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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")
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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 < 40000F) {
float suitability = 40000F / 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) * 8000F +
Math.abs(this.minTemperature - target.minTemperature) * 10000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 10000F;
}
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;
}
}
}