import java.io.*;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.function.BiFunction;
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());
if (measurements == null) {
// I don't even want to guess if it's outside the training data.
System.out.println(" ?".repeat(12).substring(1));
} else {
WeatherRecord record = new WeatherRecord(measurements);
Float[] forecast = generateForecast(sampleRecords, record);
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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")
.append("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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) ((int) byteBuffer.get() + 128) / 25F;
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) {
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
boolean uncertain = false;
// Weighted average of suitable records
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
temperature += entry.getValue().measurements[hour] * entry.getKey();
}
// Estimate reliability by calculating (standard-ish) deviation.
double deviationSquaredAbsolute = 0F;
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
deviationSquaredAbsolute += (double)entry.getKey() * Math.pow(entry.getValue().measurements[hour] - temperature, 2);
}
double deviation = Math.sqrt(deviationSquaredAbsolute / (double) weightedRecords.size());
if (deviation > 0.28F) {
uncertain = true;
}
return uncertain ? null : temperature;
};
Float[] forecast = new Float[12];
Float initialPrediction = predict.apply(23, 0F);
if (initialPrediction != null) {
float offset = record.measurements[23] - initialPrediction;
for (int hour = 24; hour < 36; hour++) {
forecast[hour - 24] = predict.apply(hour, offset);
}
}
return forecast;
}
/**
* Weighs the given sample records in accordance with their suitability to forecast for a given target.
* @return A sorted map with weight percentage as key and record as value. Pairs with suitability below a threshold will not appear.
*/
private static Map<Float, WeatherRecord> weighRecords(WeatherRecord[] sampleRecords, WeatherStatistics target) {
SortedMap<Float, WeatherRecord> suitabilityMap = new TreeMap<>(Comparator.reverseOrder());
double exponent = 2D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 24300F) {
if (unsuitability == 0F) {
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
weightMap.put(1F, sampleRecord);
return weightMap;
}
float suitability = 30000F / unsuitability;
totalSuitabilitiesSquared += Math.pow(suitability, exponent);
suitabilityMap.put(suitability, sampleRecord);
}
}
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
double divisor = Math.pow(totalSuitabilitiesSquared, 1D / exponent);
for (Map.Entry<Float, WeatherRecord> entry : suitabilityMap.entrySet()) {
float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
totalWeight += scaledWeight;
weightMap.put(scaledWeight, entry.getValue());
}
assert totalWeight >= 0.99F && totalWeight <= 0.99F;
return weightMap;
}
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++) {
float value = Float.parseFloat(input[i]);
if (value < -38F || value > 34F) {
return null;
}
parsed[i] = value;
}
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) * 5000F +
Math.abs(this.minTemperature - target.minTemperature) * 5000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 5000F;
}
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, 2.2D));
}
return hash;
}
}
}