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) ((int) byteBuffer.get() + 128) / 25F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15);
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) * 6000F +
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, 2.2D));
}
return hash;
}
}
}