diff --git a/algorithms-miscellaneous-3/pom.xml b/algorithms-miscellaneous-3/pom.xml
index 802cf74320..5999d33c86 100644
--- a/algorithms-miscellaneous-3/pom.xml
+++ b/algorithms-miscellaneous-3/pom.xml
@@ -1,5 +1,5 @@
+ xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
4.0.0
algorithms-miscellaneous-3
0.0.1-SNAPSHOT
@@ -18,17 +18,28 @@
${org.assertj.core.version}
test
-
+
- org.apache.commons
- commons-collections4
- ${commons-collections4.version}
+ org.apache.commons
+ commons-collections4
+ ${commons-collections4.version}
-
+
- com.google.guava
- guava
- ${guava.version}
+ com.google.guava
+ guava
+ ${guava.version}
+
+
+
+ com.squareup.retrofit2
+ retrofit
+ ${retrofit.version}
+
+
+ com.squareup.retrofit2
+ converter-jackson
+ ${retrofit.version}
@@ -61,5 +72,6 @@
3.9.0
4.3
28.0-jre
+ 2.6.0
\ No newline at end of file
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Centroid.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Centroid.java
new file mode 100644
index 0000000000..523d5b56a5
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Centroid.java
@@ -0,0 +1,45 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.Map;
+import java.util.Objects;
+
+/**
+ * Encapsulates all coordinates for a particular cluster centroid.
+ */
+public class Centroid {
+
+ /**
+ * The centroid coordinates.
+ */
+ private final Map coordinates;
+
+ public Centroid(Map coordinates) {
+ this.coordinates = coordinates;
+ }
+
+ public Map getCoordinates() {
+ return coordinates;
+ }
+
+ @Override
+ public boolean equals(Object o) {
+ if (this == o) {
+ return true;
+ }
+ if (o == null || getClass() != o.getClass()) {
+ return false;
+ }
+ Centroid centroid = (Centroid) o;
+ return Objects.equals(getCoordinates(), centroid.getCoordinates());
+ }
+
+ @Override
+ public int hashCode() {
+ return Objects.hash(getCoordinates());
+ }
+
+ @Override
+ public String toString() {
+ return "Centroid " + coordinates;
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Distance.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Distance.java
new file mode 100644
index 0000000000..30723cb6b3
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Distance.java
@@ -0,0 +1,20 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.Map;
+
+/**
+ * Defines a contract to calculate distance between two feature vectors. The less the
+ * calculated distance, the more two items are similar to each other.
+ */
+public interface Distance {
+
+ /**
+ * Calculates the distance between two feature vectors.
+ *
+ * @param f1 The first set of features.
+ * @param f2 The second set of features.
+ * @return Calculated distance.
+ * @throws IllegalArgumentException If the given feature vectors are invalid.
+ */
+ double calculate(Map f1, Map f2);
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Errors.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Errors.java
new file mode 100644
index 0000000000..3228876051
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Errors.java
@@ -0,0 +1,23 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Encapsulates methods to calculates errors between centroid and the cluster members.
+ */
+public class Errors {
+
+ public static double sse(Map> clustered, Distance distance) {
+ double sum = 0;
+ for (Map.Entry> entry : clustered.entrySet()) {
+ Centroid centroid = entry.getKey();
+ for (Record record : entry.getValue()) {
+ double d = distance.calculate(centroid.getCoordinates(), record.getFeatures());
+ sum += Math.pow(d, 2);
+ }
+ }
+
+ return sum;
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/EuclideanDistance.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/EuclideanDistance.java
new file mode 100644
index 0000000000..193d9afed1
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/EuclideanDistance.java
@@ -0,0 +1,26 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.Map;
+
+/**
+ * Calculates the distance between two items using the Euclidean formula.
+ */
+public class EuclideanDistance implements Distance {
+
+ @Override
+ public double calculate(Map f1, Map f2) {
+ if (f1 == null || f2 == null) {
+ throw new IllegalArgumentException("Feature vectors can't be null");
+ }
+
+ double sum = 0;
+ for (String key : f1.keySet()) {
+ Double v1 = f1.get(key);
+ Double v2 = f2.get(key);
+
+ if (v1 != null && v2 != null) sum += Math.pow(v1 - v2, 2);
+ }
+
+ return Math.sqrt(sum);
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/KMeans.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/KMeans.java
new file mode 100644
index 0000000000..1fb8541ff9
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/KMeans.java
@@ -0,0 +1,236 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Random;
+import java.util.Set;
+
+import static java.util.stream.Collectors.toList;
+import static java.util.stream.Collectors.toSet;
+
+/**
+ * Encapsulates an implementation of KMeans clustering algorithm.
+ *
+ * @author Ali Dehghani
+ */
+public class KMeans {
+
+ private KMeans() {
+ throw new IllegalAccessError("You shouldn't call this constructor");
+ }
+
+ /**
+ * Will be used to generate random numbers.
+ */
+ private static final Random random = new Random();
+
+ /**
+ * Performs the K-Means clustering algorithm on the given dataset.
+ *
+ * @param records The dataset.
+ * @param k Number of Clusters.
+ * @param distance To calculate the distance between two items.
+ * @param maxIterations Upper bound for the number of iterations.
+ * @return K clusters along with their features.
+ */
+ public static Map> fit(List records, int k, Distance distance, int maxIterations) {
+ applyPreconditions(records, k, distance, maxIterations);
+
+ List centroids = randomCentroids(records, k);
+ Map> clusters = new HashMap<>();
+ Map> lastState = new HashMap<>();
+
+ // iterate for a pre-defined number of times
+ for (int i = 0; i < maxIterations; i++) {
+ boolean isLastIteration = i == maxIterations - 1;
+
+ // in each iteration we should find the nearest centroid for each record
+ for (Record record : records) {
+ Centroid centroid = nearestCentroid(record, centroids, distance);
+ assignToCluster(clusters, record, centroid);
+ }
+
+ // if the assignment does not change, then the algorithm terminates
+ boolean shouldTerminate = isLastIteration || clusters.equals(lastState);
+ lastState = clusters;
+ if (shouldTerminate) {
+ break;
+ }
+
+ // at the end of each iteration we should relocate the centroids
+ centroids = relocateCentroids(clusters);
+ clusters = new HashMap<>();
+ }
+
+ return lastState;
+ }
+
+ /**
+ * Move all cluster centroids to the average of all assigned features.
+ *
+ * @param clusters The current cluster configuration.
+ * @return Collection of new and relocated centroids.
+ */
+ private static List relocateCentroids(Map> clusters) {
+ return clusters
+ .entrySet()
+ .stream()
+ .map(e -> average(e.getKey(), e.getValue()))
+ .collect(toList());
+ }
+
+ /**
+ * Moves the given centroid to the average position of all assigned features. If
+ * the centroid has no feature in its cluster, then there would be no need for a
+ * relocation. Otherwise, for each entry we calculate the average of all records
+ * first by summing all the entries and then dividing the final summation value by
+ * the number of records.
+ *
+ * @param centroid The centroid to move.
+ * @param records The assigned features.
+ * @return The moved centroid.
+ */
+ private static Centroid average(Centroid centroid, List records) {
+ // if this cluster is empty, then we shouldn't move the centroid
+ if (records == null || records.isEmpty()) {
+ return centroid;
+ }
+
+ // Since some records don't have all possible attributes, we initialize
+ // average coordinates equal to current centroid coordinates
+ Map average = centroid.getCoordinates();
+
+ // The average function works correctly if we clear all coordinates corresponding
+ // to present record attributes
+ records
+ .stream()
+ .flatMap(e -> e
+ .getFeatures()
+ .keySet()
+ .stream())
+ .forEach(k -> average.put(k, 0.0));
+
+ for (Record record : records) {
+ record
+ .getFeatures()
+ .forEach((k, v) -> average.compute(k, (k1, currentValue) -> v + currentValue));
+ }
+
+ average.forEach((k, v) -> average.put(k, v / records.size()));
+
+ return new Centroid(average);
+ }
+
+ /**
+ * Assigns a feature vector to the given centroid. If this is the first assignment for this centroid,
+ * first we should create the list.
+ *
+ * @param clusters The current cluster configuration.
+ * @param record The feature vector.
+ * @param centroid The centroid.
+ */
+ private static void assignToCluster(Map> clusters, Record record, Centroid centroid) {
+ clusters.compute(centroid, (key, list) -> {
+ if (list == null) {
+ list = new ArrayList<>();
+ }
+
+ list.add(record);
+ return list;
+ });
+ }
+
+ /**
+ * With the help of the given distance calculator, iterates through centroids and finds the
+ * nearest one to the given record.
+ *
+ * @param record The feature vector to find a centroid for.
+ * @param centroids Collection of all centroids.
+ * @param distance To calculate the distance between two items.
+ * @return The nearest centroid to the given feature vector.
+ */
+ private static Centroid nearestCentroid(Record record, List centroids, Distance distance) {
+ double minimumDistance = Double.MAX_VALUE;
+ Centroid nearest = null;
+
+ for (Centroid centroid : centroids) {
+ double currentDistance = distance.calculate(record.getFeatures(), centroid.getCoordinates());
+
+ if (currentDistance < minimumDistance) {
+ minimumDistance = currentDistance;
+ nearest = centroid;
+ }
+ }
+
+ return nearest;
+ }
+
+ /**
+ * Generates k random centroids. Before kicking-off the centroid generation process,
+ * first we calculate the possible value range for each attribute. Then when
+ * we're going to generate the centroids, we generate random coordinates in
+ * the [min, max] range for each attribute.
+ *
+ * @param records The dataset which helps to calculate the [min, max] range for
+ * each attribute.
+ * @param k Number of clusters.
+ * @return Collections of randomly generated centroids.
+ */
+ private static List randomCentroids(List records, int k) {
+ List centroids = new ArrayList<>();
+ Map maxs = new HashMap<>();
+ Map mins = new HashMap<>();
+
+ for (Record record : records) {
+ record
+ .getFeatures()
+ .forEach((key, value) -> {
+ // compares the value with the current max and choose the bigger value between them
+ maxs.compute(key, (k1, max) -> max == null || value > max ? value : max);
+
+ // compare the value with the current min and choose the smaller value between them
+ mins.compute(key, (k1, min) -> min == null || value < min ? value : min);
+ });
+ }
+
+ Set attributes = records
+ .stream()
+ .flatMap(e -> e
+ .getFeatures()
+ .keySet()
+ .stream())
+ .collect(toSet());
+ for (int i = 0; i < k; i++) {
+ Map coordinates = new HashMap<>();
+ for (String attribute : attributes) {
+ double max = maxs.get(attribute);
+ double min = mins.get(attribute);
+ coordinates.put(attribute, random.nextDouble() * (max - min) + min);
+ }
+
+ centroids.add(new Centroid(coordinates));
+ }
+
+ return centroids;
+ }
+
+ private static void applyPreconditions(List records, int k, Distance distance, int maxIterations) {
+ if (records == null || records.isEmpty()) {
+ throw new IllegalArgumentException("The dataset can't be empty");
+ }
+
+ if (k <= 1) {
+ throw new IllegalArgumentException("It doesn't make sense to have less than or equal to 1 cluster");
+ }
+
+ if (distance == null) {
+ throw new IllegalArgumentException("The distance calculator is required");
+ }
+
+ if (maxIterations <= 0) {
+ throw new IllegalArgumentException("Max iterations should be a positive number");
+ }
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFm.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFm.java
new file mode 100644
index 0000000000..4694a845af
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFm.java
@@ -0,0 +1,144 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+import okhttp3.OkHttpClient;
+import retrofit2.Retrofit;
+import retrofit2.converter.jackson.JacksonConverterFactory;
+
+import static java.util.stream.Collectors.toSet;
+
+public class LastFm {
+
+ private static OkHttpClient okHttp = new OkHttpClient.Builder()
+ .addInterceptor(new LastFmService.Authenticator("put your API key here"))
+ .build();
+
+ private static Retrofit retrofit = new Retrofit.Builder()
+ .client(okHttp)
+ .addConverterFactory(JacksonConverterFactory.create())
+ .baseUrl("http://ws.audioscrobbler.com/")
+ .build();
+
+ private static LastFmService lastFm = retrofit.create(LastFmService.class);
+
+ private static ObjectMapper mapper = new ObjectMapper();
+
+ public static void main(String[] args) throws IOException {
+ List artists = getTop100Artists();
+ Set tags = getTop100Tags();
+ List records = datasetWithTaggedArtists(artists, tags);
+
+ Map> clusters = KMeans.fit(records, 7, new EuclideanDistance(), 1000);
+ // Print the cluster configuration
+ clusters.forEach((key, value) -> {
+ System.out.println("------------------------------ CLUSTER -----------------------------------");
+
+ System.out.println(sortedCentroid(key));
+ String members = String.join(", ", value
+ .stream()
+ .map(Record::getDescription)
+ .collect(toSet()));
+ System.out.print(members);
+
+ System.out.println();
+ System.out.println();
+ });
+
+ Map json = convertToD3CompatibleMap(clusters);
+ System.out.println(mapper.writeValueAsString(json));
+ }
+
+ private static Map convertToD3CompatibleMap(Map> clusters) {
+ Map json = new HashMap<>();
+ json.put("name", "Musicians");
+ List> children = new ArrayList<>();
+ clusters.forEach((key, value) -> {
+ Map child = new HashMap<>();
+ child.put("name", dominantGenre(sortedCentroid(key)));
+ List> nested = new ArrayList<>();
+ for (Record record : value) {
+ nested.add(Collections.singletonMap("name", record.getDescription()));
+ }
+ child.put("children", nested);
+
+ children.add(child);
+ });
+ json.put("children", children);
+ return json;
+ }
+
+ private static String dominantGenre(Centroid centroid) {
+ return centroid
+ .getCoordinates()
+ .keySet()
+ .stream()
+ .limit(2)
+ .collect(Collectors.joining(", "));
+ }
+
+ private static Centroid sortedCentroid(Centroid key) {
+ List> entries = new ArrayList<>(key
+ .getCoordinates()
+ .entrySet());
+ entries.sort((e1, e2) -> e2
+ .getValue()
+ .compareTo(e1.getValue()));
+
+ Map sorted = new LinkedHashMap<>();
+ for (Map.Entry entry : entries) {
+ sorted.put(entry.getKey(), entry.getValue());
+ }
+
+ return new Centroid(sorted);
+ }
+
+ private static List datasetWithTaggedArtists(List artists, Set topTags) throws IOException {
+ List records = new ArrayList<>();
+ for (String artist : artists) {
+ Map tags = lastFm
+ .topTagsFor(artist)
+ .execute()
+ .body()
+ .all();
+
+ // Only keep popular tags.
+ tags
+ .entrySet()
+ .removeIf(e -> !topTags.contains(e.getKey()));
+
+ records.add(new Record(artist, tags));
+ }
+ return records;
+ }
+
+ private static Set getTop100Tags() throws IOException {
+ return lastFm
+ .topTags()
+ .execute()
+ .body()
+ .all();
+ }
+
+ private static List getTop100Artists() throws IOException {
+ List artists = new ArrayList<>();
+ for (int i = 1; i <= 2; i++) {
+ artists.addAll(lastFm
+ .topArtists(i)
+ .execute()
+ .body()
+ .all());
+ }
+
+ return artists;
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFmService.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFmService.java
new file mode 100644
index 0000000000..db57deb888
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/LastFmService.java
@@ -0,0 +1,118 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.io.IOException;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+import com.fasterxml.jackson.annotation.JsonAutoDetect;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import okhttp3.HttpUrl;
+import okhttp3.Interceptor;
+import okhttp3.Request;
+import okhttp3.Response;
+import retrofit2.Call;
+import retrofit2.http.GET;
+import retrofit2.http.Query;
+
+import static com.fasterxml.jackson.annotation.JsonAutoDetect.Visibility.ANY;
+import static java.util.stream.Collectors.toList;
+
+public interface LastFmService {
+
+ @GET("/2.0/?method=chart.gettopartists&format=json&limit=50")
+ Call topArtists(@Query("page") int page);
+
+ @GET("/2.0/?method=artist.gettoptags&format=json&limit=20&autocorrect=1")
+ Call topTagsFor(@Query("artist") String artist);
+
+ @GET("/2.0/?method=chart.gettoptags&format=json&limit=100")
+ Call topTags();
+
+ /**
+ * HTTP interceptor to intercept all HTTP requests and add the API key to them.
+ */
+ class Authenticator implements Interceptor {
+
+ private final String apiKey;
+
+ Authenticator(String apiKey) {
+ this.apiKey = apiKey;
+ }
+
+ @Override
+ public Response intercept(Chain chain) throws IOException {
+ HttpUrl url = chain
+ .request()
+ .url()
+ .newBuilder()
+ .addQueryParameter("api_key", apiKey)
+ .build();
+ Request request = chain
+ .request()
+ .newBuilder()
+ .url(url)
+ .build();
+
+ return chain.proceed(request);
+ }
+ }
+
+ @JsonAutoDetect(fieldVisibility = ANY)
+ class TopTags {
+
+ private Map tags;
+
+ @SuppressWarnings("unchecked")
+ public Set all() {
+ List> topTags = (List>) tags.get("tag");
+ return topTags
+ .stream()
+ .map(e -> ((String) e.get("name")))
+ .collect(Collectors.toSet());
+ }
+ }
+
+ @JsonAutoDetect(fieldVisibility = ANY)
+ class Tags {
+
+ @JsonProperty("toptags") private Map topTags;
+
+ @SuppressWarnings("unchecked")
+ public Map all() {
+ try {
+ Map all = new HashMap<>();
+ List> tags = (List>) topTags.get("tag");
+ for (Map tag : tags) {
+ all.put(((String) tag.get("name")), ((Integer) tag.get("count")).doubleValue());
+ }
+
+ return all;
+ } catch (Exception e) {
+ return Collections.emptyMap();
+ }
+ }
+ }
+
+ @JsonAutoDetect(fieldVisibility = ANY)
+ class Artists {
+
+ private Map artists;
+
+ @SuppressWarnings("unchecked")
+ public List all() {
+ try {
+ List> artists = (List>) this.artists.get("artist");
+ return artists
+ .stream()
+ .map(e -> ((String) e.get("name")))
+ .collect(toList());
+ } catch (Exception e) {
+ return Collections.emptyList();
+ }
+ }
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Record.java b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Record.java
new file mode 100644
index 0000000000..d2a7b61c62
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/java/com/baeldung/algorithms/kmeans/Record.java
@@ -0,0 +1,65 @@
+package com.baeldung.algorithms.kmeans;
+
+import java.util.Map;
+import java.util.Objects;
+
+/**
+ * Encapsulates all feature values for a few attributes. Optionally each record
+ * can be described with the {@link #description} field.
+ */
+public class Record {
+
+ /**
+ * The record description. For example, this can be the artist name for the famous musician
+ * example.
+ */
+ private final String description;
+
+ /**
+ * Encapsulates all attributes and their corresponding values, i.e. features.
+ */
+ private final Map features;
+
+ public Record(String description, Map features) {
+ this.description = description;
+ this.features = features;
+ }
+
+ public Record(Map features) {
+ this("", features);
+ }
+
+ public String getDescription() {
+ return description;
+ }
+
+ public Map getFeatures() {
+ return features;
+ }
+
+ @Override
+ public String toString() {
+ String prefix = description == null || description
+ .trim()
+ .isEmpty() ? "Record" : description;
+
+ return prefix + ": " + features;
+ }
+
+ @Override
+ public boolean equals(Object o) {
+ if (this == o) {
+ return true;
+ }
+ if (o == null || getClass() != o.getClass()) {
+ return false;
+ }
+ Record record = (Record) o;
+ return Objects.equals(getDescription(), record.getDescription()) && Objects.equals(getFeatures(), record.getFeatures());
+ }
+
+ @Override
+ public int hashCode() {
+ return Objects.hash(getDescription(), getFeatures());
+ }
+}
diff --git a/algorithms-miscellaneous-3/src/main/resources/kmeans/artists.json b/algorithms-miscellaneous-3/src/main/resources/kmeans/artists.json
new file mode 100644
index 0000000000..6cee0d1de2
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/resources/kmeans/artists.json
@@ -0,0 +1,3384 @@
+[
+ {
+ "description": "Billie Eilish",
+ "features": {
+ "singer-songwriter": 3.0,
+ "american": 23.0,
+ "british": 3.0,
+ "experimental": 3.0,
+ "rnb": 3.0,
+ "female vocalists": 49.0,
+ "indie": 58.0,
+ "chillout": 12.0,
+ "ambient": 3.0,
+ "pop": 100.0,
+ "synthpop": 3.0,
+ "electronic": 58.0,
+ "indie pop": 83.0,
+ "seen live": 18.0,
+ "alternative": 40.0,
+ "female vocalist": 9.0
+ }
+ },
+ {
+ "description": "Ed Sheeran",
+ "features": {
+ "indie": 12.0,
+ "singer-songwriter": 78.0,
+ "male vocalists": 13.0,
+ "soul": 3.0,
+ "chillout": 2.0,
+ "Mellow": 2.0,
+ "british": 82.0,
+ "pop": 23.0,
+ "rock": 4.0,
+ "rap": 2.0,
+ "indie pop": 3.0,
+ "seen live": 21.0,
+ "Hip-Hop": 4.0,
+ "acoustic": 100.0,
+ "alternative": 8.0,
+ "guitar": 2.0,
+ "00s": 2.0,
+ "Soundtrack": 1.0,
+ "Love": 2.0,
+ "folk": 12.0
+ }
+ },
+ {
+ "description": "Lil Nas X",
+ "features": {
+ "country": 54.0,
+ "male vocalists": 8.0,
+ "american": 24.0,
+ "rock": 16.0,
+ "pop": 8.0,
+ "hip hop": 47.0,
+ "rap": 62.0,
+ "Hip-Hop": 100.0,
+ "alternative": 24.0
+ }
+ },
+ {
+ "description": "Queen",
+ "features": {
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "british": 17.0,
+ "classic rock": 100.0,
+ "rock": 81.0,
+ "pop": 7.0,
+ "heavy metal": 2.0,
+ "oldies": 2.0,
+ "seen live": 2.0,
+ "alternative": 4.0,
+ "metal": 2.0,
+ "Progressive rock": 6.0,
+ "alternative rock": 1.0,
+ "hard rock": 38.0,
+ "70s": 8.0,
+ "80s": 41.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Ariana Grande",
+ "features": {
+ "american": 13.0,
+ "beautiful": 2.0,
+ "dance": 11.0,
+ "House": 2.0,
+ "Soundtrack": 3.0,
+ "chillout": 3.0,
+ "pop": 100.0,
+ "rock": 2.0,
+ "electronic": 3.0,
+ "seen live": 3.0,
+ "female vocalist": 3.0,
+ "singer-songwriter": 5.0,
+ "rnb": 51.0,
+ "female vocalists": 54.0,
+ "soul": 10.0,
+ "synthpop": 2.0,
+ "hip hop": 3.0,
+ "Hip-Hop": 3.0
+ }
+ },
+ {
+ "description": "Post Malone",
+ "features": {
+ "american": 8.0,
+ "rap": 72.0,
+ "rnb": 14.0,
+ "pop": 8.0,
+ "synthpop": 3.0,
+ "hip hop": 35.0,
+ "seen live": 19.0,
+ "Hip-Hop": 100.0
+ }
+ },
+ {
+ "description": "Drake",
+ "features": {
+ "indie": 4.0,
+ "male vocalists": 5.0,
+ "soul": 2.0,
+ "pop": 6.0,
+ "hip hop": 37.0,
+ "rap": 72.0,
+ "seen live": 8.0,
+ "Hip-Hop": 100.0,
+ "rnb": 50.0,
+ "00s": 1.0
+ }
+ },
+ {
+ "description": "Kanye West",
+ "features": {
+ "indie": 2.0,
+ "male vocalists": 3.0,
+ "soul": 4.0,
+ "american": 6.0,
+ "experimental": 2.0,
+ "pop": 6.0,
+ "rock": 2.0,
+ "electronica": 1.0,
+ "hip hop": 40.0,
+ "electronic": 3.0,
+ "dance": 2.0,
+ "rap": 69.0,
+ "seen live": 22.0,
+ "Hip-Hop": 100.0,
+ "rnb": 31.0,
+ "alternative": 3.0,
+ "00s": 3.0
+ }
+ },
+ {
+ "description": "The Beatles",
+ "features": {
+ "indie": 3.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "singer-songwriter": 2.0,
+ "Psychedelic Rock": 6.0,
+ "british": 58.0,
+ "experimental": 2.0,
+ "classic rock": 100.0,
+ "rock": 71.0,
+ "pop": 41.0,
+ "psychedelic": 13.0,
+ "indie rock": 2.0,
+ "oldies": 10.0,
+ "britpop": 4.0,
+ "alternative": 4.0,
+ "Progressive rock": 2.0,
+ "alternative rock": 1.0,
+ "Love": 2.0,
+ "folk": 1.0,
+ "60s": 56.0,
+ "70s": 3.0
+ }
+ },
+ {
+ "description": "Taylor Swift",
+ "features": {
+ "country": 100.0,
+ "singer-songwriter": 42.0,
+ "chillout": 2.0,
+ "american": 8.0,
+ "pop": 71.0,
+ "rock": 2.0,
+ "beautiful": 2.0,
+ "synthpop": 2.0,
+ "seen live": 4.0,
+ "acoustic": 31.0,
+ "female vocalist": 3.0,
+ "00s": 3.0,
+ "female vocalists": 60.0,
+ "Love": 3.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "Radiohead",
+ "features": {
+ "indie": 59.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "chillout": 2.0,
+ "british": 22.0,
+ "experimental": 14.0,
+ "ambient": 2.0,
+ "classic rock": 1.0,
+ "rock": 73.0,
+ "electronica": 5.0,
+ "psychedelic": 3.0,
+ "pop": 2.0,
+ "beautiful": 1.0,
+ "post-rock": 3.0,
+ "indie rock": 15.0,
+ "electronic": 48.0,
+ "trip-hop": 1.0,
+ "britpop": 17.0,
+ "indie pop": 1.0,
+ "seen live": 27.0,
+ "alternative": 100.0,
+ "Progressive rock": 6.0,
+ "alternative rock": 81.0,
+ "00s": 2.0,
+ "idm": 1.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Beyoncé",
+ "features": {
+ "singer-songwriter": 3.0,
+ "jazz": 2.0,
+ "american": 9.0,
+ "beautiful": 2.0,
+ "dance": 13.0,
+ "rap": 2.0,
+ "rnb": 100.0,
+ "female vocalists": 70.0,
+ "Love": 3.0,
+ "soul": 56.0,
+ "pop": 91.0,
+ "hip hop": 5.0,
+ "electronic": 2.0,
+ "seen live": 6.0,
+ "Hip-Hop": 45.0,
+ "alternative": 1.0,
+ "female vocalist": 4.0,
+ "00s": 3.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Shawn Mendes",
+ "features": {
+ "male vocalists": 28.0,
+ "singer-songwriter": 13.0,
+ "british": 7.0,
+ "rnb": 7.0,
+ "acoustic": 37.0,
+ "metal": 4.0,
+ "folk": 37.0,
+ "indie": 10.0,
+ "soul": 4.0,
+ "pop": 100.0,
+ "seen live": 13.0,
+ "alternative": 4.0,
+ "alternative rock": 4.0
+ }
+ },
+ {
+ "description": "David Bowie",
+ "features": {
+ "singer-songwriter": 11.0,
+ "male vocalists": 4.0,
+ "Psychedelic Rock": 2.0,
+ "british": 23.0,
+ "experimental": 9.0,
+ "classic rock": 86.0,
+ "psychedelic": 3.0,
+ "electronica": 2.0,
+ "indie rock": 2.0,
+ "dance": 2.0,
+ "post-punk": 2.0,
+ "punk": 2.0,
+ "hard rock": 3.0,
+ "folk": 2.0,
+ "70s": 15.0,
+ "90s": 4.0,
+ "indie": 6.0,
+ "favorites": 2.0,
+ "soul": 2.0,
+ "ambient": 2.0,
+ "rock": 100.0,
+ "pop": 19.0,
+ "new wave": 7.0,
+ "electronic": 4.0,
+ "oldies": 2.0,
+ "britpop": 2.0,
+ "seen live": 11.0,
+ "alternative": 43.0,
+ "Progressive rock": 4.0,
+ "alternative rock": 6.0,
+ "industrial": 2.0,
+ "00s": 2.0,
+ "60s": 3.0,
+ "80s": 48.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Kendrick Lamar",
+ "features": {
+ "male vocalists": 2.0,
+ "american": 7.0,
+ "hip hop": 17.0,
+ "rap": 70.0,
+ "seen live": 38.0,
+ "Hip-Hop": 100.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Rihanna",
+ "features": {
+ "american": 4.0,
+ "beautiful": 2.0,
+ "dance": 56.0,
+ "rap": 2.0,
+ "rnb": 89.0,
+ "House": 1.0,
+ "female vocalists": 63.0,
+ "Love": 2.0,
+ "soul": 4.0,
+ "pop": 100.0,
+ "rock": 2.0,
+ "hip hop": 6.0,
+ "electronic": 3.0,
+ "seen live": 7.0,
+ "Hip-Hop": 41.0,
+ "alternative": 1.0,
+ "female vocalist": 4.0,
+ "00s": 3.0,
+ "reggae": 6.0
+ }
+ },
+ {
+ "description": "Arctic Monkeys",
+ "features": {
+ "indie": 98.0,
+ "male vocalists": 2.0,
+ "Psychedelic Rock": 1.0,
+ "british": 75.0,
+ "rock": 63.0,
+ "pop": 2.0,
+ "punk rock": 1.0,
+ "indie rock": 100.0,
+ "britpop": 16.0,
+ "indie pop": 2.0,
+ "seen live": 45.0,
+ "alternative": 60.0,
+ "post-punk": 3.0,
+ "alternative rock": 19.0,
+ "00s": 3.0,
+ "punk": 2.0
+ }
+ },
+ {
+ "description": "Tyler, the Creator",
+ "features": {
+ "experimental": 4.0,
+ "american": 4.0,
+ "hip hop": 12.0,
+ "rap": 55.0,
+ "seen live": 15.0,
+ "Hip-Hop": 100.0,
+ "alternative": 2.0
+ }
+ },
+ {
+ "description": "Lana Del Rey",
+ "features": {
+ "singer-songwriter": 10.0,
+ "jazz": 2.0,
+ "american": 14.0,
+ "beautiful": 2.0,
+ "indie rock": 2.0,
+ "female vocalists": 100.0,
+ "folk": 2.0,
+ "indie": 93.0,
+ "soul": 3.0,
+ "chillout": 3.0,
+ "blues": 2.0,
+ "pop": 80.0,
+ "rock": 2.0,
+ "electronic": 2.0,
+ "trip-hop": 10.0,
+ "indie pop": 88.0,
+ "seen live": 12.0,
+ "alternative": 67.0,
+ "female vocalist": 4.0,
+ "alternative rock": 2.0
+ }
+ },
+ {
+ "description": "Katy Perry",
+ "features": {
+ "indie": 25.0,
+ "singer-songwriter": 4.0,
+ "american": 9.0,
+ "pop": 100.0,
+ "rock": 24.0,
+ "beautiful": 2.0,
+ "indie rock": 1.0,
+ "electronic": 4.0,
+ "dance": 9.0,
+ "indie pop": 1.0,
+ "seen live": 7.0,
+ "rnb": 1.0,
+ "alternative": 3.0,
+ "female vocalist": 5.0,
+ "00s": 3.0,
+ "female vocalists": 62.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Lady Gaga",
+ "features": {
+ "singer-songwriter": 4.0,
+ "american": 7.0,
+ "pop": 100.0,
+ "electronica": 3.0,
+ "rock": 2.0,
+ "electro": 2.0,
+ "synthpop": 2.0,
+ "electronic": 53.0,
+ "dance": 73.0,
+ "seen live": 8.0,
+ "techno": 1.0,
+ "rnb": 1.0,
+ "alternative": 1.0,
+ "female vocalist": 21.0,
+ "00s": 3.0,
+ "female vocalists": 43.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Tame Impala",
+ "features": {
+ "indie": 21.0,
+ "male vocalists": 1.0,
+ "Psychedelic Rock": 100.0,
+ "experimental": 4.0,
+ "psychedelic": 92.0,
+ "rock": 41.0,
+ "indie rock": 60.0,
+ "electronic": 3.0,
+ "indie pop": 2.0,
+ "seen live": 53.0,
+ "alternative": 7.0,
+ "Progressive rock": 3.0,
+ "alternative rock": 3.0,
+ "00s": 3.0
+ }
+ },
+ {
+ "description": "Calvin Harris",
+ "features": {
+ "indie": 8.0,
+ "male vocalists": 3.0,
+ "singer-songwriter": 1.0,
+ "british": 15.0,
+ "electronica": 34.0,
+ "pop": 8.0,
+ "electro": 53.0,
+ "synthpop": 4.0,
+ "electronic": 100.0,
+ "dance": 75.0,
+ "indie pop": 2.0,
+ "seen live": 36.0,
+ "techno": 1.0,
+ "alternative": 1.0,
+ "House": 9.0,
+ "00s": 3.0,
+ "80s": 1.0
+ }
+ },
+ {
+ "description": "Red Hot Chili Peppers",
+ "features": {
+ "indie": 5.0,
+ "favorites": 1.0,
+ "male vocalists": 1.0,
+ "american": 5.0,
+ "classic rock": 3.0,
+ "rock": 100.0,
+ "pop": 2.0,
+ "punk rock": 2.0,
+ "indie rock": 2.0,
+ "seen live": 23.0,
+ "Grunge": 2.0,
+ "alternative": 54.0,
+ "metal": 2.0,
+ "alternative rock": 59.0,
+ "00s": 2.0,
+ "punk": 6.0,
+ "hard rock": 2.0,
+ "80s": 2.0,
+ "funk": 50.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Coldplay",
+ "features": {
+ "indie": 55.0,
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "singer-songwriter": 2.0,
+ "emo": 2.0,
+ "Mellow": 3.0,
+ "chillout": 3.0,
+ "british": 28.0,
+ "classic rock": 2.0,
+ "rock": 100.0,
+ "pop": 18.0,
+ "piano": 3.0,
+ "indie rock": 11.0,
+ "electronic": 2.0,
+ "britpop": 81.0,
+ "indie pop": 2.0,
+ "seen live": 22.0,
+ "alternative": 87.0,
+ "acoustic": 2.0,
+ "alternative rock": 68.0,
+ "00s": 2.0,
+ "Love": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Miley Cyrus",
+ "features": {
+ "country": 3.0,
+ "singer-songwriter": 1.0,
+ "american": 12.0,
+ "beautiful": 2.0,
+ "grindcore": 1.0,
+ "dance": 42.0,
+ "rnb": 4.0,
+ "Soundtrack": 2.0,
+ "female vocalists": 55.0,
+ "Love": 2.0,
+ "death metal": 2.0,
+ "pop": 100.0,
+ "rock": 8.0,
+ "electronic": 5.0,
+ "seen live": 3.0,
+ "Hip-Hop": 4.0,
+ "alternative": 2.0,
+ "female vocalist": 4.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "Mark Ronson",
+ "features": {
+ "singer-songwriter": 1.0,
+ "jazz": 7.0,
+ "british": 68.0,
+ "experimental": 2.0,
+ "american": 1.0,
+ "cover": 4.0,
+ "electronica": 2.0,
+ "dance": 5.0,
+ "rap": 4.0,
+ "rnb": 2.0,
+ "House": 1.0,
+ "indie": 3.0,
+ "soul": 17.0,
+ "chillout": 2.0,
+ "pop": 68.0,
+ "rock": 3.0,
+ "electro": 2.0,
+ "hip hop": 11.0,
+ "electronic": 9.0,
+ "trip-hop": 1.0,
+ "britpop": 4.0,
+ "seen live": 31.0,
+ "Hip-Hop": 57.0,
+ "alternative": 9.0,
+ "00s": 7.0,
+ "funk": 100.0
+ }
+ },
+ {
+ "description": "Imagine Dragons",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 6.0,
+ "american": 12.0,
+ "rock": 64.0,
+ "pop": 10.0,
+ "indie rock": 96.0,
+ "electronic": 4.0,
+ "new wave": 2.0,
+ "indie pop": 57.0,
+ "seen live": 29.0,
+ "alternative": 86.0,
+ "alternative rock": 21.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "The Weeknd",
+ "features": {
+ "indie": 6.0,
+ "male vocalists": 5.0,
+ "soul": 9.0,
+ "chillout": 2.0,
+ "Mellow": 2.0,
+ "experimental": 6.0,
+ "ambient": 3.0,
+ "pop": 10.0,
+ "electronica": 5.0,
+ "electro": 1.0,
+ "downtempo": 7.0,
+ "hip hop": 2.0,
+ "electronic": 78.0,
+ "trip-hop": 3.0,
+ "rap": 2.0,
+ "indie pop": 2.0,
+ "seen live": 16.0,
+ "Hip-Hop": 8.0,
+ "rnb": 100.0,
+ "alternative": 5.0
+ }
+ },
+ {
+ "description": "Eminem",
+ "features": {
+ "male vocalists": 3.0,
+ "singer-songwriter": 2.0,
+ "emo": 1.0,
+ "american": 6.0,
+ "pop": 16.0,
+ "rock": 3.0,
+ "hip hop": 33.0,
+ "dance": 1.0,
+ "rap": 100.0,
+ "seen live": 4.0,
+ "Hip-Hop": 79.0,
+ "alternative": 3.0,
+ "00s": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Nirvana",
+ "features": {
+ "indie": 4.0,
+ "favorites": 1.0,
+ "male vocalists": 2.0,
+ "Grunge": 100.0,
+ "alternative": 35.0,
+ "metal": 3.0,
+ "american": 4.0,
+ "classic rock": 2.0,
+ "rock": 52.0,
+ "alternative rock": 34.0,
+ "punk rock": 3.0,
+ "punk": 7.0,
+ "indie rock": 2.0,
+ "hard rock": 3.0,
+ "90s": 28.0
+ }
+ },
+ {
+ "description": "Fleetwood Mac",
+ "features": {
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "singer-songwriter": 2.0,
+ "british": 10.0,
+ "american": 3.0,
+ "classic rock": 100.0,
+ "blues": 41.0,
+ "rock": 67.0,
+ "pop": 33.0,
+ "oldies": 3.0,
+ "seen live": 7.0,
+ "alternative": 1.0,
+ "acoustic": 1.0,
+ "female vocalist": 2.0,
+ "guitar": 1.0,
+ "Progressive rock": 2.0,
+ "female vocalists": 10.0,
+ "folk": 2.0,
+ "60s": 5.0,
+ "70s": 48.0,
+ "80s": 12.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Childish Gambino",
+ "features": {
+ "indie": 35.0,
+ "male vocalists": 1.0,
+ "soul": 5.0,
+ "american": 8.0,
+ "experimental": 3.0,
+ "pop": 3.0,
+ "psychedelic": 2.0,
+ "hip hop": 31.0,
+ "electronic": 2.0,
+ "dance": 1.0,
+ "rap": 70.0,
+ "seen live": 37.0,
+ "Hip-Hop": 100.0,
+ "rnb": 6.0,
+ "alternative": 4.0,
+ "funk": 8.0
+ }
+ },
+ {
+ "description": "Pink Floyd",
+ "features": {
+ "favorites": 1.0,
+ "indie": 1.0,
+ "Psychedelic Rock": 72.0,
+ "british": 13.0,
+ "experimental": 6.0,
+ "ambient": 1.0,
+ "classic rock": 79.0,
+ "rock": 53.0,
+ "psychedelic": 44.0,
+ "oldies": 1.0,
+ "seen live": 3.0,
+ "alternative": 6.0,
+ "Progressive rock": 100.0,
+ "alternative rock": 2.0,
+ "hard rock": 2.0,
+ "60s": 5.0,
+ "70s": 8.0,
+ "80s": 3.0
+ }
+ },
+ {
+ "description": "The Killers",
+ "features": {
+ "indie": 100.0,
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "emo": 2.0,
+ "american": 9.0,
+ "british": 2.0,
+ "classic rock": 1.0,
+ "rock": 93.0,
+ "pop": 10.0,
+ "electronica": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 90.0,
+ "new wave": 4.0,
+ "electronic": 3.0,
+ "dance": 1.0,
+ "britpop": 4.0,
+ "indie pop": 4.0,
+ "seen live": 39.0,
+ "alternative": 75.0,
+ "post-punk": 3.0,
+ "alternative rock": 64.0,
+ "00s": 3.0,
+ "punk": 4.0
+ }
+ },
+ {
+ "description": "The Rolling Stones",
+ "features": {
+ "indie": 2.0,
+ "male vocalists": 1.0,
+ "Psychedelic Rock": 2.0,
+ "british": 43.0,
+ "classic rock": 100.0,
+ "blues": 31.0,
+ "rock": 80.0,
+ "psychedelic": 3.0,
+ "pop": 2.0,
+ "oldies": 3.0,
+ "seen live": 14.0,
+ "alternative": 4.0,
+ "guitar": 1.0,
+ "hard rock": 8.0,
+ "60s": 41.0,
+ "70s": 8.0,
+ "80s": 4.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Gorillaz",
+ "features": {
+ "indie": 46.0,
+ "favorites": 1.0,
+ "chillout": 3.0,
+ "british": 12.0,
+ "experimental": 6.0,
+ "rock": 58.0,
+ "electronica": 13.0,
+ "pop": 13.0,
+ "electro": 2.0,
+ "downtempo": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 4.0,
+ "hip hop": 7.0,
+ "electronic": 88.0,
+ "trip-hop": 20.0,
+ "dance": 4.0,
+ "britpop": 4.0,
+ "rap": 4.0,
+ "indie pop": 2.0,
+ "seen live": 5.0,
+ "Hip-Hop": 63.0,
+ "alternative": 100.0,
+ "metal": 2.0,
+ "alternative rock": 11.0,
+ "00s": 3.0,
+ "punk": 2.0,
+ "funk": 3.0
+ }
+ },
+ {
+ "description": "Frank Ocean",
+ "features": {
+ "indie": 3.0,
+ "male vocalists": 6.0,
+ "singer-songwriter": 4.0,
+ "soul": 93.0,
+ "american": 8.0,
+ "experimental": 2.0,
+ "pop": 6.0,
+ "electronica": 1.0,
+ "hip hop": 8.0,
+ "electronic": 3.0,
+ "rap": 4.0,
+ "seen live": 14.0,
+ "Hip-Hop": 82.0,
+ "rnb": 100.0,
+ "alternative": 3.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Panic! at the Disco",
+ "features": {
+ "male vocalists": 3.0,
+ "american": 8.0,
+ "electronica": 2.0,
+ "punk rock": 6.0,
+ "indie rock": 21.0,
+ "dance": 20.0,
+ "metal": 2.0,
+ "screamo": 2.0,
+ "punk": 21.0,
+ "Love": 2.0,
+ "indie": 68.0,
+ "favorites": 4.0,
+ "emo": 97.0,
+ "rock": 100.0,
+ "pop": 9.0,
+ "electronic": 4.0,
+ "indie pop": 2.0,
+ "seen live": 51.0,
+ "hardcore": 2.0,
+ "techno": 1.0,
+ "alternative": 99.0,
+ "alternative rock": 21.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "The Cure",
+ "features": {
+ "indie": 14.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "british": 16.0,
+ "classic rock": 3.0,
+ "rock": 52.0,
+ "pop": 6.0,
+ "psychedelic": 1.0,
+ "synthpop": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 3.0,
+ "new wave": 100.0,
+ "electronic": 2.0,
+ "britpop": 2.0,
+ "indie pop": 1.0,
+ "seen live": 24.0,
+ "alternative": 68.0,
+ "Gothic": 10.0,
+ "post-punk": 100.0,
+ "alternative rock": 23.0,
+ "punk": 4.0,
+ "Love": 2.0,
+ "70s": 2.0,
+ "80s": 65.0,
+ "90s": 3.0
+ }
+ },
+ {
+ "description": "Madonna",
+ "features": {
+ "singer-songwriter": 3.0,
+ "american": 8.0,
+ "pop": 100.0,
+ "rock": 5.0,
+ "electronica": 3.0,
+ "electronic": 29.0,
+ "dance": 50.0,
+ "seen live": 9.0,
+ "rnb": 1.0,
+ "alternative": 2.0,
+ "female vocalist": 4.0,
+ "00s": 4.0,
+ "female vocalists": 50.0,
+ "Love": 1.0,
+ "80s": 35.0,
+ "90s": 8.0
+ }
+ },
+ {
+ "description": "The Chainsmokers",
+ "features": {
+ "male vocalists": 6.0,
+ "american": 28.0,
+ "electronica": 3.0,
+ "dance": 33.0,
+ "House": 63.0,
+ "pop": 79.0,
+ "electro": 6.0,
+ "electronic": 100.0,
+ "seen live": 17.0,
+ "techno": 3.0,
+ "alternative": 3.0
+ }
+ },
+ {
+ "description": "Linkin Park",
+ "features": {
+ "favorites": 2.0,
+ "indie": 1.0,
+ "male vocalists": 3.0,
+ "emo": 3.0,
+ "american": 6.0,
+ "rock": 100.0,
+ "pop": 3.0,
+ "punk rock": 2.0,
+ "electronic": 4.0,
+ "rap": 3.0,
+ "seen live": 21.0,
+ "Hip-Hop": 2.0,
+ "alternative": 67.0,
+ "metal": 37.0,
+ "Nu Metal": 92.0,
+ "alternative rock": 74.0,
+ "00s": 2.0,
+ "punk": 4.0,
+ "hard rock": 5.0
+ }
+ },
+ {
+ "description": "Lorde",
+ "features": {
+ "indie": 72.0,
+ "singer-songwriter": 7.0,
+ "soul": 1.0,
+ "experimental": 2.0,
+ "pop": 100.0,
+ "electronica": 5.0,
+ "rock": 1.0,
+ "synthpop": 7.0,
+ "electronic": 81.0,
+ "trip-hop": 2.0,
+ "indie pop": 92.0,
+ "seen live": 20.0,
+ "alternative": 17.0,
+ "female vocalist": 4.0,
+ "female vocalists": 28.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "The Black Keys",
+ "features": {
+ "indie": 50.0,
+ "male vocalists": 2.0,
+ "soul": 2.0,
+ "Psychedelic Rock": 2.0,
+ "american": 8.0,
+ "blues": 68.0,
+ "classic rock": 2.0,
+ "rock": 63.0,
+ "psychedelic": 2.0,
+ "indie rock": 48.0,
+ "seen live": 37.0,
+ "alternative": 11.0,
+ "alternative rock": 7.0,
+ "00s": 3.0,
+ "hard rock": 2.0
+ }
+ },
+ {
+ "description": "Daft Punk",
+ "features": {
+ "indie": 2.0,
+ "chillout": 2.0,
+ "experimental": 2.0,
+ "electronica": 37.0,
+ "rock": 3.0,
+ "pop": 2.0,
+ "electro": 11.0,
+ "synthpop": 1.0,
+ "electronic": 100.0,
+ "dance": 54.0,
+ "french": 19.0,
+ "seen live": 7.0,
+ "techno": 36.0,
+ "alternative": 6.0,
+ "House": 54.0,
+ "trance": 2.0,
+ "00s": 2.0,
+ "Soundtrack": 2.0,
+ "funk": 4.0,
+ "90s": 3.0
+ }
+ },
+ {
+ "description": "Led Zeppelin",
+ "features": {
+ "favorites": 1.0,
+ "indie": 1.0,
+ "Psychedelic Rock": 3.0,
+ "british": 9.0,
+ "classic rock": 100.0,
+ "blues": 9.0,
+ "rock": 64.0,
+ "psychedelic": 4.0,
+ "heavy metal": 8.0,
+ "oldies": 1.0,
+ "metal": 4.0,
+ "alternative": 4.0,
+ "guitar": 2.0,
+ "Progressive rock": 33.0,
+ "alternative rock": 1.0,
+ "hard rock": 63.0,
+ "folk": 1.0,
+ "60s": 3.0,
+ "70s": 36.0,
+ "80s": 1.0
+ }
+ },
+ {
+ "description": "Marshmello",
+ "features": {
+ "emo": 10.0,
+ "pop": 28.0,
+ "electronic": 91.0,
+ "dance": 100.0,
+ "rap": 28.0,
+ "seen live": 19.0,
+ "rnb": 19.0,
+ "House": 10.0
+ }
+ },
+ {
+ "description": "Khalid",
+ "features": {
+ "indie": 7.0,
+ "male vocalists": 7.0,
+ "soul": 88.0,
+ "american": 19.0,
+ "pop": 100.0,
+ "synthpop": 7.0,
+ "electronic": 13.0,
+ "seen live": 25.0,
+ "rnb": 75.0,
+ "alternative": 63.0,
+ "folk": 7.0
+ }
+ },
+ {
+ "description": "David Guetta",
+ "features": {
+ "chillout": 1.0,
+ "electronica": 7.0,
+ "pop": 6.0,
+ "electro": 6.0,
+ "electronic": 76.0,
+ "dance": 82.0,
+ "french": 11.0,
+ "seen live": 9.0,
+ "techno": 39.0,
+ "House": 100.0,
+ "trance": 4.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "Billie Eilish",
+ "features": {
+ "singer-songwriter": 3.0,
+ "american": 23.0,
+ "british": 3.0,
+ "experimental": 3.0,
+ "rnb": 3.0,
+ "female vocalists": 49.0,
+ "indie": 58.0,
+ "chillout": 12.0,
+ "ambient": 3.0,
+ "pop": 100.0,
+ "synthpop": 3.0,
+ "electronic": 58.0,
+ "indie pop": 83.0,
+ "seen live": 18.0,
+ "alternative": 40.0,
+ "female vocalist": 9.0
+ }
+ },
+ {
+ "description": "Ed Sheeran",
+ "features": {
+ "indie": 12.0,
+ "singer-songwriter": 78.0,
+ "male vocalists": 13.0,
+ "soul": 3.0,
+ "chillout": 2.0,
+ "Mellow": 2.0,
+ "british": 82.0,
+ "pop": 23.0,
+ "rock": 4.0,
+ "rap": 2.0,
+ "indie pop": 3.0,
+ "seen live": 21.0,
+ "Hip-Hop": 4.0,
+ "acoustic": 100.0,
+ "alternative": 8.0,
+ "guitar": 2.0,
+ "00s": 2.0,
+ "Soundtrack": 1.0,
+ "Love": 2.0,
+ "folk": 12.0
+ }
+ },
+ {
+ "description": "Lil Nas X",
+ "features": {
+ "country": 54.0,
+ "male vocalists": 8.0,
+ "american": 24.0,
+ "rock": 16.0,
+ "pop": 8.0,
+ "hip hop": 47.0,
+ "rap": 62.0,
+ "Hip-Hop": 100.0,
+ "alternative": 24.0
+ }
+ },
+ {
+ "description": "Queen",
+ "features": {
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "british": 17.0,
+ "classic rock": 100.0,
+ "rock": 81.0,
+ "pop": 7.0,
+ "heavy metal": 2.0,
+ "oldies": 2.0,
+ "seen live": 2.0,
+ "alternative": 4.0,
+ "metal": 2.0,
+ "Progressive rock": 6.0,
+ "alternative rock": 1.0,
+ "hard rock": 38.0,
+ "70s": 8.0,
+ "80s": 41.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Ariana Grande",
+ "features": {
+ "american": 13.0,
+ "beautiful": 2.0,
+ "dance": 11.0,
+ "House": 2.0,
+ "Soundtrack": 3.0,
+ "chillout": 3.0,
+ "pop": 100.0,
+ "rock": 2.0,
+ "electronic": 3.0,
+ "seen live": 3.0,
+ "female vocalist": 3.0,
+ "singer-songwriter": 5.0,
+ "rnb": 51.0,
+ "female vocalists": 54.0,
+ "soul": 10.0,
+ "synthpop": 2.0,
+ "hip hop": 3.0,
+ "Hip-Hop": 3.0
+ }
+ },
+ {
+ "description": "Post Malone",
+ "features": {
+ "american": 8.0,
+ "rap": 72.0,
+ "rnb": 14.0,
+ "pop": 8.0,
+ "synthpop": 3.0,
+ "hip hop": 35.0,
+ "seen live": 19.0,
+ "Hip-Hop": 100.0
+ }
+ },
+ {
+ "description": "Drake",
+ "features": {
+ "indie": 4.0,
+ "male vocalists": 5.0,
+ "soul": 2.0,
+ "pop": 6.0,
+ "hip hop": 37.0,
+ "rap": 72.0,
+ "seen live": 8.0,
+ "Hip-Hop": 100.0,
+ "rnb": 50.0,
+ "00s": 1.0
+ }
+ },
+ {
+ "description": "Kanye West",
+ "features": {
+ "indie": 2.0,
+ "male vocalists": 3.0,
+ "soul": 4.0,
+ "american": 6.0,
+ "experimental": 2.0,
+ "pop": 6.0,
+ "rock": 2.0,
+ "electronica": 1.0,
+ "hip hop": 40.0,
+ "electronic": 3.0,
+ "dance": 2.0,
+ "rap": 69.0,
+ "seen live": 22.0,
+ "Hip-Hop": 100.0,
+ "rnb": 31.0,
+ "alternative": 3.0,
+ "00s": 3.0
+ }
+ },
+ {
+ "description": "The Beatles",
+ "features": {
+ "indie": 3.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "singer-songwriter": 2.0,
+ "Psychedelic Rock": 6.0,
+ "british": 58.0,
+ "experimental": 2.0,
+ "classic rock": 100.0,
+ "rock": 71.0,
+ "pop": 41.0,
+ "psychedelic": 13.0,
+ "indie rock": 2.0,
+ "oldies": 10.0,
+ "britpop": 4.0,
+ "alternative": 4.0,
+ "Progressive rock": 2.0,
+ "alternative rock": 1.0,
+ "Love": 2.0,
+ "folk": 1.0,
+ "60s": 56.0,
+ "70s": 3.0
+ }
+ },
+ {
+ "description": "Taylor Swift",
+ "features": {
+ "country": 100.0,
+ "singer-songwriter": 42.0,
+ "chillout": 2.0,
+ "american": 8.0,
+ "pop": 71.0,
+ "rock": 2.0,
+ "beautiful": 2.0,
+ "synthpop": 2.0,
+ "seen live": 4.0,
+ "acoustic": 31.0,
+ "female vocalist": 3.0,
+ "00s": 3.0,
+ "female vocalists": 60.0,
+ "Love": 3.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "Radiohead",
+ "features": {
+ "indie": 59.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "chillout": 2.0,
+ "british": 22.0,
+ "experimental": 14.0,
+ "ambient": 2.0,
+ "classic rock": 1.0,
+ "rock": 73.0,
+ "electronica": 5.0,
+ "psychedelic": 3.0,
+ "pop": 2.0,
+ "beautiful": 1.0,
+ "post-rock": 3.0,
+ "indie rock": 15.0,
+ "electronic": 48.0,
+ "trip-hop": 1.0,
+ "britpop": 17.0,
+ "indie pop": 1.0,
+ "seen live": 27.0,
+ "alternative": 100.0,
+ "Progressive rock": 6.0,
+ "alternative rock": 81.0,
+ "00s": 2.0,
+ "idm": 1.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Beyoncé",
+ "features": {
+ "singer-songwriter": 3.0,
+ "jazz": 2.0,
+ "american": 9.0,
+ "beautiful": 2.0,
+ "dance": 13.0,
+ "rap": 2.0,
+ "rnb": 100.0,
+ "female vocalists": 70.0,
+ "Love": 3.0,
+ "soul": 56.0,
+ "pop": 91.0,
+ "hip hop": 5.0,
+ "electronic": 2.0,
+ "seen live": 6.0,
+ "Hip-Hop": 45.0,
+ "alternative": 1.0,
+ "female vocalist": 4.0,
+ "00s": 3.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Shawn Mendes",
+ "features": {
+ "male vocalists": 28.0,
+ "singer-songwriter": 13.0,
+ "british": 7.0,
+ "rnb": 7.0,
+ "acoustic": 37.0,
+ "metal": 4.0,
+ "folk": 37.0,
+ "indie": 10.0,
+ "soul": 4.0,
+ "pop": 100.0,
+ "seen live": 13.0,
+ "alternative": 4.0,
+ "alternative rock": 4.0
+ }
+ },
+ {
+ "description": "David Bowie",
+ "features": {
+ "singer-songwriter": 11.0,
+ "male vocalists": 4.0,
+ "Psychedelic Rock": 2.0,
+ "british": 23.0,
+ "experimental": 9.0,
+ "classic rock": 86.0,
+ "psychedelic": 3.0,
+ "electronica": 2.0,
+ "indie rock": 2.0,
+ "dance": 2.0,
+ "post-punk": 2.0,
+ "punk": 2.0,
+ "hard rock": 3.0,
+ "folk": 2.0,
+ "70s": 15.0,
+ "90s": 4.0,
+ "indie": 6.0,
+ "favorites": 2.0,
+ "soul": 2.0,
+ "ambient": 2.0,
+ "rock": 100.0,
+ "pop": 19.0,
+ "new wave": 7.0,
+ "electronic": 4.0,
+ "oldies": 2.0,
+ "britpop": 2.0,
+ "seen live": 11.0,
+ "alternative": 43.0,
+ "Progressive rock": 4.0,
+ "alternative rock": 6.0,
+ "industrial": 2.0,
+ "00s": 2.0,
+ "60s": 3.0,
+ "80s": 48.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Kendrick Lamar",
+ "features": {
+ "male vocalists": 2.0,
+ "american": 7.0,
+ "hip hop": 17.0,
+ "rap": 70.0,
+ "seen live": 38.0,
+ "Hip-Hop": 100.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Rihanna",
+ "features": {
+ "american": 4.0,
+ "beautiful": 2.0,
+ "dance": 56.0,
+ "rap": 2.0,
+ "rnb": 89.0,
+ "House": 1.0,
+ "female vocalists": 63.0,
+ "Love": 2.0,
+ "soul": 4.0,
+ "pop": 100.0,
+ "rock": 2.0,
+ "hip hop": 6.0,
+ "electronic": 3.0,
+ "seen live": 7.0,
+ "Hip-Hop": 41.0,
+ "alternative": 1.0,
+ "female vocalist": 4.0,
+ "00s": 3.0,
+ "reggae": 6.0
+ }
+ },
+ {
+ "description": "Arctic Monkeys",
+ "features": {
+ "indie": 98.0,
+ "male vocalists": 2.0,
+ "Psychedelic Rock": 1.0,
+ "british": 75.0,
+ "rock": 63.0,
+ "pop": 2.0,
+ "punk rock": 1.0,
+ "indie rock": 100.0,
+ "britpop": 16.0,
+ "indie pop": 2.0,
+ "seen live": 45.0,
+ "alternative": 60.0,
+ "post-punk": 3.0,
+ "alternative rock": 19.0,
+ "00s": 3.0,
+ "punk": 2.0
+ }
+ },
+ {
+ "description": "Tyler, the Creator",
+ "features": {
+ "experimental": 4.0,
+ "american": 4.0,
+ "hip hop": 12.0,
+ "rap": 55.0,
+ "seen live": 15.0,
+ "Hip-Hop": 100.0,
+ "alternative": 2.0
+ }
+ },
+ {
+ "description": "Lana Del Rey",
+ "features": {
+ "singer-songwriter": 10.0,
+ "jazz": 2.0,
+ "american": 14.0,
+ "beautiful": 2.0,
+ "indie rock": 2.0,
+ "female vocalists": 100.0,
+ "folk": 2.0,
+ "indie": 93.0,
+ "soul": 3.0,
+ "chillout": 3.0,
+ "blues": 2.0,
+ "pop": 80.0,
+ "rock": 2.0,
+ "electronic": 2.0,
+ "trip-hop": 10.0,
+ "indie pop": 88.0,
+ "seen live": 12.0,
+ "alternative": 67.0,
+ "female vocalist": 4.0,
+ "alternative rock": 2.0
+ }
+ },
+ {
+ "description": "Katy Perry",
+ "features": {
+ "indie": 25.0,
+ "singer-songwriter": 4.0,
+ "american": 9.0,
+ "pop": 100.0,
+ "rock": 24.0,
+ "beautiful": 2.0,
+ "indie rock": 1.0,
+ "electronic": 4.0,
+ "dance": 9.0,
+ "indie pop": 1.0,
+ "seen live": 7.0,
+ "rnb": 1.0,
+ "alternative": 3.0,
+ "female vocalist": 5.0,
+ "00s": 3.0,
+ "female vocalists": 62.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Lady Gaga",
+ "features": {
+ "singer-songwriter": 4.0,
+ "american": 7.0,
+ "pop": 100.0,
+ "electronica": 3.0,
+ "rock": 2.0,
+ "electro": 2.0,
+ "synthpop": 2.0,
+ "electronic": 53.0,
+ "dance": 73.0,
+ "seen live": 8.0,
+ "techno": 1.0,
+ "rnb": 1.0,
+ "alternative": 1.0,
+ "female vocalist": 21.0,
+ "00s": 3.0,
+ "female vocalists": 43.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Tame Impala",
+ "features": {
+ "indie": 21.0,
+ "male vocalists": 1.0,
+ "Psychedelic Rock": 100.0,
+ "experimental": 4.0,
+ "psychedelic": 92.0,
+ "rock": 41.0,
+ "indie rock": 60.0,
+ "electronic": 3.0,
+ "indie pop": 2.0,
+ "seen live": 53.0,
+ "alternative": 7.0,
+ "Progressive rock": 3.0,
+ "alternative rock": 3.0,
+ "00s": 3.0
+ }
+ },
+ {
+ "description": "Calvin Harris",
+ "features": {
+ "indie": 8.0,
+ "male vocalists": 3.0,
+ "singer-songwriter": 1.0,
+ "british": 15.0,
+ "electronica": 34.0,
+ "pop": 8.0,
+ "electro": 53.0,
+ "synthpop": 4.0,
+ "electronic": 100.0,
+ "dance": 75.0,
+ "indie pop": 2.0,
+ "seen live": 36.0,
+ "techno": 1.0,
+ "alternative": 1.0,
+ "House": 9.0,
+ "00s": 3.0,
+ "80s": 1.0
+ }
+ },
+ {
+ "description": "Red Hot Chili Peppers",
+ "features": {
+ "indie": 5.0,
+ "favorites": 1.0,
+ "male vocalists": 1.0,
+ "american": 5.0,
+ "classic rock": 3.0,
+ "rock": 100.0,
+ "pop": 2.0,
+ "punk rock": 2.0,
+ "indie rock": 2.0,
+ "seen live": 23.0,
+ "Grunge": 2.0,
+ "alternative": 54.0,
+ "metal": 2.0,
+ "alternative rock": 59.0,
+ "00s": 2.0,
+ "punk": 6.0,
+ "hard rock": 2.0,
+ "80s": 2.0,
+ "funk": 50.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Coldplay",
+ "features": {
+ "indie": 55.0,
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "singer-songwriter": 2.0,
+ "emo": 2.0,
+ "Mellow": 3.0,
+ "chillout": 3.0,
+ "british": 28.0,
+ "classic rock": 2.0,
+ "rock": 100.0,
+ "pop": 18.0,
+ "piano": 3.0,
+ "indie rock": 11.0,
+ "electronic": 2.0,
+ "britpop": 81.0,
+ "indie pop": 2.0,
+ "seen live": 22.0,
+ "alternative": 87.0,
+ "acoustic": 2.0,
+ "alternative rock": 68.0,
+ "00s": 2.0,
+ "Love": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Miley Cyrus",
+ "features": {
+ "country": 3.0,
+ "singer-songwriter": 1.0,
+ "american": 12.0,
+ "beautiful": 2.0,
+ "grindcore": 1.0,
+ "dance": 42.0,
+ "rnb": 4.0,
+ "Soundtrack": 2.0,
+ "female vocalists": 55.0,
+ "Love": 2.0,
+ "death metal": 2.0,
+ "pop": 100.0,
+ "rock": 8.0,
+ "electronic": 5.0,
+ "seen live": 3.0,
+ "Hip-Hop": 4.0,
+ "alternative": 2.0,
+ "female vocalist": 4.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "Mark Ronson",
+ "features": {
+ "singer-songwriter": 1.0,
+ "jazz": 7.0,
+ "british": 68.0,
+ "experimental": 2.0,
+ "american": 1.0,
+ "cover": 4.0,
+ "electronica": 2.0,
+ "dance": 5.0,
+ "rap": 4.0,
+ "rnb": 2.0,
+ "House": 1.0,
+ "indie": 3.0,
+ "soul": 17.0,
+ "chillout": 2.0,
+ "pop": 68.0,
+ "rock": 3.0,
+ "electro": 2.0,
+ "hip hop": 11.0,
+ "electronic": 9.0,
+ "trip-hop": 1.0,
+ "britpop": 4.0,
+ "seen live": 31.0,
+ "Hip-Hop": 57.0,
+ "alternative": 9.0,
+ "00s": 7.0,
+ "funk": 100.0
+ }
+ },
+ {
+ "description": "Imagine Dragons",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 6.0,
+ "american": 12.0,
+ "rock": 64.0,
+ "pop": 10.0,
+ "indie rock": 96.0,
+ "electronic": 4.0,
+ "new wave": 2.0,
+ "indie pop": 57.0,
+ "seen live": 29.0,
+ "alternative": 86.0,
+ "alternative rock": 21.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "The Weeknd",
+ "features": {
+ "indie": 6.0,
+ "male vocalists": 5.0,
+ "soul": 9.0,
+ "chillout": 2.0,
+ "Mellow": 2.0,
+ "experimental": 6.0,
+ "ambient": 3.0,
+ "pop": 10.0,
+ "electronica": 5.0,
+ "electro": 1.0,
+ "downtempo": 7.0,
+ "hip hop": 2.0,
+ "electronic": 78.0,
+ "trip-hop": 3.0,
+ "rap": 2.0,
+ "indie pop": 2.0,
+ "seen live": 16.0,
+ "Hip-Hop": 8.0,
+ "rnb": 100.0,
+ "alternative": 5.0
+ }
+ },
+ {
+ "description": "Eminem",
+ "features": {
+ "male vocalists": 3.0,
+ "singer-songwriter": 2.0,
+ "emo": 1.0,
+ "american": 6.0,
+ "pop": 16.0,
+ "rock": 3.0,
+ "hip hop": 33.0,
+ "dance": 1.0,
+ "rap": 100.0,
+ "seen live": 4.0,
+ "Hip-Hop": 79.0,
+ "alternative": 3.0,
+ "00s": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Nirvana",
+ "features": {
+ "indie": 4.0,
+ "favorites": 1.0,
+ "male vocalists": 2.0,
+ "Grunge": 100.0,
+ "alternative": 35.0,
+ "metal": 3.0,
+ "american": 4.0,
+ "classic rock": 2.0,
+ "rock": 52.0,
+ "alternative rock": 34.0,
+ "punk rock": 3.0,
+ "punk": 7.0,
+ "indie rock": 2.0,
+ "hard rock": 3.0,
+ "90s": 28.0
+ }
+ },
+ {
+ "description": "Fleetwood Mac",
+ "features": {
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "singer-songwriter": 2.0,
+ "british": 10.0,
+ "american": 3.0,
+ "classic rock": 100.0,
+ "blues": 41.0,
+ "rock": 67.0,
+ "pop": 33.0,
+ "oldies": 3.0,
+ "seen live": 7.0,
+ "alternative": 1.0,
+ "acoustic": 1.0,
+ "female vocalist": 2.0,
+ "guitar": 1.0,
+ "Progressive rock": 2.0,
+ "female vocalists": 10.0,
+ "folk": 2.0,
+ "60s": 5.0,
+ "70s": 48.0,
+ "80s": 12.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Childish Gambino",
+ "features": {
+ "indie": 35.0,
+ "male vocalists": 1.0,
+ "soul": 5.0,
+ "american": 8.0,
+ "experimental": 3.0,
+ "pop": 3.0,
+ "psychedelic": 2.0,
+ "hip hop": 31.0,
+ "electronic": 2.0,
+ "dance": 1.0,
+ "rap": 70.0,
+ "seen live": 37.0,
+ "Hip-Hop": 100.0,
+ "rnb": 6.0,
+ "alternative": 4.0,
+ "funk": 8.0
+ }
+ },
+ {
+ "description": "Pink Floyd",
+ "features": {
+ "favorites": 1.0,
+ "indie": 1.0,
+ "Psychedelic Rock": 72.0,
+ "british": 13.0,
+ "experimental": 6.0,
+ "ambient": 1.0,
+ "classic rock": 79.0,
+ "rock": 53.0,
+ "psychedelic": 44.0,
+ "oldies": 1.0,
+ "seen live": 3.0,
+ "alternative": 6.0,
+ "Progressive rock": 100.0,
+ "alternative rock": 2.0,
+ "hard rock": 2.0,
+ "60s": 5.0,
+ "70s": 8.0,
+ "80s": 3.0
+ }
+ },
+ {
+ "description": "The Killers",
+ "features": {
+ "indie": 100.0,
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "emo": 2.0,
+ "american": 9.0,
+ "british": 2.0,
+ "classic rock": 1.0,
+ "rock": 93.0,
+ "pop": 10.0,
+ "electronica": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 90.0,
+ "new wave": 4.0,
+ "electronic": 3.0,
+ "dance": 1.0,
+ "britpop": 4.0,
+ "indie pop": 4.0,
+ "seen live": 39.0,
+ "alternative": 75.0,
+ "post-punk": 3.0,
+ "alternative rock": 64.0,
+ "00s": 3.0,
+ "punk": 4.0
+ }
+ },
+ {
+ "description": "The Rolling Stones",
+ "features": {
+ "indie": 2.0,
+ "male vocalists": 1.0,
+ "Psychedelic Rock": 2.0,
+ "british": 43.0,
+ "classic rock": 100.0,
+ "blues": 31.0,
+ "rock": 80.0,
+ "psychedelic": 3.0,
+ "pop": 2.0,
+ "oldies": 3.0,
+ "seen live": 14.0,
+ "alternative": 4.0,
+ "guitar": 1.0,
+ "hard rock": 8.0,
+ "60s": 41.0,
+ "70s": 8.0,
+ "80s": 4.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Gorillaz",
+ "features": {
+ "indie": 46.0,
+ "favorites": 1.0,
+ "chillout": 3.0,
+ "british": 12.0,
+ "experimental": 6.0,
+ "rock": 58.0,
+ "electronica": 13.0,
+ "pop": 13.0,
+ "electro": 2.0,
+ "downtempo": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 4.0,
+ "hip hop": 7.0,
+ "electronic": 88.0,
+ "trip-hop": 20.0,
+ "dance": 4.0,
+ "britpop": 4.0,
+ "rap": 4.0,
+ "indie pop": 2.0,
+ "seen live": 5.0,
+ "Hip-Hop": 63.0,
+ "alternative": 100.0,
+ "metal": 2.0,
+ "alternative rock": 11.0,
+ "00s": 3.0,
+ "punk": 2.0,
+ "funk": 3.0
+ }
+ },
+ {
+ "description": "Frank Ocean",
+ "features": {
+ "indie": 3.0,
+ "male vocalists": 6.0,
+ "singer-songwriter": 4.0,
+ "soul": 93.0,
+ "american": 8.0,
+ "experimental": 2.0,
+ "pop": 6.0,
+ "electronica": 1.0,
+ "hip hop": 8.0,
+ "electronic": 3.0,
+ "rap": 4.0,
+ "seen live": 14.0,
+ "Hip-Hop": 82.0,
+ "rnb": 100.0,
+ "alternative": 3.0,
+ "funk": 2.0
+ }
+ },
+ {
+ "description": "Panic! at the Disco",
+ "features": {
+ "male vocalists": 3.0,
+ "american": 8.0,
+ "electronica": 2.0,
+ "punk rock": 6.0,
+ "indie rock": 21.0,
+ "dance": 20.0,
+ "metal": 2.0,
+ "screamo": 2.0,
+ "punk": 21.0,
+ "Love": 2.0,
+ "indie": 68.0,
+ "favorites": 4.0,
+ "emo": 97.0,
+ "rock": 100.0,
+ "pop": 9.0,
+ "electronic": 4.0,
+ "indie pop": 2.0,
+ "seen live": 51.0,
+ "hardcore": 2.0,
+ "techno": 1.0,
+ "alternative": 99.0,
+ "alternative rock": 21.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "The Cure",
+ "features": {
+ "indie": 14.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "british": 16.0,
+ "classic rock": 3.0,
+ "rock": 52.0,
+ "pop": 6.0,
+ "psychedelic": 1.0,
+ "synthpop": 1.0,
+ "punk rock": 1.0,
+ "indie rock": 3.0,
+ "new wave": 100.0,
+ "electronic": 2.0,
+ "britpop": 2.0,
+ "indie pop": 1.0,
+ "seen live": 24.0,
+ "alternative": 68.0,
+ "Gothic": 10.0,
+ "post-punk": 100.0,
+ "alternative rock": 23.0,
+ "punk": 4.0,
+ "Love": 2.0,
+ "70s": 2.0,
+ "80s": 65.0,
+ "90s": 3.0
+ }
+ },
+ {
+ "description": "Madonna",
+ "features": {
+ "singer-songwriter": 3.0,
+ "american": 8.0,
+ "pop": 100.0,
+ "rock": 5.0,
+ "electronica": 3.0,
+ "electronic": 29.0,
+ "dance": 50.0,
+ "seen live": 9.0,
+ "rnb": 1.0,
+ "alternative": 2.0,
+ "female vocalist": 4.0,
+ "00s": 4.0,
+ "female vocalists": 50.0,
+ "Love": 1.0,
+ "80s": 35.0,
+ "90s": 8.0
+ }
+ },
+ {
+ "description": "The Chainsmokers",
+ "features": {
+ "male vocalists": 6.0,
+ "american": 28.0,
+ "electronica": 3.0,
+ "dance": 33.0,
+ "House": 63.0,
+ "pop": 79.0,
+ "electro": 6.0,
+ "electronic": 100.0,
+ "seen live": 17.0,
+ "techno": 3.0,
+ "alternative": 3.0
+ }
+ },
+ {
+ "description": "Linkin Park",
+ "features": {
+ "favorites": 2.0,
+ "indie": 1.0,
+ "male vocalists": 3.0,
+ "emo": 3.0,
+ "american": 6.0,
+ "rock": 100.0,
+ "pop": 3.0,
+ "punk rock": 2.0,
+ "electronic": 4.0,
+ "rap": 3.0,
+ "seen live": 21.0,
+ "Hip-Hop": 2.0,
+ "alternative": 67.0,
+ "metal": 37.0,
+ "Nu Metal": 92.0,
+ "alternative rock": 74.0,
+ "00s": 2.0,
+ "punk": 4.0,
+ "hard rock": 5.0
+ }
+ },
+ {
+ "description": "Lorde",
+ "features": {
+ "indie": 72.0,
+ "singer-songwriter": 7.0,
+ "soul": 1.0,
+ "experimental": 2.0,
+ "pop": 100.0,
+ "electronica": 5.0,
+ "rock": 1.0,
+ "synthpop": 7.0,
+ "electronic": 81.0,
+ "trip-hop": 2.0,
+ "indie pop": 92.0,
+ "seen live": 20.0,
+ "alternative": 17.0,
+ "female vocalist": 4.0,
+ "female vocalists": 28.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "The Black Keys",
+ "features": {
+ "indie": 50.0,
+ "male vocalists": 2.0,
+ "soul": 2.0,
+ "Psychedelic Rock": 2.0,
+ "american": 8.0,
+ "blues": 68.0,
+ "classic rock": 2.0,
+ "rock": 63.0,
+ "psychedelic": 2.0,
+ "indie rock": 48.0,
+ "seen live": 37.0,
+ "alternative": 11.0,
+ "alternative rock": 7.0,
+ "00s": 3.0,
+ "hard rock": 2.0
+ }
+ },
+ {
+ "description": "Daft Punk",
+ "features": {
+ "indie": 2.0,
+ "chillout": 2.0,
+ "experimental": 2.0,
+ "electronica": 37.0,
+ "rock": 3.0,
+ "pop": 2.0,
+ "electro": 11.0,
+ "synthpop": 1.0,
+ "electronic": 100.0,
+ "dance": 54.0,
+ "french": 19.0,
+ "seen live": 7.0,
+ "techno": 36.0,
+ "alternative": 6.0,
+ "House": 54.0,
+ "trance": 2.0,
+ "00s": 2.0,
+ "Soundtrack": 2.0,
+ "funk": 4.0,
+ "90s": 3.0
+ }
+ },
+ {
+ "description": "Led Zeppelin",
+ "features": {
+ "favorites": 1.0,
+ "indie": 1.0,
+ "Psychedelic Rock": 3.0,
+ "british": 9.0,
+ "classic rock": 100.0,
+ "blues": 9.0,
+ "rock": 64.0,
+ "psychedelic": 4.0,
+ "heavy metal": 8.0,
+ "oldies": 1.0,
+ "metal": 4.0,
+ "alternative": 4.0,
+ "guitar": 2.0,
+ "Progressive rock": 33.0,
+ "alternative rock": 1.0,
+ "hard rock": 63.0,
+ "folk": 1.0,
+ "60s": 3.0,
+ "70s": 36.0,
+ "80s": 1.0
+ }
+ },
+ {
+ "description": "Marshmello",
+ "features": {
+ "emo": 10.0,
+ "pop": 28.0,
+ "electronic": 91.0,
+ "dance": 100.0,
+ "rap": 28.0,
+ "seen live": 19.0,
+ "rnb": 19.0,
+ "House": 10.0
+ }
+ },
+ {
+ "description": "Khalid",
+ "features": {
+ "indie": 7.0,
+ "male vocalists": 7.0,
+ "soul": 88.0,
+ "american": 19.0,
+ "pop": 100.0,
+ "synthpop": 7.0,
+ "electronic": 13.0,
+ "seen live": 25.0,
+ "rnb": 75.0,
+ "alternative": 63.0,
+ "folk": 7.0
+ }
+ },
+ {
+ "description": "David Guetta",
+ "features": {
+ "chillout": 1.0,
+ "electronica": 7.0,
+ "pop": 6.0,
+ "electro": 6.0,
+ "electronic": 76.0,
+ "dance": 82.0,
+ "french": 11.0,
+ "seen live": 9.0,
+ "techno": 39.0,
+ "House": 100.0,
+ "trance": 4.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "Lizzo",
+ "features": {
+ "american": 16.0,
+ "dance": 8.0,
+ "rap": 47.0,
+ "rnb": 54.0,
+ "female vocalists": 24.0,
+ "pop": 16.0,
+ "hip hop": 47.0,
+ "seen live": 93.0,
+ "Hip-Hop": 100.0,
+ "alternative": 8.0
+ }
+ },
+ {
+ "description": "Sia",
+ "features": {
+ "indie": 70.0,
+ "favorites": 1.0,
+ "singer-songwriter": 18.0,
+ "soul": 3.0,
+ "jazz": 2.0,
+ "chillout": 76.0,
+ "Mellow": 4.0,
+ "ambient": 2.0,
+ "pop": 20.0,
+ "electronica": 4.0,
+ "rock": 2.0,
+ "beautiful": 4.0,
+ "piano": 1.0,
+ "downtempo": 57.0,
+ "indie rock": 1.0,
+ "electronic": 16.0,
+ "trip-hop": 57.0,
+ "dance": 2.0,
+ "indie pop": 8.0,
+ "lounge": 2.0,
+ "seen live": 7.0,
+ "alternative": 9.0,
+ "acoustic": 2.0,
+ "female vocalist": 7.0,
+ "alternative rock": 1.0,
+ "00s": 2.0,
+ "female vocalists": 100.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Elton John",
+ "features": {
+ "favorites": 2.0,
+ "indie": 1.0,
+ "singer-songwriter": 64.0,
+ "male vocalists": 9.0,
+ "soul": 2.0,
+ "british": 28.0,
+ "classic rock": 87.0,
+ "blues": 1.0,
+ "pop": 100.0,
+ "rock": 59.0,
+ "piano": 54.0,
+ "oldies": 4.0,
+ "britpop": 2.0,
+ "seen live": 19.0,
+ "alternative": 2.0,
+ "Soundtrack": 3.0,
+ "00s": 2.0,
+ "Love": 2.0,
+ "60s": 2.0,
+ "70s": 16.0,
+ "80s": 16.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Twenty One Pilots",
+ "features": {
+ "american": 15.0,
+ "experimental": 6.0,
+ "electronica": 1.0,
+ "piano": 1.0,
+ "indie rock": 12.0,
+ "rap": 48.0,
+ "pop": 17.0,
+ "rock": 11.0,
+ "electronic": 100.0,
+ "noise": 1.0,
+ "indie pop": 71.0,
+ "seen live": 50.0,
+ "male vocalists": 4.0,
+ "punk": 1.0,
+ "Love": 1.0,
+ "indie": 84.0,
+ "emo": 5.0,
+ "electro": 1.0,
+ "synthpop": 1.0,
+ "hip hop": 7.0,
+ "Hip-Hop": 27.0,
+ "alternative": 84.0,
+ "alternative rock": 23.0
+ }
+ },
+ {
+ "description": "Avicii",
+ "features": {
+ "swedish": 20.0,
+ "seen live": 14.0,
+ "techno": 2.0,
+ "House": 100.0,
+ "trance": 3.0,
+ "electronica": 6.0,
+ "pop": 3.0,
+ "electro": 5.0,
+ "electronic": 83.0,
+ "dance": 66.0
+ }
+ },
+ {
+ "description": "Ellie Goulding",
+ "features": {
+ "indie": 85.0,
+ "singer-songwriter": 11.0,
+ "chillout": 3.0,
+ "british": 89.0,
+ "pop": 36.0,
+ "electronica": 3.0,
+ "rock": 1.0,
+ "electro": 2.0,
+ "synthpop": 9.0,
+ "electronic": 98.0,
+ "dance": 5.0,
+ "britpop": 2.0,
+ "indie pop": 78.0,
+ "seen live": 27.0,
+ "alternative": 6.0,
+ "acoustic": 2.0,
+ "female vocalist": 5.0,
+ "00s": 2.0,
+ "female vocalists": 100.0,
+ "folk": 4.0
+ }
+ },
+ {
+ "description": "Muse",
+ "features": {
+ "indie": 43.0,
+ "favorites": 2.0,
+ "male vocalists": 3.0,
+ "emo": 2.0,
+ "british": 21.0,
+ "experimental": 3.0,
+ "rock": 83.0,
+ "pop": 2.0,
+ "piano": 1.0,
+ "indie rock": 12.0,
+ "electronic": 4.0,
+ "britpop": 10.0,
+ "seen live": 46.0,
+ "alternative": 70.0,
+ "metal": 1.0,
+ "Progressive rock": 57.0,
+ "alternative rock": 100.0,
+ "00s": 2.0,
+ "hard rock": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Green Day",
+ "features": {
+ "indie": 3.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 4.0,
+ "american": 7.0,
+ "classic rock": 2.0,
+ "rock": 75.0,
+ "pop": 6.0,
+ "punk rock": 100.0,
+ "indie rock": 2.0,
+ "seen live": 26.0,
+ "Grunge": 1.0,
+ "alternative": 47.0,
+ "metal": 2.0,
+ "alternative rock": 17.0,
+ "00s": 2.0,
+ "punk": 69.0,
+ "hard rock": 2.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Metallica",
+ "features": {
+ "seen live": 31.0,
+ "emo": 2.0,
+ "metal": 91.0,
+ "alternative": 2.0,
+ "american": 6.0,
+ "Power metal": 1.0,
+ "classic rock": 6.0,
+ "rock": 34.0,
+ "alternative rock": 2.0,
+ "hard rock": 41.0,
+ "heavy metal": 74.0,
+ "80s": 4.0,
+ "thrash metal": 100.0,
+ "90s": 3.0,
+ "Progressive metal": 2.0
+ }
+ },
+ {
+ "description": "Sam Smith",
+ "features": {
+ "indie": 3.0,
+ "male vocalists": 9.0,
+ "singer-songwriter": 8.0,
+ "soul": 100.0,
+ "british": 55.0,
+ "pop": 87.0,
+ "electronic": 45.0,
+ "dance": 32.0,
+ "seen live": 30.0,
+ "rnb": 7.0,
+ "alternative": 3.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "Kygo",
+ "features": {
+ "electronica": 7.0,
+ "downtempo": 49.0,
+ "dance": 5.0,
+ "House": 74.0,
+ "chillout": 65.0,
+ "pop": 5.0,
+ "synthpop": 3.0,
+ "electronic": 100.0,
+ "seen live": 36.0
+ }
+ },
+ {
+ "description": "Halsey",
+ "features": {
+ "american": 34.0,
+ "classic rock": 2.0,
+ "beautiful": 4.0,
+ "black metal": 4.0,
+ "pop": 100.0,
+ "electronic": 38.0,
+ "noise": 2.0,
+ "heavy metal": 2.0,
+ "indie pop": 44.0,
+ "seen live": 32.0,
+ "female vocalist": 4.0,
+ "singer-songwriter": 8.0,
+ "british": 4.0,
+ "rnb": 4.0,
+ "trance": 2.0,
+ "female vocalists": 44.0,
+ "indie": 68.0,
+ "soul": 4.0,
+ "emo": 4.0,
+ "synthpop": 12.0,
+ "alternative": 32.0
+ }
+ },
+ {
+ "description": "Michael Jackson",
+ "features": {
+ "male vocalists": 5.0,
+ "singer-songwriter": 2.0,
+ "soul": 36.0,
+ "american": 6.0,
+ "classic rock": 2.0,
+ "pop": 100.0,
+ "rock": 8.0,
+ "electronic": 1.0,
+ "dance": 41.0,
+ "seen live": 3.0,
+ "rnb": 7.0,
+ "70s": 3.0,
+ "80s": 50.0,
+ "funk": 34.0,
+ "90s": 5.0
+ }
+ },
+ {
+ "description": "Maroon 5",
+ "features": {
+ "indie": 12.0,
+ "favorites": 3.0,
+ "male vocalists": 9.0,
+ "singer-songwriter": 2.0,
+ "soul": 3.0,
+ "emo": 2.0,
+ "jazz": 2.0,
+ "american": 11.0,
+ "classic rock": 2.0,
+ "rock": 100.0,
+ "pop": 96.0,
+ "punk rock": 2.0,
+ "indie rock": 3.0,
+ "electronic": 1.0,
+ "dance": 2.0,
+ "britpop": 1.0,
+ "indie pop": 2.0,
+ "seen live": 16.0,
+ "alternative": 69.0,
+ "acoustic": 2.0,
+ "metal": 1.0,
+ "alternative rock": 52.0,
+ "00s": 4.0,
+ "punk": 3.0,
+ "Love": 2.0,
+ "funk": 5.0
+ }
+ },
+ {
+ "description": "Charli XCX",
+ "features": {
+ "singer-songwriter": 5.0,
+ "british": 26.0,
+ "experimental": 2.0,
+ "electronica": 5.0,
+ "dance": 4.0,
+ "female vocalists": 56.0,
+ "indie": 7.0,
+ "chillout": 11.0,
+ "pop": 98.0,
+ "rock": 2.0,
+ "electro": 4.0,
+ "synthpop": 100.0,
+ "electronic": 99.0,
+ "new wave": 4.0,
+ "britpop": 2.0,
+ "indie pop": 7.0,
+ "seen live": 63.0,
+ "Hip-Hop": 2.0,
+ "alternative": 5.0,
+ "female vocalist": 2.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "Foo Fighters",
+ "features": {
+ "indie": 7.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "american": 5.0,
+ "classic rock": 1.0,
+ "rock": 100.0,
+ "pop": 2.0,
+ "punk rock": 2.0,
+ "indie rock": 3.0,
+ "seen live": 35.0,
+ "Grunge": 48.0,
+ "alternative": 47.0,
+ "metal": 2.0,
+ "alternative rock": 69.0,
+ "00s": 2.0,
+ "punk": 5.0,
+ "hard rock": 30.0,
+ "90s": 4.0
+ }
+ },
+ {
+ "description": "Florence + the Machine",
+ "features": {
+ "indie": 100.0,
+ "singer-songwriter": 7.0,
+ "soul": 5.0,
+ "british": 72.0,
+ "experimental": 2.0,
+ "pop": 10.0,
+ "rock": 5.0,
+ "beautiful": 1.0,
+ "indie rock": 8.0,
+ "electronic": 2.0,
+ "britpop": 2.0,
+ "indie pop": 61.0,
+ "seen live": 29.0,
+ "alternative": 72.0,
+ "female vocalist": 3.0,
+ "alternative rock": 5.0,
+ "00s": 2.0,
+ "female vocalists": 86.0,
+ "Love": 2.0,
+ "folk": 6.0
+ }
+ },
+ {
+ "description": "blink-182",
+ "features": {
+ "indie": 3.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 8.0,
+ "american": 6.0,
+ "rock": 56.0,
+ "pop": 5.0,
+ "punk rock": 100.0,
+ "indie rock": 2.0,
+ "seen live": 23.0,
+ "hardcore": 2.0,
+ "alternative": 42.0,
+ "metal": 2.0,
+ "alternative rock": 10.0,
+ "00s": 1.0,
+ "punk": 72.0,
+ "hard rock": 1.0,
+ "90s": 4.0
+ }
+ },
+ {
+ "description": "Vampire Weekend",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 3.0,
+ "american": 11.0,
+ "experimental": 6.0,
+ "rock": 37.0,
+ "pop": 9.0,
+ "indie rock": 82.0,
+ "electronic": 2.0,
+ "indie pop": 63.0,
+ "seen live": 58.0,
+ "alternative": 57.0,
+ "alternative rock": 7.0,
+ "00s": 4.0,
+ "folk": 1.0
+ }
+ },
+ {
+ "description": "Martin Garrix",
+ "features": {
+ "german": 2.0,
+ "experimental": 2.0,
+ "american": 2.0,
+ "electronica": 5.0,
+ "dance": 57.0,
+ "House": 100.0,
+ "Soundtrack": 2.0,
+ "black metal": 2.0,
+ "Power metal": 2.0,
+ "pop": 30.0,
+ "electronic": 80.0,
+ "noise": 2.0,
+ "seen live": 38.0,
+ "Grunge": 2.0,
+ "techno": 2.0,
+ "trance": 3.0,
+ "electro": 5.0
+ }
+ },
+ {
+ "description": "Paramore",
+ "features": {
+ "indie": 9.0,
+ "favorites": 2.0,
+ "emo": 35.0,
+ "american": 7.0,
+ "rock": 100.0,
+ "pop": 6.0,
+ "punk rock": 8.0,
+ "indie rock": 4.0,
+ "seen live": 34.0,
+ "alternative": 79.0,
+ "female vocalist": 6.0,
+ "alternative rock": 22.0,
+ "screamo": 1.0,
+ "00s": 2.0,
+ "female vocalists": 72.0,
+ "punk": 13.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Britney Spears",
+ "features": {
+ "singer-songwriter": 2.0,
+ "american": 9.0,
+ "electronica": 1.0,
+ "beautiful": 2.0,
+ "dance": 44.0,
+ "rnb": 3.0,
+ "House": 1.0,
+ "trance": 1.0,
+ "female vocalists": 44.0,
+ "Love": 2.0,
+ "black metal": 2.0,
+ "90s": 6.0,
+ "indie": 1.0,
+ "death metal": 1.0,
+ "emo": 2.0,
+ "pop": 100.0,
+ "rock": 3.0,
+ "electro": 2.0,
+ "electronic": 5.0,
+ "seen live": 7.0,
+ "Hip-Hop": 2.0,
+ "alternative": 2.0,
+ "female vocalist": 4.0,
+ "00s": 4.0
+ }
+ },
+ {
+ "description": "Travi$ Scott",
+ "features": {
+ "male vocalists": 2.0,
+ "american": 10.0,
+ "experimental": 4.0,
+ "electronica": 2.0,
+ "rap": 62.0,
+ "rnb": 4.0,
+ "soul": 4.0,
+ "electro": 4.0,
+ "hip hop": 20.0,
+ "seen live": 24.0,
+ "Hip-Hop": 100.0,
+ "alternative": 2.0
+ }
+ },
+ {
+ "description": "Oasis",
+ "features": {
+ "indie": 45.0,
+ "favorites": 1.0,
+ "male vocalists": 2.0,
+ "british": 61.0,
+ "classic rock": 3.0,
+ "rock": 89.0,
+ "pop": 7.0,
+ "indie rock": 12.0,
+ "britpop": 100.0,
+ "seen live": 21.0,
+ "alternative": 53.0,
+ "alternative rock": 20.0,
+ "00s": 2.0,
+ "punk": 1.0,
+ "hard rock": 2.0,
+ "90s": 10.0
+ }
+ },
+ {
+ "description": "A$AP Rocky",
+ "features": {
+ "male vocalists": 3.0,
+ "american": 9.0,
+ "experimental": 2.0,
+ "hip hop": 12.0,
+ "rap": 61.0,
+ "seen live": 30.0,
+ "Hip-Hop": 100.0
+ }
+ },
+ {
+ "description": "Nicki Minaj",
+ "features": {
+ "singer-songwriter": 2.0,
+ "american": 7.0,
+ "dance": 9.0,
+ "rap": 84.0,
+ "rnb": 51.0,
+ "female vocalists": 25.0,
+ "Love": 2.0,
+ "chillout": 1.0,
+ "pop": 44.0,
+ "hip hop": 39.0,
+ "electronic": 3.0,
+ "seen live": 4.0,
+ "Hip-Hop": 100.0,
+ "alternative": 2.0,
+ "female vocalist": 3.0
+ }
+ },
+ {
+ "description": "The Smiths",
+ "features": {
+ "indie": 100.0,
+ "favorites": 3.0,
+ "male vocalists": 3.0,
+ "singer-songwriter": 2.0,
+ "emo": 2.0,
+ "british": 32.0,
+ "classic rock": 4.0,
+ "rock": 32.0,
+ "pop": 10.0,
+ "indie rock": 22.0,
+ "new wave": 85.0,
+ "electronic": 1.0,
+ "britpop": 10.0,
+ "indie pop": 10.0,
+ "seen live": 2.0,
+ "alternative": 77.0,
+ "post-punk": 85.0,
+ "alternative rock": 21.0,
+ "punk": 2.0,
+ "Love": 2.0,
+ "80s": 96.0
+ }
+ },
+ {
+ "description": "The Strokes",
+ "features": {
+ "indie": 97.0,
+ "favorites": 2.0,
+ "male vocalists": 2.0,
+ "emo": 1.0,
+ "american": 10.0,
+ "british": 2.0,
+ "classic rock": 2.0,
+ "rock": 98.0,
+ "pop": 2.0,
+ "punk rock": 2.0,
+ "indie rock": 100.0,
+ "new wave": 1.0,
+ "britpop": 2.0,
+ "indie pop": 3.0,
+ "seen live": 42.0,
+ "alternative": 71.0,
+ "post-punk": 5.0,
+ "alternative rock": 59.0,
+ "00s": 4.0,
+ "punk": 4.0,
+ "Love": 1.0
+ }
+ },
+ {
+ "description": "MGMT",
+ "features": {
+ "indie": 90.0,
+ "male vocalists": 2.0,
+ "Psychedelic Rock": 4.0,
+ "american": 8.0,
+ "experimental": 5.0,
+ "psychedelic": 68.0,
+ "pop": 7.0,
+ "rock": 5.0,
+ "electronica": 5.0,
+ "electro": 3.0,
+ "synthpop": 10.0,
+ "indie rock": 10.0,
+ "electronic": 100.0,
+ "dance": 3.0,
+ "indie pop": 51.0,
+ "seen live": 35.0,
+ "alternative": 53.0,
+ "post-punk": 1.0,
+ "alternative rock": 3.0,
+ "00s": 3.0
+ }
+ },
+ {
+ "description": "Fall Out Boy",
+ "features": {
+ "indie": 14.0,
+ "favorites": 3.0,
+ "male vocalists": 3.0,
+ "emo": 86.0,
+ "american": 7.0,
+ "rock": 91.0,
+ "pop": 9.0,
+ "punk rock": 28.0,
+ "indie rock": 4.0,
+ "dance": 1.0,
+ "seen live": 39.0,
+ "hardcore": 3.0,
+ "alternative": 69.0,
+ "metal": 2.0,
+ "alternative rock": 16.0,
+ "screamo": 3.0,
+ "00s": 2.0,
+ "punk": 55.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Dua Lipa",
+ "features": {
+ "beautiful": 8.0,
+ "dance": 11.0,
+ "pop": 100.0,
+ "electronic": 11.0,
+ "indie pop": 16.0,
+ "seen live": 28.0,
+ "british": 29.0,
+ "japanese": 6.0,
+ "rnb": 12.0,
+ "female vocalists": 31.0,
+ "indie": 9.0,
+ "emo": 9.0,
+ "synthpop": 35.0
+ }
+ },
+ {
+ "description": "Jonas Brothers",
+ "features": {
+ "american": 9.0,
+ "grindcore": 3.0,
+ "punk rock": 2.0,
+ "dance": 2.0,
+ "metal": 3.0,
+ "House": 2.0,
+ "Soundtrack": 2.0,
+ "black metal": 3.0,
+ "Power metal": 2.0,
+ "pop": 100.0,
+ "rock": 56.0,
+ "Melodic Death Metal": 3.0,
+ "seen live": 17.0,
+ "00s": 4.0,
+ "male vocalists": 10.0,
+ "female vocalists": 2.0,
+ "punk": 3.0,
+ "Love": 3.0,
+ "indie": 2.0,
+ "death metal": 4.0,
+ "emo": 3.0,
+ "metalcore": 2.0,
+ "hardcore": 2.0,
+ "alternative": 2.0,
+ "alternative rock": 2.0
+ }
+ },
+ {
+ "description": "Foster the People",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 4.0,
+ "american": 36.0,
+ "pop": 10.0,
+ "rock": 7.0,
+ "indie rock": 12.0,
+ "electronic": 8.0,
+ "dance": 2.0,
+ "indie pop": 83.0,
+ "seen live": 23.0,
+ "alternative": 65.0,
+ "alternative rock": 7.0,
+ "00s": 1.0
+ }
+ },
+ {
+ "description": "Bon Iver",
+ "features": {
+ "indie": 75.0,
+ "singer-songwriter": 70.0,
+ "male vocalists": 4.0,
+ "Mellow": 3.0,
+ "chillout": 2.0,
+ "american": 7.0,
+ "experimental": 2.0,
+ "ambient": 2.0,
+ "rock": 2.0,
+ "beautiful": 3.0,
+ "indie rock": 5.0,
+ "indie pop": 2.0,
+ "seen live": 36.0,
+ "acoustic": 59.0,
+ "alternative": 6.0,
+ "00s": 2.0,
+ "folk": 100.0
+ }
+ },
+ {
+ "description": "Major Lazer",
+ "features": {
+ "indie": 2.0,
+ "american": 4.0,
+ "experimental": 3.0,
+ "british": 2.0,
+ "electronica": 5.0,
+ "pop": 2.0,
+ "electro": 37.0,
+ "hip hop": 2.0,
+ "electronic": 85.0,
+ "dance": 12.0,
+ "seen live": 100.0,
+ "Hip-Hop": 4.0,
+ "alternative": 2.0,
+ "House": 3.0,
+ "00s": 2.0,
+ "funk": 4.0,
+ "reggae": 66.0
+ }
+ },
+ {
+ "description": "Two Door Cinema Club",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 2.0,
+ "british": 63.0,
+ "rock": 6.0,
+ "pop": 3.0,
+ "electronica": 2.0,
+ "synthpop": 2.0,
+ "indie rock": 19.0,
+ "electronic": 68.0,
+ "dance": 2.0,
+ "britpop": 2.0,
+ "indie pop": 10.0,
+ "seen live": 47.0,
+ "alternative": 53.0,
+ "alternative rock": 4.0,
+ "00s": 2.0
+ }
+ },
+ {
+ "description": "OneRepublic",
+ "features": {
+ "indie": 63.0,
+ "favorites": 2.0,
+ "male vocalists": 8.0,
+ "emo": 1.0,
+ "american": 12.0,
+ "rock": 100.0,
+ "pop": 21.0,
+ "piano": 2.0,
+ "indie rock": 5.0,
+ "indie pop": 2.0,
+ "seen live": 9.0,
+ "alternative": 94.0,
+ "acoustic": 1.0,
+ "alternative rock": 80.0,
+ "00s": 3.0,
+ "Love": 2.0
+ }
+ },
+ {
+ "description": "Cage the Elephant",
+ "features": {
+ "indie": 59.0,
+ "male vocalists": 2.0,
+ "american": 11.0,
+ "rock": 68.0,
+ "punk rock": 44.0,
+ "indie rock": 100.0,
+ "seen live": 41.0,
+ "alternative": 73.0,
+ "alternative rock": 26.0,
+ "00s": 4.0,
+ "punk": 7.0
+ }
+ },
+ {
+ "description": "Arcade Fire",
+ "features": {
+ "indie": 100.0,
+ "male vocalists": 2.0,
+ "experimental": 6.0,
+ "rock": 48.0,
+ "pop": 2.0,
+ "beautiful": 1.0,
+ "post-rock": 2.0,
+ "indie rock": 99.0,
+ "new wave": 1.0,
+ "indie pop": 4.0,
+ "seen live": 59.0,
+ "alternative": 76.0,
+ "post-punk": 3.0,
+ "alternative rock": 16.0,
+ "00s": 5.0,
+ "female vocalists": 2.0,
+ "folk": 6.0
+ }
+ },
+ {
+ "description": "Bruno Mars",
+ "features": {
+ "indie": 3.0,
+ "male vocalists": 47.0,
+ "singer-songwriter": 7.0,
+ "soul": 10.0,
+ "american": 8.0,
+ "blues": 2.0,
+ "pop": 100.0,
+ "rock": 2.0,
+ "hip hop": 2.0,
+ "dance": 2.0,
+ "seen live": 6.0,
+ "Hip-Hop": 3.0,
+ "rnb": 63.0,
+ "alternative": 2.0,
+ "acoustic": 1.0,
+ "folk": 1.0,
+ "funk": 4.0,
+ "reggae": 4.0
+ }
+ },
+ {
+ "description": "Carly Rae Jepsen",
+ "features": {
+ "singer-songwriter": 5.0,
+ "soul": 2.0,
+ "chillout": 2.0,
+ "pop": 100.0,
+ "synthpop": 9.0,
+ "electronic": 4.0,
+ "dance": 11.0,
+ "seen live": 6.0,
+ "acoustic": 21.0,
+ "female vocalist": 4.0,
+ "00s": 1.0,
+ "female vocalists": 46.0,
+ "folk": 26.0
+ }
+ },
+ {
+ "description": "Weezer",
+ "features": {
+ "indie": 50.0,
+ "favorites": 3.0,
+ "male vocalists": 2.0,
+ "emo": 15.0,
+ "american": 8.0,
+ "classic rock": 2.0,
+ "rock": 100.0,
+ "pop": 6.0,
+ "punk rock": 5.0,
+ "indie rock": 41.0,
+ "britpop": 1.0,
+ "indie pop": 3.0,
+ "seen live": 37.0,
+ "hardcore": 1.0,
+ "Grunge": 2.0,
+ "alternative": 86.0,
+ "metal": 2.0,
+ "alternative rock": 73.0,
+ "00s": 2.0,
+ "punk": 11.0,
+ "Love": 1.0,
+ "hard rock": 2.0,
+ "90s": 9.0
+ }
+ },
+ {
+ "description": "P!nk",
+ "features": {
+ "indie": 2.0,
+ "favorites": 2.0,
+ "singer-songwriter": 5.0,
+ "soul": 2.0,
+ "american": 11.0,
+ "pop": 100.0,
+ "rock": 59.0,
+ "electronic": 2.0,
+ "dance": 7.0,
+ "seen live": 14.0,
+ "Hip-Hop": 2.0,
+ "rnb": 5.0,
+ "alternative": 4.0,
+ "female vocalist": 4.0,
+ "alternative rock": 2.0,
+ "00s": 4.0,
+ "female vocalists": 74.0,
+ "punk": 3.0
+ }
+ },
+ {
+ "description": "System of a Down",
+ "features": {
+ "indie": 2.0,
+ "favorites": 1.0,
+ "male vocalists": 1.0,
+ "emo": 2.0,
+ "american": 5.0,
+ "experimental": 3.0,
+ "rock": 65.0,
+ "punk rock": 2.0,
+ "metalcore": 1.0,
+ "heavy metal": 6.0,
+ "Progressive metal": 3.0,
+ "thrash metal": 2.0,
+ "seen live": 18.0,
+ "hardcore": 3.0,
+ "metal": 100.0,
+ "alternative": 54.0,
+ "Progressive rock": 2.0,
+ "Nu Metal": 62.0,
+ "alternative rock": 13.0,
+ "industrial": 1.0,
+ "00s": 2.0,
+ "punk": 3.0,
+ "hard rock": 20.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "Adele",
+ "features": {
+ "indie": 40.0,
+ "singer-songwriter": 50.0,
+ "soul": 100.0,
+ "jazz": 8.0,
+ "chillout": 2.0,
+ "Mellow": 2.0,
+ "british": 66.0,
+ "blues": 3.0,
+ "pop": 19.0,
+ "rock": 2.0,
+ "beautiful": 1.0,
+ "piano": 2.0,
+ "britpop": 3.0,
+ "indie pop": 3.0,
+ "seen live": 2.0,
+ "rnb": 2.0,
+ "acoustic": 4.0,
+ "alternative": 4.0,
+ "female vocalist": 4.0,
+ "00s": 2.0,
+ "female vocalists": 81.0,
+ "Love": 2.0,
+ "folk": 2.0
+ }
+ },
+ {
+ "description": "xxxtentacion",
+ "features": {
+ "american": 11.0,
+ "experimental": 7.0,
+ "punk rock": 4.0,
+ "rap": 80.0,
+ "folk": 4.0,
+ "rock": 7.0,
+ "pop": 4.0,
+ "heavy metal": 4.0,
+ "seen live": 4.0,
+ "rnb": 7.0,
+ "emo": 49.0,
+ "soul": 4.0,
+ "hip hop": 32.0,
+ "new wave": 4.0,
+ "hardcore": 4.0,
+ "Hip-Hop": 100.0,
+ "alternative": 11.0,
+ "alternative rock": 7.0
+ }
+ },
+ {
+ "description": "The 1975",
+ "features": {
+ "male vocalists": 5.0,
+ "british": 69.0,
+ "experimental": 2.0,
+ "indie rock": 98.0,
+ "Love": 1.0,
+ "indie": 100.0,
+ "emo": 1.0,
+ "ambient": 1.0,
+ "rock": 21.0,
+ "pop": 9.0,
+ "post-rock": 1.0,
+ "synthpop": 5.0,
+ "new wave": 4.0,
+ "electronic": 3.0,
+ "britpop": 1.0,
+ "indie pop": 17.0,
+ "seen live": 73.0,
+ "alternative": 69.0,
+ "alternative rock": 20.0,
+ "00s": 1.0,
+ "funk": 1.0
+ }
+ },
+ {
+ "description": "Depeche Mode",
+ "features": {
+ "indie": 3.0,
+ "favorites": 1.0,
+ "male vocalists": 2.0,
+ "british": 13.0,
+ "ambient": 1.0,
+ "experimental": 1.0,
+ "classic rock": 2.0,
+ "rock": 16.0,
+ "electronica": 11.0,
+ "pop": 9.0,
+ "electro": 3.0,
+ "synthpop": 56.0,
+ "electronic": 100.0,
+ "new wave": 87.0,
+ "dance": 3.0,
+ "britpop": 2.0,
+ "seen live": 22.0,
+ "techno": 1.0,
+ "alternative": 20.0,
+ "Gothic": 2.0,
+ "post-punk": 4.0,
+ "alternative rock": 5.0,
+ "industrial": 3.0,
+ "00s": 2.0,
+ "80s": 59.0,
+ "90s": 4.0
+ }
+ },
+ {
+ "description": "The White Stripes",
+ "features": {
+ "indie": 59.0,
+ "favorites": 2.0,
+ "male vocalists": 1.0,
+ "singer-songwriter": 1.0,
+ "american": 8.0,
+ "experimental": 1.0,
+ "blues": 13.0,
+ "classic rock": 3.0,
+ "rock": 100.0,
+ "pop": 2.0,
+ "punk rock": 2.0,
+ "indie rock": 47.0,
+ "seen live": 25.0,
+ "Grunge": 1.0,
+ "alternative": 74.0,
+ "metal": 1.0,
+ "guitar": 2.0,
+ "Progressive rock": 1.0,
+ "alternative rock": 65.0,
+ "00s": 3.0,
+ "punk": 5.0,
+ "hard rock": 3.0,
+ "folk": 2.0,
+ "90s": 2.0
+ }
+ },
+ {
+ "description": "The Clash",
+ "features": {
+ "indie": 5.0,
+ "british": 43.0,
+ "classic rock": 29.0,
+ "rock": 43.0,
+ "pop": 1.0,
+ "punk rock": 71.0,
+ "indie rock": 2.0,
+ "new wave": 4.0,
+ "alternative": 9.0,
+ "post-punk": 3.0,
+ "alternative rock": 2.0,
+ "punk": 100.0,
+ "hard rock": 1.0,
+ "70s": 8.0,
+ "80s": 13.0,
+ "reggae": 6.0
+ }
+ }
+]
\ No newline at end of file
diff --git a/algorithms-miscellaneous-3/src/main/resources/kmeans/lastfm.json b/algorithms-miscellaneous-3/src/main/resources/kmeans/lastfm.json
new file mode 100644
index 0000000000..4d684b2fc0
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/resources/kmeans/lastfm.json
@@ -0,0 +1,490 @@
+{
+ "children": [
+ {
+ "children": [
+ {
+ "name": "Radiohead"
+ },
+ {
+ "name": "Red Hot Chili Peppers"
+ },
+ {
+ "name": "Coldplay"
+ },
+ {
+ "name": "Nirvana"
+ },
+ {
+ "name": "Panic! at the Disco"
+ },
+ {
+ "name": "The Cure"
+ },
+ {
+ "name": "Linkin Park"
+ },
+ {
+ "name": "Radiohead"
+ },
+ {
+ "name": "Red Hot Chili Peppers"
+ },
+ {
+ "name": "Coldplay"
+ },
+ {
+ "name": "Nirvana"
+ },
+ {
+ "name": "Panic! at the Disco"
+ },
+ {
+ "name": "The Cure"
+ },
+ {
+ "name": "Linkin Park"
+ },
+ {
+ "name": "Muse"
+ },
+ {
+ "name": "Maroon 5"
+ },
+ {
+ "name": "Foo Fighters"
+ },
+ {
+ "name": "Paramore"
+ },
+ {
+ "name": "Oasis"
+ },
+ {
+ "name": "Fall Out Boy"
+ },
+ {
+ "name": "OneRepublic"
+ },
+ {
+ "name": "Weezer"
+ },
+ {
+ "name": "System of a Down"
+ },
+ {
+ "name": "The White Stripes"
+ }
+ ],
+ "name": "rock, alternative"
+ },
+ {
+ "children": [
+ {
+ "name": "Lil Nas X"
+ },
+ {
+ "name": "Post Malone"
+ },
+ {
+ "name": "Drake"
+ },
+ {
+ "name": "Kanye West"
+ },
+ {
+ "name": "Kendrick Lamar"
+ },
+ {
+ "name": "Tyler, the Creator"
+ },
+ {
+ "name": "Eminem"
+ },
+ {
+ "name": "Childish Gambino"
+ },
+ {
+ "name": "Frank Ocean"
+ },
+ {
+ "name": "Lil Nas X"
+ },
+ {
+ "name": "Post Malone"
+ },
+ {
+ "name": "Drake"
+ },
+ {
+ "name": "Kanye West"
+ },
+ {
+ "name": "Kendrick Lamar"
+ },
+ {
+ "name": "Tyler, the Creator"
+ },
+ {
+ "name": "Eminem"
+ },
+ {
+ "name": "Childish Gambino"
+ },
+ {
+ "name": "Frank Ocean"
+ },
+ {
+ "name": "Lizzo"
+ },
+ {
+ "name": "Travi$ Scott"
+ },
+ {
+ "name": "A$AP Rocky"
+ },
+ {
+ "name": "Nicki Minaj"
+ },
+ {
+ "name": "xxxtentacion"
+ }
+ ],
+ "name": "Hip-Hop, rap"
+ },
+ {
+ "children": [
+ {
+ "name": "Arctic Monkeys"
+ },
+ {
+ "name": "Imagine Dragons"
+ },
+ {
+ "name": "The Killers"
+ },
+ {
+ "name": "Gorillaz"
+ },
+ {
+ "name": "The Black Keys"
+ },
+ {
+ "name": "Arctic Monkeys"
+ },
+ {
+ "name": "Imagine Dragons"
+ },
+ {
+ "name": "The Killers"
+ },
+ {
+ "name": "Gorillaz"
+ },
+ {
+ "name": "The Black Keys"
+ },
+ {
+ "name": "Twenty One Pilots"
+ },
+ {
+ "name": "Ellie Goulding"
+ },
+ {
+ "name": "Florence + the Machine"
+ },
+ {
+ "name": "Vampire Weekend"
+ },
+ {
+ "name": "The Smiths"
+ },
+ {
+ "name": "The Strokes"
+ },
+ {
+ "name": "MGMT"
+ },
+ {
+ "name": "Foster the People"
+ },
+ {
+ "name": "Two Door Cinema Club"
+ },
+ {
+ "name": "Cage the Elephant"
+ },
+ {
+ "name": "Arcade Fire"
+ },
+ {
+ "name": "The 1975"
+ }
+ ],
+ "name": "indie, alternative"
+ },
+ {
+ "children": [
+ {
+ "name": "Ed Sheeran"
+ },
+ {
+ "name": "Tame Impala"
+ },
+ {
+ "name": "Ed Sheeran"
+ },
+ {
+ "name": "Tame Impala"
+ },
+ {
+ "name": "Green Day"
+ },
+ {
+ "name": "Metallica"
+ },
+ {
+ "name": "blink-182"
+ },
+ {
+ "name": "Bon Iver"
+ },
+ {
+ "name": "The Clash"
+ }
+ ],
+ "name": "rock, punk rock"
+ },
+ {
+ "children": [
+ {
+ "name": "Calvin Harris"
+ },
+ {
+ "name": "The Weeknd"
+ },
+ {
+ "name": "The Chainsmokers"
+ },
+ {
+ "name": "Daft Punk"
+ },
+ {
+ "name": "Marshmello"
+ },
+ {
+ "name": "David Guetta"
+ },
+ {
+ "name": "Calvin Harris"
+ },
+ {
+ "name": "The Weeknd"
+ },
+ {
+ "name": "The Chainsmokers"
+ },
+ {
+ "name": "Daft Punk"
+ },
+ {
+ "name": "Marshmello"
+ },
+ {
+ "name": "David Guetta"
+ },
+ {
+ "name": "Avicii"
+ },
+ {
+ "name": "Kygo"
+ },
+ {
+ "name": "Martin Garrix"
+ },
+ {
+ "name": "Major Lazer"
+ },
+ {
+ "name": "Depeche Mode"
+ }
+ ],
+ "name": "electronic, dance"
+ },
+ {
+ "children": [
+ {
+ "name": "Queen"
+ },
+ {
+ "name": "The Beatles"
+ },
+ {
+ "name": "David Bowie"
+ },
+ {
+ "name": "Fleetwood Mac"
+ },
+ {
+ "name": "Pink Floyd"
+ },
+ {
+ "name": "The Rolling Stones"
+ },
+ {
+ "name": "Led Zeppelin"
+ },
+ {
+ "name": "Queen"
+ },
+ {
+ "name": "The Beatles"
+ },
+ {
+ "name": "David Bowie"
+ },
+ {
+ "name": "Fleetwood Mac"
+ },
+ {
+ "name": "Pink Floyd"
+ },
+ {
+ "name": "The Rolling Stones"
+ },
+ {
+ "name": "Led Zeppelin"
+ },
+ {
+ "name": "Elton John"
+ }
+ ],
+ "name": "classic rock, rock"
+ },
+ {
+ "children": [
+ {
+ "name": "Billie Eilish"
+ },
+ {
+ "name": "Ariana Grande"
+ },
+ {
+ "name": "Taylor Swift"
+ },
+ {
+ "name": "Beyoncé"
+ },
+ {
+ "name": "Shawn Mendes"
+ },
+ {
+ "name": "Rihanna"
+ },
+ {
+ "name": "Lana Del Rey"
+ },
+ {
+ "name": "Katy Perry"
+ },
+ {
+ "name": "Lady Gaga"
+ },
+ {
+ "name": "Miley Cyrus"
+ },
+ {
+ "name": "Mark Ronson"
+ },
+ {
+ "name": "Madonna"
+ },
+ {
+ "name": "Lorde"
+ },
+ {
+ "name": "Khalid"
+ },
+ {
+ "name": "Billie Eilish"
+ },
+ {
+ "name": "Ariana Grande"
+ },
+ {
+ "name": "Taylor Swift"
+ },
+ {
+ "name": "Beyoncé"
+ },
+ {
+ "name": "Shawn Mendes"
+ },
+ {
+ "name": "Rihanna"
+ },
+ {
+ "name": "Lana Del Rey"
+ },
+ {
+ "name": "Katy Perry"
+ },
+ {
+ "name": "Lady Gaga"
+ },
+ {
+ "name": "Miley Cyrus"
+ },
+ {
+ "name": "Mark Ronson"
+ },
+ {
+ "name": "Madonna"
+ },
+ {
+ "name": "Lorde"
+ },
+ {
+ "name": "Khalid"
+ },
+ {
+ "name": "Sia"
+ },
+ {
+ "name": "Sam Smith"
+ },
+ {
+ "name": "Halsey"
+ },
+ {
+ "name": "Michael Jackson"
+ },
+ {
+ "name": "Charli XCX"
+ },
+ {
+ "name": "Britney Spears"
+ },
+ {
+ "name": "Dua Lipa"
+ },
+ {
+ "name": "Jonas Brothers"
+ },
+ {
+ "name": "Bruno Mars"
+ },
+ {
+ "name": "Carly Rae Jepsen"
+ },
+ {
+ "name": "P!nk"
+ },
+ {
+ "name": "Adele"
+ }
+ ],
+ "name": "pop, female vocalists"
+ }
+ ],
+ "name": "Musicians"
+}
diff --git a/algorithms-miscellaneous-3/src/main/resources/kmeans/radial.html b/algorithms-miscellaneous-3/src/main/resources/kmeans/radial.html
new file mode 100644
index 0000000000..e7e7403871
--- /dev/null
+++ b/algorithms-miscellaneous-3/src/main/resources/kmeans/radial.html
@@ -0,0 +1,68 @@
+
+
+
+
+
+
\ No newline at end of file