import java.io.ByteArrayInputStream;
import java.io.IOException;
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) 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 = 1.8D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 13000F) {
float suitability = 20000F / 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()) {
if (!Float.isFinite(entry.getKey()) || !Double.isFinite(divisor)) continue;
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) * 6000F +
Math.abs(this.minTemperature - target.minTemperature) * 1000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 1000F;
}
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, 2.2F));
}
return hash;
}
}
}