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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")
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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) {
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) * 6100F +
Math.abs(this.minTemperature - target.minTemperature) * 4000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 4000F;
}
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, 2.5D));
}
return hash;
}
}
}