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) ((int) byteBuffer.get() + 128) / 25F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) * 5F;
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) {
Float[] forecast = new Float[12];
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
if (weightedRecords.isEmpty()) return forecast;
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
// 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());
return deviation > 0.28F ? null : temperature;
};
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;
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);
weightMap.put(scaledWeight, entry.getValue());
}
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) * 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, 2.2D));
}
return hash;
}
}
}