import java.io.*;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.stream.Collectors;
import java.util.zip.GZIPInputStream;
public class WeatherBundled {
public static void main(String[] args) {
WeatherRecord[] sampleRecords = readSampleData();
Scanner input = new Scanner(System.in);
int n = Integer.parseInt(input.nextLine());
for (; n > 0; n--) {
float[] measurements = WeatherRecord.readMeasurementsFromString(input.nextLine());
Float[] forecast = generateForecast(sampleRecords, new WeatherRecord(measurements));
System.out.println(Arrays.stream(forecast).map((value) -> value == null ? "?" : String.valueOf(value.floatValue())).collect(Collectors.joining(" ")));
}
}
private static WeatherRecord[] readSampleData() {
// This data originates from the sample data but has been preprocessed, filtered and compressed already to fit in this code file.
String in = new StringBuilder()
.append("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")
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")
.toString();
List<WeatherRecord> weatherRecords = new ArrayList<>();
// Read and decompress data
ByteBuffer byteBuffer;
try {
GZIPInputStream gzipInput = new GZIPInputStream(new ByteArrayInputStream(Base64.getDecoder().decode(in.getBytes(StandardCharsets.UTF_8))));
byteBuffer = ByteBuffer.wrap(gzipInput.readAllBytes());
} catch (IOException e) {
throw new RuntimeException(e);
}
// Read data
while (byteBuffer.hasRemaining()) {
float minTemperature = (float) byteBuffer.getShort() / 10F;
float maxTemperature = (float) byteBuffer.getShort() / 10F;
float stdev = (float) byteBuffer.getShort() / 3000F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) / 10F;
float[] measurements = new float[36];
measurements[23] = (float) byteBuffer.getShort() / 10F;
float lastTemperature = measurements[23];
for (int i = 24; i < measurements.length; i++) {
float temperatureDelta = (float) byteBuffer.get() / 10F;
measurements[i] = (lastTemperature += temperatureDelta);
}
weatherRecords.add(new WeatherRecord(measurements, new WeatherStatistics(minTemperature, maxTemperature, stdev, temperatureHash)));
}
return weatherRecords.toArray(new WeatherRecord[0]);
}
private static Float[] generateForecast(WeatherRecord[] sampleRecords, WeatherRecord record) {
WeatherRecord bestRecord = getBestRecord(sampleRecords, record.statistics);
Float[] forecast = new Float[12];
if (bestRecord != null) {
for (int hour = 24; hour < 36; hour++) {
forecast[hour - 24] = bestRecord.measurements[hour];
}
}
return forecast;
}
private static WeatherRecord getBestRecord(WeatherRecord[] sampleRecords, WeatherStatistics target) {
WeatherRecord bestRecord = null;
float bestRecordSuitability = 4000F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < bestRecordSuitability) {
bestRecord = sampleRecord;
}
}
return bestRecord;
}
public static class WeatherRecord {
public float[] measurements;
public WeatherStatistics statistics;
public WeatherRecord(float[] measurements, WeatherStatistics statistics) {
this.measurements = measurements;
this.statistics = statistics;
}
public WeatherRecord(float[] measurements) {
this(measurements, new WeatherStatistics(measurements));
}
/**
* @return An array of floats (objects, may be null). Returns null if an element exceeds the bounds of normal temperatures.
*/
public static float[] readMeasurementsFromString(String inputString) {
String[] input = inputString.trim().split(" ");
float[] parsed = new float[input.length];
for (int i = 0; i < input.length; i++) {
parsed[i] = Float.parseFloat(input[i]);
}
return parsed;
}
}
public static class WeatherStatistics {
public float minTemperature;
public float maxTemperature;
public float stdev;
public float temperatureHash;
public WeatherStatistics(float minTemperature, float maxTemperature, float stdev, float temperatureHash) {
this.minTemperature = minTemperature;
this.maxTemperature = maxTemperature;
this.stdev = stdev;
this.temperatureHash = temperatureHash;
}
/***
* Generates the stats for the first 24 measurements of the given array.
*/
public WeatherStatistics(float[] measurements) {
assert measurements.length >= 24;
// Stats are calculated for the first 24 measurement values
float[] beginning = Arrays.copyOf(measurements, 24);
this.minTemperature = calculateMinTemperature(beginning);
this.maxTemperature = calculateMaxTemperature(beginning);
this.stdev = calculateStdev(beginning);
this.temperatureHash = calculateTemperatureHash(beginning);
}
public float calculateUnsuitability(WeatherStatistics target) {
return Math.abs(this.temperatureHash - target.temperatureHash) +
Math.abs(this.stdev - target.stdev) * 3000F +
Math.abs(this.minTemperature - target.minTemperature) * 400F +
Math.abs(this.maxTemperature - target.maxTemperature) * 400F;
}
private static float calculateMinTemperature(float[] measurements) {
return calculateMinMaxTemperature(true, measurements);
}
private static float calculateMaxTemperature(float[] measurements) {
return calculateMinMaxTemperature(false, measurements);
}
private static float calculateMinMaxTemperature(boolean min, float[] measurements) {
float best = measurements[0];
for (float measurement : measurements) {
if (min ? measurement < best : measurement > best) {
best = measurement;
}
}
return best;
}
private static float calculateAverage(float[] measurements) {
float sum = 0F;
for (float measurement : measurements) {
sum += measurement;
}
return sum / measurements.length;
}
private static float calculateStdev(float[] measurements) {
float average = calculateAverage(measurements);
double stdev_squared = 0F;
for (float measurement : measurements) {
stdev_squared += Math.pow(measurement - average, 2) / (double)(measurements.length - 1);
}
return (float) Math.sqrt(stdev_squared);
}
private static float calculateTemperatureHash(float[] measurements) {
float hash = 0F;
for (int i = 0; i < measurements.length; i++) {
hash += (float) (measurements[i] * Math.pow(i + 1, 2));
}
return hash;
}
}
}