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() {
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) / 20F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15);
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 > 0.58F ? 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 < 71000F) {
if (unsuitability == 0F) {
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
weightMap.put(1F, sampleRecord);
return weightMap;
}
float suitability = 100000F / 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) * 4000F +
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] - measurements[0]) * Math.pow(i, 3D));
}
return hash;
}
}
}