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 < 32000F) {
float suitability = 35000F / 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) * 6000F +
Math.abs(this.minTemperature - target.minTemperature) * 7000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 7000F;
}
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;
}
}
}