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 > 0.8F) {
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());
float totalSuitability = 0F;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 6000F) {
float suitability = 10000F / unsuitability;
totalSuitability += suitability;
totalSuitabilitiesSquared += Math.pow(suitability, 2);
suitabilityMap.put(suitability, sampleRecord);
}
}
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
double multiplier = Math.abs(totalSuitability) / Math.sqrt(totalSuitabilitiesSquared);
for (Map.Entry<Float, WeatherRecord> entry : suitabilityMap.entrySet()) {
double linearWeight = (double)entry.getKey() / (double)totalSuitability;
if (Double.isNaN(linearWeight)) continue;
float scaledWeight = (float)Math.pow(linearWeight * multiplier, 2);
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) * 3000F +
Math.abs(this.minTemperature - target.minTemperature) * 400F +
Math.abs(this.maxTemperature - target.maxTemperature) * 400F;
}
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, 1.8D));
}
return hash;
}
}
}