 5414, 68 }, { 5589, 68 }, { 5595, 68 }, { 5747, 68 }, { 5780, 68 }, { 5788, 68 }, { 5796, 68 }, { 5818, 68 }, { 5975, 1 }, { 6018, 1 }, { 6270, 68 }, { 6272, 68 }, { 6348, 68 }, { 6372, 68 }, { 6379, 68 }, { 6439, 68 }, { 6442, 68 }, { 6460, 68 }, { 6460, 68 }, { 6509, 68 }, { 6511, 1 },
{ 6514, 4 }, { 6530, 8 }, { 6719, 68 }, { 6760, 68 }, { 6784, 68 }, { 6838, 1 }, { 6861, 68 }, { 6947, 68 }, { 7013, 68 }, { 7075, 68 }, { 7122, 5 }, { 7130, 68 }, { 7209, 3 }, { 7259, 68 }, { 7309, 1 }, { 7315, 3 }, { 7322, 68 }, { 7348, 68 }, { 7420, 68 }, { 7461, 68 }, { 7545, 68 }, { 7554, 3 }, { 7630, 68 }, { 7666, 68 },
{ 7815, 1 }, { 7972, 1 }, { 7972, 68 }, { 7988, 68 }, { 8049, 8 }, { 8254, 68 }, { 8269, 68 }, { 8352, 1 }, { 8378, 68 }, { 8526, 68 }, { 8531, 68 }, { 8583, 68 }, { 8615, 68 }, { 8619, 3 }, { 8623, 68 }, { 8692, 1 }, { 8698, 68 }, { 8773, 68 }, { 8777, 3 }, { 8822, 68 }, { 8929, 68 }, { 8935, 68 }, { 9025, 68 }, { 9054, 68 },
{ 9056, 1 }, { 9086, 68 }, { 9147, 3 }, { 9219, 68 }, { 9230, 3 }, { 9248, 68 }, { 9283, 68 }, { 9314, 68 }, { 9418, 1 }, { 9426, 68 }, { 9456, 1 }, { 9594, 68 }, { 9628, 68 }, { 9642, 68 }, { 9646, 68 }, { 9686, 1 }, { 9709, 68 }, { 9771, 3 }, { 9782, 68 }, { 9884, 68 }, { 9914, 5 }, { 10004, 4 }, { 10033, 6 }, { 10052, 68 },
{ 10086, 68 }, { 10168, 68 }, { 10176, 1 }, { 10228, 68 }, { 10312, 68 }, { 10372, 68 }, { 10622, 68 }, { 10685, 68 }, { 10687, 1 }, { 10787, 68 }, { 11010, 68 }, { 11024, 68 }, { 11044, 68 }, { 11086, 68 }, { 11149, 1 }, { 11198, 68 }, { 11265, 68 }, { 11302, 68 }, { 11326, 68 }, { 11354, 68 }, { 11404, 1 }, { 11473, 68 },
{ 11506, 68 }, { 11548, 4 }, { 11575, 68 }, { 11621, 4 }, { 11625, 3 }, { 11625, 1 }, { 11642, 4 }, { 11859, 5 }, { 11870, 68 }, { 11872, 3 }, { 11880, 7 }, { 11886, 3 }, { 11905, 6 }, { 11880, 3 }, { 11912, 6 }, { 11916, 4 }, { 11916, 3 }, { 11965, 4 }, { 12068, 13 }, { 12106, 68 }, { 12120, 68 }, { 12221, 68 }, { 12257, 68 },
{ 12361, 68 }, { 12411, 68 }, { 12473, 3 }, { 12554, 68 }, { 12583, 68 }, { 12654, 68 }, { 12665, 68 }, { 12744, 1 }, { 12775, 68 }, { 12858, 68 }, { 12993, 68 }, { 13007, 3 }, { 13025, 4 }, { 13038, 68 }, { 13092, 4 }, { 13094, 5 }, { 13095, 1 }, { 13110, 68 }, { 13116, 1 }, { 13140, 68 }, { 13169, 1 }, { 13186, 68 },
{ 13202, 68 }, { 13202, 1 }, { 13256, 68 }, { 13344, 68 }, { 13373, 68 }, { 13396, 3 }, { 13446, 68 }, { 13451, 3 }, { 13475, 68 }, { 13521, 1 }, { 13587, 68 }, { 13592, 68 }, { 13708, 3 }, { 13711, 1 }, { 13741, 1 }, { 13757, 1 }, { 13847, 68 }, { 13881, 3 }, { 13915, 1 }, { 14005, 68 }, { 14028, 68 }, { 14037, 68 },
{ 14074, 68 }, { 14135, 68 }, { 14176, 68 }, { 14227, 68 }, { 14228, 68 }, { 14271, 3 }, { 14279, 3 }, { 14493, 68 }, { 14535, 3 }, { 14535, 1 }, { 14680, 68 }, { 14717, 68 }, { 14725, 1 }, { 14790, 68 }, { 14801, 1 }, { 14959, 68 }, { 15052, 68 }, { 15055, 1 }, { 15055, 1 }, { 15075, 68 }, { 15103, 8 }, { 15153, 16 },
{ 15191, 68 }, { 15240, 68 }, { 15313, 68 }, { 15323, 68 }, { 15341, 1 }, { 15383, 68 }, { 15387, 68 }, { 15491, 68 }, { 15534, 68 }, { 15539, 68 }, { 15549, 68 }, { 15554, 1 }, { 15664, 1 }, { 15726, 68 }, { 15807, 68 }, { 15842, 68 }, { 15897, 68 }, { 15913, 3 }, { 15925, 68 }, { 15935, 68 }, { 16131, 1 }, { 16211, 3 },
{ 16249, 68 }, { 16268, 68 }, { 16307, 68 }, { 16398, 68 }, { 16498, 68 }, { 16518, 1 }, { 16552, 1 }, { 16571, 68 }, { 16592, 68 }, { 16601, 3 }, { 16638, 68 }, { 16698, 68 }, { 16712, 1 }, { 16767, 68 }, { 16789, 68 }, { 16992, 68 }, { 17015, 68 }, { 17035, 68 }, { 17074, 3 }, { 17086, 3 }, { 17086, 1 }, { 17092, 1 },
{ 17110, 4 }, { 17116, 3 }, { 17236, 68 }, { 17291, 68 }, { 17291, 68 }, { 17340, 68 }, { 17342, 1 }, { 17360, 3 }, { 17436, 3 }, { 17457, 68 }, { 17508, 1 }, { 17556, 68 }, { 17601, 68 }, { 17639, 68 }, { 17671, 68 }, { 17743, 68 }, { 17857, 68 }, { 17915, 68 }, { 17992, 68 }, { 18077, 1 }, { 18088, 68 }, { 18158, 1 },
{ 18239, 16 }, { 18242, 68 }, { 18252, 3 }, { 18299, 1 }, { 18405, 68 }, { 18433, 68 }, { 18444, 68 }, { 18490, 68 }, { 18497, 68 }, { 18516, 68 }, { 18540, 68 }, { 18598, 68 }, { 18649, 68 }, { 18658, 68 }, { 18683, 68 }, { 18728, 68 }, { 18767, 1 }, { 18821, 68 }, { 18868, 68 }, { 18876, 68 }, { 18914, 14 }, { 19212, 1 },
{ 19215, 1 }, { 19293, 68 }, { 19303, 68 }, { 19336, 68 }, { 19376, 68 }, { 19419, 68 }, { 19558, 68 }, { 19559, 1 }, { 19609, 68 }, { 19688, 68 }, { 19724, 68 }, { 19820, 1 }, { 19851, 68 }, { 19881, 68 }, { 19966, 68 }, { 19983, 3 }, { 19988, 4 }, { 20047, 1 }, { 20062, 68 }, { 20091, 1 }, { 20152, 1 }, { 20183, 1 },
{ 20208, 68 }, { 20346, 68 }, { 20386, 1 }, { 20459, 68 }, { 20505, 68 }, { 20520, 1 }, { 20560, 3 }, { 20566, 3 }, { 20566, 1 }, { 20610, 68 }, { 20652, 68 }, { 20694, 68 }, { 20740, 68 }, { 20756, 68 }, { 20825, 3 }, { 20895, 68 }, { 20959, 1 }, { 20995, 68 }, { 21017, 3 }, { 21039, 68 }, { 21086, 1 }, { 21109, 3 }, { 21139, 3 },
{ 21206, 68 }, { 21230, 68 }, { 21251, 3 }, { 21352, 68 }, { 21353, 68 }, { 21370, 3 }, { 21389, 1 }, { 21445, 3 }, { 21475, 68 }, { 21528, 68 }, { 21559, 3 }, { 21604, 68 }, { 21606, 1 }, { 21815, 68 }, { 21858, 3 }, { 21860, 3 }, { 22015, 68 }, { 22065, 68 }, { 22098, 5 }, { 22105, 68 }, { 22158, 3 }, { 22197, 68 }, { 22254, 1 },
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}
}