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 > 0.3F) {
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 < 3750F) {
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, 1.37246F));
}
return hash;
}
}
}