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 < 29000F) {
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()) {
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) * 7000F +
Math.abs(this.minTemperature - target.minTemperature) * 6000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 6000F;
}
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;
}
}
}