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) * 5500F +
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;
}
}
}