Merge pull request 'istyukov_timofey_lab_7 is ready' (#303) from istyukov_timofey_lab_7 into main

Reviewed-on: http://student.git.athene.tech/Alexey/IIS_2023_1/pulls/303

faskhutdinov_idris_lab_1/Readme.md

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+# Лабораторная работа №1. Работа с типовыми наборами данных и различными моделями
+## 6 вариант
+### Задание:
+Используя код из пункта «Регуляризация и сеть прямого
+распространения» из источника (стр. 228), сгенерируйте определенный тип данных и
+сравните на нем 3 модели (по варианту). Постройте графики, отобразите
+качество моделей, объясните полученные результаты.
+
+Данные: make_classification (n_samples=500, n_features=2,
+n_redundant=0, n_informative=2, random_state=rs, n_clusters_per_class=1)
+
+Модели:
+* Линейную регрессию
+* Полиномиальную регрессию (со степенью 4)
+* Гребневую полиномиальную регрессию (со степенью 4, alpha = 1.0)
+
+### Как запустить лабораторную
+1. Запустить файл main.py
+
+### Используемые технологии
+1. Библиотека matplotlib
+2. Библиотека scikit-learn
+3. Python
+4. IDE PyCharm
+
+### Описание лабораторной работы
+
+Программа генерирует набор данных с помощью функции make_classification в функции main.
+После чего делит данные на тестовую и обучающую выборки. В итоге запускает функции linear_regression, polin_regression_4, gr_polin_regression_4,
+передавая им набор данных как аргументы. В вышеперечисленных функциях происходит обучение моделей на тестовой выборке, после чего предсказываются
+данные на оставшейся выборке. В заключении строятся графики, которые отображают модели, в консоль выводится оценка их работы
+
+### Результат
+Программа выводит в консоль следующие данные:
+Линейная регрессия: 0.8857142857142857
+Полиномиальная регрессия: 0.9714285714285714
+Гребневая полиномиальная регрессия: 0.7732479926366043
+Выходит, что наиболее качественная для решения задачи-полиномиальная регрессия, а хуже всего справилась гребневая полиномиальная.
+
+Скриншоты работы программы представлены в папке с лабораторной работой. 

faskhutdinov_idris_lab_1/main.py

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+# 6 вариант
+# Данные: make_classification (n_samples=500, n_features=2,
+# n_redundant=0, n_informative=2, random_state=rs, n_clusters_per_class=1)
+# Модели:
+# · Линейная регрессия
+# · Полиномиальная регрессия (со степенью 4)
+# · Гребневая полиномиальная регрессия (со степенью 4, alpha = 1.0)
+import numpy as np
+import matplotlib.pyplot as plt
+from matplotlib.colors import ListedColormap
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LogisticRegression, LinearRegression
+from sklearn.preprocessing import PolynomialFeatures, StandardScaler
+from sklearn.pipeline import make_pipeline
+from sklearn.datasets import make_moons, make_circles, make_classification
+from sklearn.neural_network import MLPClassifier
+from sklearn.linear_model import Ridge
+
+# Задаем параметры генерации данных
+n_samples = 500
+n_features = 2
+n_redundant = 0
+n_informative = 2
+random_state = 42
+n_clusters_per_class = 1
+
+
+def main():
+    # Генерация данных
+    X, y = make_classification(n_samples=n_samples,
+                               n_features=n_features,
+                               n_redundant=n_redundant,
+                               n_informative=n_informative,
+                               random_state=random_state,
+                               n_clusters_per_class=n_clusters_per_class)
+    # Тестовая и обучающая выборки
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.65, random_state=random_state)
+
+    # Создание моделей
+    linear_regression(X_train, X_test, y_train, y_test)
+    polin_regression_4(X_train, X_test, y_train, y_test)
+    gr_polin_regression_4(X_train, X_test, y_train, y_test)
+
+# Создание линейной регрессии
+def linear_regression(X_train, X_test, y_train, y_test):
+    linear_regression = LogisticRegression()
+    linear_regression.fit(X_train, y_train)
+    linear_regression_score = linear_regression.score(X_train, y_train)
+
+    linear_pred = linear_regression.predict(X_test)
+
+    plt.scatter(X_test[:, 0], X_test[:, 1], c=linear_pred, cmap="bwr")
+    plt.title("Линейная регрессия")
+    plt.xlabel("Признак 1")
+    plt.ylabel("Признак 2")
+    plt.show()
+    print("Линейная регрессия: {}".format(linear_regression_score))
+
+#Создание полиномиальной регрессии со степенью 4
+def polin_regression_4(X_train, X_test, y_train, y_test):
+    poly_regression = make_pipeline(PolynomialFeatures(degree=4), LogisticRegression())
+    poly_regression.fit(X_train, y_train)
+    polynomial_regression_score = poly_regression.score(X_train, y_train)
+
+    poly_pred = poly_regression.predict(X_test)
+
+    plt.scatter(X_test[:, 0], X_test[:, 1], c=poly_pred, cmap="bwr")
+    plt.title("Полиномиальная регрессия")
+    plt.xlabel("Признак 1")
+    plt.ylabel("Признак 2")
+    plt.show()
+    print("Полиномиальная регрессия: {}".format(polynomial_regression_score))
+
+
+
+#Создание гребневой полиномиальной регрессии со степенью 4 и alpha = 1.0
+def gr_polin_regression_4(X_train, X_test, y_train, y_test):
+    ridge_regression = make_pipeline(PolynomialFeatures(degree=4), Ridge(alpha=1.0))
+    ridge_regression.fit(X_train, y_train)
+    ridge_regression_score = ridge_regression.score(X_train, y_train)
+
+    ridge_pred = ridge_regression.predict(X_test)
+
+    plt.scatter(X_test[:, 0], X_test[:, 1], c=ridge_pred, cmap="bwr")
+    plt.title("Гребневая полиномиальная регрессия")
+    plt.xlabel("Признак 1")
+    plt.ylabel("Признак 2")
+    plt.show()
+    print("Гребневая полиномиальная регрессия: {}".format(ridge_regression_score))
+
+main()

faskhutdinov_idris_lab_2/Readme.md

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+# Лабораторная работа №2. Работа с типовыми наборами данных и различными моделями
+## 6 вариант
+### Задание:
+Используя код из источника (пункт «Решение задачи ранжирования признаков»,
+стр. 205), выполните ранжирование признаков с помощью указанных по
+варианту моделей. Отобразите получившиеся значения\оценки каждого
+признака каждым методом\моделью и среднюю оценку. Проведите анализ
+получившихся результатов. Какие четыре признака оказались самыми
+важными по среднему значению? (Названия\индексы признаков и будут
+ответом на задание).
+
+* Гребневая регрессия (Ridge)
+* Сокращение признаков
+Случайными деревьями (Random Forest Regressor)
+* Линейная корреляция (f_regression)
+
+
+### Как запустить лабораторную
+1. Запустить файл main.py
+
+### Используемые технологии
+1. Библиотека numpy
+2. Библиотека scikit-learn
+3. Python
+4. IDE PyCharm
+
+### Описание лабораторной работы
+
+Программа выполняет ранжирование признаков в задаче регрессии. Сначала происходит генерация исходных данных с использованием 14 признаков X
+Задается функция-выход: регрессионная проблема Фридмана. Добавляется зависимость признаков, после чего используются модели по варианту. Результаты обработки 
+сохраняются в словаре ranks, после чего сортируются и выводятся в консоль.
+
+### Результат
+Программа выводит в консоль следующие данные:
+* Ridge
+[('x4', 1.0), ('x14', 0.92), ('x1', 0.76), ('x2', 0.75), ('x12', 0.67), ('x5', 0.61), ('x11', 0.59), ('x6', 0.08), ('x8', 0.08), ('x3', 0.06), ('x7', 0.03), ('x10', 0.01), ('x9', 0.0), ('x13', 0.0)]
+* Random Forest
+[('x14', 1.0), ('x2', 0.76), ('x1', 0.66), ('x4', 0.55), ('x11', 0.29), ('x12', 0.28), ('x5', 0.23), ('x3', 0.1), ('x13', 0.09), ('x7', 0.01), ('x6', 0.0), ('x8', 0.0), ('x9', 0.0), ('x10', 0.0)]
+* Linear Correlation 
+[('x4', 1.0), ('x14', 0.98), ('x2', 0.45), ('x12', 0.44), ('x1', 0.3), ('x11', 0.29), ('x5', 0.04), ('x8', 0.02), ('x7', 0.01), ('x9', 0.01), ('x3', 0.0), ('x6', 0.0), ('x10', 0.0), ('x13', 0.0)]
+
+1. x4: 1.0
+2. x14: 0.92
+3. x1: 0.76
+4. x2: 0.75
+5. x12: 0.67
+6. x5: 0.61
+7. x11: 0.59
+8. x6: 0.08
+9. x8: 0.08
+10. x3: 0.06
+11. x7: 0.03
+12. x10: 0.01
+13. x9: 0.0
+14. x13: 0.0
+
+В результате работы программы видно, что наиболее важными признаками оказались x4 и x14, другие оказались намного менее важными. Стоит отметить, что случайные деревья оказали существенно отличающийся результат, в сравнении с гребневой регрессией и линейной корреляцией.

faskhutdinov_idris_lab_2/main.py

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+from sklearn.linear_model import Ridge
+from sklearn.feature_selection import f_regression
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.preprocessing import MinMaxScaler
+import numpy as np
+
+# Вариант 6
+# Используя код из источника (пункт «Решение задачи ранжирования признаков»,
+# стр. 205), выполните ранжирование признаков с помощью указанных по
+# варианту моделей. Отобразите получившиеся значения\оценки каждого
+# признака каждым методом\моделью и среднюю оценку. Проведите анализ
+# получившихся результатов. Какие четыре признака оказались самыми
+# 45
+# важными по среднему значению? (Названия\индексы признаков и будут
+# ответом на задание).
+
+# Гребневая регрессия (Ridge)
+# Сокращение признаков Случайными деревьями (Random Forest Regressor)
+# Линейная корреляция (f_regression)
+
+# генерируем исходные данные: 750 строк-наблюдений и 14 столбцов-признаков
+np.random.seed(0)
+size = 750
+X = np.random.uniform(0, 1, (size, 14))
+# Задаем функцию-выход: регрессионную проблему Фридмана
+Y = (10 * np.sin(np.pi * X[:, 0] * X[:, 1]) + 20 * (X[:, 2] - .5) ** 2 +
+    10 * X[:, 3] + 5 * X[:, 4] ** 5 + np.random.normal(0, 1))
+# Добавляем зависимость признаков
+X[:, 10:] = X[:, :4] + np.random.normal(0, .025, (size, 4))
+
+# 1. Гребневая регрессия
+
+ridge = Ridge(alpha=7)
+ridge.fit(X, Y)
+
+# 2. Случайные деревья
+randomforest = RandomForestRegressor(n_estimators=100, random_state=0)
+randomforest.fit(X, Y)
+
+# 3. Линейная корреляция
+linear_corellation = f_regression(X, Y, center = True)[0]
+
+# Создание списка с именами признаков
+names = ["x%s" % i for i in range(1, 15)]
+# Создается пустой словарь для хранения рангов признаков
+ranks = {}
+
+
+def rank_to_dict(ranks, names):
+    ranks = np.abs(ranks)
+    minmax = MinMaxScaler()
+    ranks = minmax.fit_transform(np.array(ranks).reshape(14,1)).ravel()
+    ranks = map(lambda x: round(x, 2), ranks)
+    return dict(zip(names, ranks))
+
+ranks["Ridge"] = rank_to_dict(ridge.coef_, names)
+ranks["Random Forest"] = rank_to_dict(randomforest.feature_importances_, names)
+ranks["Linear Correlation"] = rank_to_dict(linear_corellation, names)
+
+#Создаем пустой список для данных
+mean = {}
+#«Бежим» по списку ranks
+for key, value in ranks.items():
+    #«Пробегаемся» по списку значений ranks, которые являются парой имя:оценка
+    for item in value.items():
+    #имя будет ключом для нашего mean
+    #если элемента с текущим ключем в mean нет - добавляем
+        if(item[0] not in mean):
+            mean[item[0]] = 0
+            #суммируем значения по каждому ключу-имени признака
+            mean[item[0]] += item[1]
+
+#находим среднее по каждому признаку
+for key, value in ranks.items():
+    ranks[key] = sorted(value.items(), key=lambda x: x[1], reverse=True)
+for key, value in ranks.items():
+    print(key)
+    print(value)
+
+sorted_mean = sorted(mean.items(), key=lambda x: x[1], reverse=True)
+result = {}
+for item in sorted_mean:
+    result[item[0]] = item[1]
+    print(f'{item[0]}: {item[1]}')

istyukov_timofey_lab_5/README.md

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+# Лабораторная работа №5. Регрессия
+## 12 вариант
+___
+
+### Задание:
+Использовать регрессию по варианту для своих данных по варианту,
+самостоятельно сформулировав задачу. Оценить, насколько хорошо она
+подходит для решения сформулированной вами задачи. 
+
+### Вариант:
+- Тип регрессии: **Логистическая регрессия**
+
+### Вариант набора данных по курсовой работе:
+- Прогнозирование музыкальных жанров ("Prediction of music genre")
+
+___
+
+### Запуск
+- Запустить файл lab5.py 
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * pandas
+    * sklearn
+    * matplotlib
+    * warnings
+
+### Описание программы
+**Набор данных (Kaggle):** Полный список жанров, включенных в CSV:
+«Электронная музыка», «Аниме», «Джаз», «Альтернатива», «Кантри», «Рэп»,
+«Блюз», «Рок», «Классика», «Хип-хоп».
+
+**Задача, решаемая регрессией:**
+Предсказание популярности нового музыкального трека на основе его
+определённых характеристик. Регрессионная модель может предсказывать
+числовую оценку популярности трека, что может быть полезно
+для музыкальных платформ по типу Spotify.
+
+**Задача оценки:**
+
+- Вычисление 5 важных признаков и удаление из классификации ненужных
+- Прогноз на тестовом на наборе и расчёт точности.
+- Формирование матрицы путаницы для большего понимания.
+- Формирование отчёта классификации
+
+---
+### Пример работы
+
+*Датасет, сформированный из случайных строк csv-файла.*
+
+![Graphics](1_dataset.jpg)
+
+---
+
+*Вычисленные характеристики признаков. Меткой True и рангом №1
+указаны 5 важных для популярности музыкального трека признаков.*
+
+*Например, danceability (танцевальность) трека оказалось важным признаком,
+а duration_ms (длительность в милисекундах) — самый незначительный признак.*
+
+![Graphics](2_features.jpg)
+
+---
+
+*Матрица путаницы — это табличное представление прогнозов, сделанных моделью
+классификации, показывающее количество правильных и неправильных прогнозов
+для каждого класса. На пересечениях n-строки и n-столба показаны верные прогнозы
+признака с индексом i. На данной матрице видно, что на популярности уровня 0 и 3
+не было ни одного верного предсказания.*
+
+![Graphics](3_confusion_matrix.jpg)
+
+---
+
+*Оценка точности модели. По матрице путаницы можно было заметить, что оценка
+по значению чуть больше 50%, так как количество верных и неверных прогнозов
+не сильно отличается.*
+
+![Graphics](4_score.jpg)
+
+---
+
+*На отчёте также можно заметить по нулям у уровней популярности 0 и 3,
+что там ни одно значение не было верно предсказано.*
+
+![Graphics](5_report.jpg)
+
+
+### Вывод
+Итак, можно сказать, что с поставленной задачей логистическая регрессия больше
+справилась, чем не справилась. Но в то же время популярность трека — неоднозначный
+признак. Нельзя по характеристикам музыкального трека точно сказать, насколько
+он взлетит в чартах. Считаю, что именно поэтому программа не смогла предсказать
+нулевую и высшую популярность, а назначила тестовой выборке лишь средние
+значения популярности. 
+
+Логистическая регрессия выполняется быстро и относительно несложно, в ней удобно
+интерпретировать результаты. Хотя по сути это метод бинарной классификации,
+его также можно применять к задачам мультиклассов, что я и сделал (было бы
+нелогично обозначать популярность лишь метками True и False, когда можно
+её разделить на уровни).
+
+Также логистическая регрессия не готова обрабатывать избыточное количество
+категорических признаков. Она подвержена переподбору, что и было сделано в
+данной лабораторной работе. Логистическая регрессия не будет хорошо работать
+с независимыми признаки трека, которые не коррелируют с популярностью трека.

istyukov_timofey_lab_5/lab5.py

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+"""
+Использовать регрессию по варианту для своих данных по варианту, самостоятельно сформулировав задачу.
+Оценить, насколько хорошо она подходит для решения сформулированной вами задачи.
+
+"""
+
+"""
+Задача, решаемая регрессией:
+Предсказание популярности нового музыкального трека на основе его определённых характеристик.
+Регрессионная модель может предсказывать числовую оценку популярности трека,
+что может быть полезно для музыкальных платформ по типу Spotify.
+"""
+
+# 12 вариант
+# Набор данных по курсовой: "Prediction of music genre"
+# Тип регрессии: Логистическая регрессия
+
+import pandas as pd
+import warnings
+import sklearn.exceptions
+from sklearn.linear_model import LogisticRegression
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report, confusion_matrix, f1_score
+from sklearn.feature_selection import RFE
+
+
+
+DATASET_FILE = 'music_genre.csv'
+
+
+def main():
+    df = open_dataset(DATASET_FILE)
+    df = df.sample(frac=.5)  # отбираем 50% рандомных строк с набора данных, т.к. он большой
+    print("\033[92m[----------> Набор данных <----------]\033[00m")
+    print(df)
+
+    # Перевод ладов (минор/мажор) в числовые признаки
+    df_music = df.copy()
+    df_music['mode'] = df_music['mode'].apply(lambda x: 1 if x == 'Major' else 0)
+
+    # разделим проценты популярности на 4 уровня (от 0 до 3)
+    df_music['popularity'] = df_music['popularity'].apply(lambda x: int(x // 25))
+
+    X = df_music.drop(columns=['popularity'])  # характеристики музыкального трека
+    y = df_music['popularity']  # уровень популярности
+
+    # Разделение датасета на тренировочные (95%) и тестовые данные (5%)
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.05)
+
+    # Создание и обучение модели логистической регрессии
+    model = LogisticRegression(solver='lbfgs', max_iter=2000)
+    model.fit(X_train.values, y_train)
+
+    # Поиск 5 важных признаков
+    rfe = RFE(estimator=model, n_features_to_select=5)
+    rfe = rfe.fit(X_train.values, y_train)
+    features_ranks = pd.DataFrame({'Признак': X.columns.values, 'Выбор': rfe.support_, 'Ранг': rfe.ranking_})
+    print("\033[92m\n[----------> Оценка признаков, влияющих на популярность трека <----------]\033[00m")
+    print(features_ranks.sort_values(by=['Ранг']))
+
+    # Убираем незначительные признаки из датасета
+    del_features = features_ranks['Признак'][features_ranks['Ранг'] == True]
+    X_train = X_train[del_features]
+    X_test = X_test[del_features]
+
+    # Переобучаем на них модель
+    model.fit(X_train.values, y_train)
+
+    # Предсказание на тестовых данных уровня популярности трека
+    y_pred = model.predict(X_test.values)
+
+    # Формирование матрицы путаницы
+    cm = confusion_matrix(y_test, y_pred)
+    print("\033[92m\n[----------> Матрица путаницы <----------]\033[00m")
+    print(cm)
+    pred_true = sum(cm[i][i] for i in range(len(cm))) # верные прогнозы
+    pred_false = cm.sum() - pred_true # неверные прогнозы
+    print("\033[94mКол-во правильных предсказаний (главная диагональ) = {}\033[00m" .format(pred_true))
+    print("\033[91mКол-во неправильных предсказаний (остальное) = {}\033[00m".format(pred_false))
+
+    print("\033[92m\n[----------> Оценка модели <----------]\033[00m")
+    print('Точность модели на тестовых данных: {:.2f}'.format(model.score(X_test.values, y_test)))
+
+    print("\033[92m\n[----------> Отчёт о классификации по уровням <----------]\033[00m")
+    # игнор ошибки отсутствия некоторых классах при прогнозе (в данном случае 0 и 3)
+    warnings.filterwarnings("ignore", category=sklearn.exceptions.UndefinedMetricWarning)
+    print(classification_report(y_test, y_pred))
+    print("\033[95mМаксимально предсказанный уровень: {}\033[00m".format(y_pred.max()))
+
+
+
+
+# Функция считывания и очищения csv-файла
+def open_dataset(csv_file):
+    # открываем файл с указанием знака-отделителя
+    df = pd.read_csv(csv_file, delimiter=',')
+    # выбираем необходимые признаки
+    df = df[['duration_ms', 'mode', 'tempo', 'instrumentalness', 'acousticness', 'speechiness',
+             'danceability', 'energy', 'liveness', 'valence', 'loudness', 'popularity']]
+    # очищаем набор данных от пустых и неподходящих значений
+    df = df[df['tempo'] != '?']
+    df = df.dropna()
+    return df
+
+
+
+if __name__ == "__main__":
+    main()

istyukov_timofey_lab_6/README.md

@@ -0,0 +1,96 @@
+# Лабораторная работа №6. Нейронная сеть
+## 12 вариант
+___
+
+### Задание:
+Использовать регрессию по варианту для своих данных по варианту,
+самостоятельно сформулировав задачу. Оценить, насколько хорошо она
+подходит для решения сформулированной вами задачи. 
+
+### Вариант:
+- Модель нейронной сети: **MLPRegressor**
+
+### Вариант набора данных по курсовой работе:
+- Прогнозирование музыкальных жанров ("Prediction of music genre")
+
+___
+
+### Запуск
+- Запустить файл lab6.py 
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * pandas
+    * sklearn
+    * matplotlib
+    * seaborn
+
+### Описание программы
+**Набор данных (Kaggle):** Полный список жанров, включенных в CSV:
+«Электронная музыка», «Аниме», «Джаз», «Альтернатива», «Кантри», «Рэп»,
+«Блюз», «Рок», «Классика», «Хип-хоп».
+
+**Задача, решаемая нейронной сетью:**
+Предсказание популярности нового музыкального трека на основе его
+определённых характеристик.
+
+**Задача оценки:**
+Анализ с помощью коэффициента детерминации и потери регрессии
+среднеквадратичной логарифмической ошибке, плюсом к ним график сравнения
+реальных и предсказанных значений.
+
+---
+### Пример работы
+
+*Датасет, сформированный из случайных строк csv-файла.*
+
+![Graphics](2_dataset.jpg)
+
+---
+
+***Коэффициент детерминации** используется для оценки эффективности модели
+линейной регрессии. Он показывает, насколько хорошо наблюдаемые результаты
+воспроизводятся моделью, в зависимости от соотношения суммарных отклонений
+результатов, описываемых моделью. По выводу можно отметить, что 33,4%
+изменчивости зависимого выходного атрибута можно объяснить с помощью модели,
+в то время как остальные 66,6% изменчивости все ещё не учтены.*
+
+***Потери регрессии среднеквадратичной логарифмической ошибки (MSLE)** использует
+тот же подход, что и **MSE**, но использует логарифм для компенсации больших
+выбросов в наборе данных и обрабатывает их так, как если бы они были в одном
+масштабе. Это наиболее ценно в стремлении к сбалансированной модели с
+одинаковым процентом ошибок.*
+
+![Graphics](3_score.jpg)
+
+---
+
+*График нейронной сети MLPRegressor, показывающий сравнение реальных
+(ось абсцисс) и предсказанных (ось ординат) данных.*
+
+![Graphics](1_plot_result.png)
+
+---
+
+### Вывод
+Итак, нейронная сеть с поставленной задачей по сути не справилась. Работа
+со скрытыми слоями смогла улучшить результат, но лишь на значение, равное 0,100.
+
+Использование слишком малого количества нейронов в скрытых слоях приведет к
+недообучению. Недообучение происходит, когда в скрытых слоях слишком мало
+нейронов для адекватного обнаружения сигналов в сложном наборе данных.
+Использование же слишком большого количества нейронов в скрытых слоях может
+привести к переобучению. Очевидно, должен быть достигнут некоторый компромисс
+между слишком большим и слишком малым количеством нейронов в скрытых слоях.
+Я пришёл к тому, что использовал 4 скрытых слоя с 50 нейронов в каждом.
+
+Можно сделать заключение, что целевая переменная (процент популярности
+музыкального трека) выбрана неудачно, либо же требуется более детальная
+обработка данных и другой подход к оцениваемым признакам. Как вариант,
+можно рассмотреть StandardScaler или MinMaxScaler на этапе предварительной
+обработки данных. Но как упоминалось в прошлой лабораторной работе,
+популярность музыкального трека слишком неоднозначная величина, которую
+саму по себе предсказать не просто, так как нет точной формулы песни,
+которая взлетит в чартах. Искусство само по себе коварное :)

istyukov_timofey_lab_6/lab6.py

@@ -0,0 +1,84 @@
+"""
+Использовать нейронную сеть по варианту для ваших данных по варианту, самостоятельно сформулировав задачу.
+Интерпретировать результаты и оценить, насколько хорошо она подходит для решения сформулированной вами задачи.
+"""
+
+"""
+Задача, решаемая нейронной сетью:
+Регрессия: Предсказание популярности нового музыкального трека на основе его определённых характеристик.
+"""
+
+# 12 вариант
+# Набор данных по курсовой: "Prediction of music genre"
+# Модель мейронной сети: MLPRegressor
+
+import pandas as pd
+import seaborn as sns
+import matplotlib.pyplot as plt
+from sklearn import metrics
+from sklearn.neural_network import MLPRegressor
+from sklearn.model_selection import train_test_split
+
+
+
+DATASET_FILE = 'music_genre.csv'
+
+
+def main():
+    df = open_dataset(DATASET_FILE) # берём полный набор данных
+    print("\033[92m[----------> Набор данных <----------]\033[00m")
+    print(df)
+
+    # Перевод ладов (минор/мажор) в числовые признаки
+    df_music = df.copy()
+    df_music['mode'] = df_music['mode'].apply(lambda x: 1 if x == 'Major' else 0)
+
+    X = df_music.drop(columns=['popularity'])  # характеристики музыкального трека
+    y = df_music['popularity']  # уровень популярности
+
+    # Разделение датасета на тренировочные (99%) и тестовые данные (1%)
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.01)
+
+    model = MLPRegressor(
+        # несколько размеров слоёв и узлов
+        hidden_layer_sizes=(50, 50, 50, 50,),
+        # функция активации (relu, tanh, identity)
+        activation='relu',
+        max_iter=2000
+    )
+    model.fit(X_train, y_train)
+
+    # Предсказание на тестовых данных
+    y_pred = model.predict(X_test)
+
+    print("\033[92m\n[----------> Оценка модели <----------]\033[00m")
+    print("Коэффициент детерминации = ",
+          round(metrics.r2_score(y_test, y_pred), 3))
+    print("Потери регрессии среднеквадратичной логарифмической ошибки = ",
+          round(metrics.mean_squared_log_error(y_test, y_pred), 3))
+
+    # График для наглядности
+    sns.regplot(x=y_test, y=y_pred, scatter_kws={'s': 10}, line_kws={'color': 'red'})
+    plt.xlabel('Реальность')
+    plt.ylabel('Предсказание')
+    plt.title('MLPRegressor на примере популярности треков')
+    plt.savefig("1_plot_result")
+    plt.show()
+
+
+# Функция считывания и очищения csv-файла
+def open_dataset(csv_file):
+    # открываем файл с указанием знака-отделителя
+    df = pd.read_csv(csv_file, delimiter=',')
+    # выбираем необходимые признаки
+    df = df[['mode', 'tempo', 'instrumentalness', 'acousticness', 'speechiness', 'danceability',
+             'energy', 'liveness', 'valence', 'loudness', 'popularity']]
+    # очищаем набор данных от пустых и неподходящих значений
+    df = df[df['tempo'] != '?']
+    df = df.dropna()
+    return df
+
+
+
+if __name__ == "__main__":
+    main()

istyukov_timofey_lab_7/README.md

@@ -0,0 +1,93 @@
+# Лабораторная работа №7. Рекуррентная нейронная сеть и задача генерации текста
+## 12 вариант
+___
+
+### Задание:
+Выбрать художественный текст на языке по варианту и обучить на нём рекуррентную
+нейронную сеть для решения задачи генерации. Подобрать архитектуру и параметры
+так, чтобы приблизиться к максимально осмысленному результату. Далее разбиться
+на пары чётный-нечётный вариант, обменяться разработанными сетями и проверить,
+как архитектура товарища справляется с вашим текстом. В завершении подобрать
+компромиссную архитектуру, справляющуюся достаточно хорошо с обоими видами текстов.  
+
+### Вариант:
+- Язык текста: **русский**
+
+### Художественный текст:
+- Отрывок из книги Ф.М. Достоевского — "Белые ночи" (в формате .txt)
+
+___
+
+### Запуск
+- Запустить файл lab7.py 
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * numpy
+    * keras
+    * os
+
+### Описание программы
+
+Здесь представлена модель глубокого обучения для генерации текста с помощью
+библиотеки Keras и алгоритма LSTM. Чтобы построить модель генерации
+художественного текста, требуются некоторые текстовые данные. В качестве набора
+данных здесь используется отрывок из книги великого русского писателя-реалиста
+в формате текстового файла.
+
+**Шаги написания программы:**
+1. **Предварительная обработка данных**
+   1. Перевод символов в нижний регистр
+   2. Формирование уникального набора использующихся в тексте символов
+   3. Преобразование текстовых данных в числовые значения
+   4. Создание последовательности символов (X - значений, Y - следующий символ)
+   5. Преобразование данных в массив логических значений
+2. **Построение базовой модели**
+   1. Инициализация модели **Sequential**. это простой стек слоев,
+   с помощью которого нельзя представить произвольную модель.
+   2. Три слоя **LSTM** (по 200 единиц в каждом): 
+      - В первом слое входная форма.
+      - Во втором слое параметр *return_sequences=True* для обработки тех же
+   последовательностей
+      - В третьем слое ничего лишнего
+   2. Три слоя **Dropout** с вероятностью 20% для проверки переобучения.
+   Dropout предполагает случайный кик нейронов из процесса обучения.
+   Он обеспечивает, чтобы нейронная сеть не стала слишком зависимой от
+   любого одного узла.
+   3. Один "плотный" слой **Dense** в конце, который даёт вывод символов.
+   Dense обрабатывает каждый элемент предыдущего слоя, выполняя матричное
+   перемножение этих элементов со своими весами.
+   4. Конфигурация модели для категориальной классификации.
+3. **Обучение модели**
+   1. **epochs=50** (одна эпоха = один проход вперёд и один проход назад
+   всех обучающих примеров)
+   2. **batch_size=100** (количество обучающих примеров за один проход
+   вперёд/назад. Чем больше размер пакета, тем больше памяти лучше использовать.
+4. **Сохранение модели** (во избежание повторного обучения и ради экономии времени)
+5. **Генерация текста на основе сохранённой модели**
+   1. Загрузка модели
+   2. Выбор случайной стартовой точки в исходном тексте
+   3. Генерация назначенного количества символов
+---
+### Пример работы
+
+*В ходе прогона программы было зафиксировано несколько результатов генерации
+200 символов. Примеры приведены ниже.*
+
+![Graphics](result_1.jpg)
+
+![Graphics](result_2.jpg)
+
+![Graphics](result_3.jpg)
+
+![Graphics](result_4.jpg)
+
+---
+
+### Вывод
+Итак, рекуррентная нейронная сеть справилась с задачей генерации текста.
+Если говорить о качестве, то требуется более глубокое обучение и больше текста.
+И тогда нейросеть сможет писать даже в стиле Достоевского. Но по времени это
+слишком затратно. Однако в рамках лабораторной работы результат вышел приемлемый. 

istyukov_timofey_lab_7/lab7.py

@@ -0,0 +1,127 @@
+"""
+Выбрать художественный текст на языке по варианту и обучить на нём рекуррентную нейронную сеть для решения задачи
+генерации. Подобрать архитектуру и параметры так, чтобы приблизиться к максимально осмысленному результату.
+
+Далее разбиться на пары чётный-нечётный вариант, обменяться разработанными сетями и проверить, как архитектура товарища
+справляется с вашим текстом.
+
+В завершении подобрать компромиссную архитектуру, справляющуюся достаточно хорошо с обоими видами текстов.
+"""
+
+
+# 12 вариант
+# Вариант языка текста: русский
+# Художественный текст: Книга "Ф.М. Достоевский — Преступление и наказание"
+
+
+
+import os
+import numpy as np
+from keras.models import Sequential
+from keras.layers import Dense, Dropout, LSTM
+from keras.utils import to_categorical
+
+
+FILE_NAME = 'belye-nochi.txt'
+
+# Открытие файла
+df_text = (open(FILE_NAME, encoding='utf-8').read())
+
+
+
+"""""""""""""""""""""""""""""""""
+ПРЕДВАРИТЕЛЬНАЯ ОБРАБОТКА ДАННЫХ
+"""""""""""""""""""""""""""""""""
+# Перевод всех символов в нижний регистр для упрощения обучения
+df_text = df_text.lower()
+
+# Формирование набора символов на основе текста
+characters = sorted(list(set(df_text)))
+print("\033[92m\n---> Итого символов: \033[00m", len(characters))
+
+# Сопоставления символов к номеру
+char_to_n = {char: n for n, char in enumerate(characters)}
+
+# Массивы
+X = [] # обучающий
+Y = [] # целевой
+
+# Длина исходного текста
+length = len(df_text)
+# Длина последовательности символов для предсказания конкретного символа
+seq_length = 5
+
+# Перебора полного текста
+for i in range(0, length - seq_length, 1):
+    sequence = df_text[i:i + seq_length]
+    label = df_text[i + seq_length]
+    X.append([char_to_n[char] for char in sequence])
+    Y.append(char_to_n[label])
+
+# Масштабирование целых чисел в диапазон от 0 до 1 для облегчения изучения шаблонов сетью
+X_modified = np.reshape(X, (len(X), seq_length, 1))
+X_modified = X_modified / float(len(characters))
+Y_modified = to_categorical(Y)
+
+
+
+"""""""""""""""""""""
+ПОСТРОЕНИЕ МОДЕЛИ
+"""""""""""""""""""""
+# Инициализация модели
+model = Sequential()
+
+# Пополнение модели атрибутами
+model.add(LSTM(700, input_shape=(X_modified.shape[1], X_modified.shape[2]), return_sequences=True)) # первый слой на 700 единиц с входной формой
+model.add(Dropout(0.2)) # кик нейронов с вероятностью 20%
+model.add(LSTM(700, return_sequences=True)) # второй слой на 700 единиц, обрабатывающий те же последовательности
+model.add(Dropout(0.2))
+model.add(LSTM(700)) # третий слой на 700 единиц
+model.add(Dropout(0.2))
+model.add(Dense(Y_modified.shape[1], activation='softmax')) # сеть с плотным слоем для вывода символов
+
+# Конфигурация модели с вычислением категориальных потерь кроссэнтропии
+model.compile(loss='categorical_crossentropy', optimizer='adam')
+
+# Обучение модели, если сохранённая модель в текущей папке отсутствует
+if not os.path.exists('save_text_generator_deeper_model.h5'):
+    # Обучение модели на 50 эпохах и 100 обучающих примерах за один проход
+    model.fit(X_modified, Y_modified, epochs=50, batch_size=100)
+    # Сохранение обученной модели в файл в текущей папке
+    model.save_weights('save_text_generator_deeper_model.h5')
+
+
+
+"""""""""""""""""""""""""""""""""""""""""""""
+Генерация текста
+"""""""""""""""""""""""""""""""""""""""""""""
+# Загрузка обученной модели с текущей папки
+model.load_weights('save_text_generator_deeper_model.h5')
+# Сопоставления номеров обратно к символам
+n_to_char = dict((i, c) for i, c in enumerate(characters))
+
+# Выбор случайной точки старта в тексте для генерации
+start = np.random.randint(0, len(X) - 1)
+# Последовательность этой точки
+pattern = X[start]
+
+txtxt = "" # строка результата
+# сохранение старта в результат
+for value in pattern:
+    txtxt += n_to_char[value]
+print("\033[92m\n---> Точка старта: \033[00m", txtxt)
+
+# Генерация 200 символов
+for i in range(200):
+    # Масштабирование последовательности символов
+    x = np.reshape(pattern, (1, len(pattern), 1))
+    x = x / float((len(characters)))
+    prediction = model.predict(x, verbose=0) # прогноз вероятностей к каждому символу
+    index = np.argmax(prediction) # выбор индекса лучшего по вероятности
+    txtxt += n_to_char[index] # запись символа с таким индексом в результат
+    # сохранение индекса символа в конечную результирующую последовательность
+    pattern.append(index)
+    pattern = pattern[1:len(pattern)]
+
+print("\033[92m\n[----------> Результат <----------]\033[00m")
+print(txtxt)

kozlov_alexey_lab_1/README.md

@@ -0,0 +1,62 @@
+# Лабораторная работа №1. Работа с типовыми наборами данных и различными моделями
+## 14 вариант
+___
+
+### Задание:
+Используя код из пункта «Регуляризация и сеть прямого распространения», сгенерируйте определенный тип данных и сравните на нем 3 модели (по варианту).  Постройте графики, отобразите качество моделей, объясните полученные результаты.  
+
+### Данные по варианту:
+-  make_circles (noise=0.2, factor=0.5, random_state=rs)
+
+### Модели по варианту:
+- Линейная регрессия
+- Персептрон
+- Гребневая полиномиальная регрессия (со степенью 4, alpha = 1.0)
+
+___
+
+### Запуск
+- Запустить файл lab1.py
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * sklearn 
+    * matplotlib
+
+### Описание программы
+Программа генерирует набор данных с помощью функции make_circles()
+с заданными по варианту параметрами. После этого происходит создание и обучение моделй, вывод в консоль
+качества данных моделей по варианту и построение графикиков для этих моделей.
+
+Оценка точности происходит при помощи MAE (средняя абсолютная ошибка, измеряет среднюю абсолютную разницу между прогнозируемыми значениями модели и фактическими значениями целевой переменной) и MSE (средняя квадратическая ошибка, измеряет среднюю квадратичную разницу между прогнозируемыми значениями модели и фактическими значениями целевой переменной). Модель с наименьшими показателями MSE и MAE считается наиболее приспособленной к задаче предсказания.
+
+___
+### Пример работы
+
+![Graphics](lr.png)
+```text
+===> Линейная регрессия <===
+MAE 0.5039063025033765
+MSE 0.254199973993164
+```
+___
+
+![Graphics](pers.png)
+```text
+===> Персептрон <===
+MAE 0.5
+MSE 0.5
+```
+___
+
+![Graphics](pr.png)
+```text
+===> Гребневая полиномиальная регрессия <===
+MAE 0.24796914724994906
+MSE 0.07704666136671298
+```
+
+### Вывод
+Моделью с наименьшими значениями MAE и MSE оказалась модель гребневой полиномиальной регресссии, следоватьельно ее можно назвать наиболее подходящей для задачи регрессии при данной конфигурации исходных данных.

kozlov_alexey_lab_1/lab1.py

@@ -0,0 +1,64 @@
+from matplotlib import pyplot as plt
+from matplotlib.colors import ListedColormap
+from sklearn.linear_model import LinearRegression, Ridge, Perceptron
+from sklearn.model_selection import train_test_split
+from sklearn.pipeline import Pipeline
+from sklearn.preprocessing import PolynomialFeatures
+from sklearn.datasets import make_circles
+from sklearn import metrics
+
+cm_bright = ListedColormap(['#8B0000', '#FF0000'])
+cm_bright1 = ListedColormap(['#FF4500', '#FFA500'])
+
+
+def create_circles():
+    x, y = make_circles(noise=0.2, factor=0.5, random_state=0)
+    X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=42)
+
+    linear_regression(X_train, X_test, y_train, y_test)
+    perceptron(X_train, X_test, y_train, y_test)
+    ridge_regression(X_train, X_test, y_train, y_test)
+
+
+def linear_regression(x_train, x_test, y_train, y_test):
+    model = LinearRegression().fit(x_train, y_train)
+    y_predict = model.intercept_ + model.coef_ * x_test
+    plt.title('Линейная регрессия')
+    print('Линейная регрессия')
+    plt.scatter(x_train[:, 0], x_train[:, 1], c=y_train, cmap=cm_bright)
+    plt.scatter(x_test[:, 0], x_test[:, 1], c=y_test, cmap=cm_bright1, alpha=0.7)
+    plt.plot(x_test, y_predict, color='red')
+    print('MAE', metrics.mean_absolute_error(y_test, y_predict[:, 1]))
+    print('MSE', metrics.mean_squared_error(y_test, y_predict[:, 1]))
+    plt.show()
+
+
+def perceptron(x_train, x_test, y_train, y_test):
+    model = Perceptron()
+    model.fit(x_train, y_train)
+    y_predict = model.predict(x_test)
+    plt.title('Персептрон')
+    plt.scatter(x_train[:, 0], x_train[:, 1], c=y_train, cmap=cm_bright)
+    plt.scatter(x_test[:, 0], x_test[:, 1], c=y_test, cmap=cm_bright1, alpha=0.8)
+    plt.plot(x_test, y_predict, color='red', linewidth=1)
+    plt.show()
+    print('Персептрон')
+    print('MAE', metrics.mean_absolute_error(y_test, y_predict))
+    print('MSE', metrics.mean_squared_error(y_test, y_predict))
+
+
+def ridge_regression(X_train, X_test, y_train, y_test):
+    model = Pipeline([('poly', PolynomialFeatures(degree=3)), ('ridge', Ridge(alpha=1.0))])
+    model.fit(X_train, y_train)
+    y_predict = model.predict(X_test)
+    plt.title('Гребневая полиномиальная регрессия')
+    plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)
+    plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright1, alpha=0.7)
+    plt.plot(X_test, y_predict, color='blue')
+    plt.show()
+    print('Гребневая полиномиальная регрессия')
+    print('MAE', metrics.mean_absolute_error(y_test, y_predict))
+    print('MSE', metrics.mean_squared_error(y_test, y_predict))
+
+
+create_circles()

kozlov_alexey_lab_2/README.md

@@ -0,0 +1,63 @@
+# Лабораторная работа №2. Ранжирование признаков
+## 14 вариант
+___
+
+### Задание:
+Используя код из [1](пункт «Решение задачи ранжирования признаков», стр.  205),  выполните  ранжирование  признаков  с  помощью  указанных  по варианту моделей.  Отобразите  получившиеся  значения\оценки  каждого признака  каждым  методом\моделью  и  среднюю  оценку.  Проведите  анализ получившихся  результатов.  Какие четыре признака  оказались  самыми важными  по  среднему  значению?  (Названия\индексы  признаков и  будут ответом на задание).
+
+### Модели по варианту:
+- Случайное Лассо (RandomizedLasso)
+- Сокращение признаков cлучайными деревьями (Random Forest Regressor)
+- Линейная корреляция (f_regression)
+
+___
+
+### Запуск
+- Запустить файл lab2.py
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * sklearn 
+    * matplotlib
+    * numpy
+
+### Описание программы
+1. Импортирует необходимые модули и классы:
+    - RandomForestRegressor из sklearn.ensemble для создания модели случайного леса регрессии;
+    - RandomizedLasso из RandomizedLasso для создания модели случайного Лассо (метода регуляризации линейной регрессии);
+    - f_regression из sklearn.feature_selection для выполнения линейной корреляции между признаками и целевой переменной;
+    - MinMaxScaler из sklearn.preprocessing для масштабирования оценок признаков к диапазону [0, 1];
+    - numpy для работы с массивами данных.
+
+2. Определяет функцию generation_data, которая генерирует случайные данные для обучения модели. Для простоты, будут использованы заранее определенные случайные значения.
+
+3. Определяет функцию rank_to_dict, которая принимает ранговые оценки признаков и преобразует их в словарь с нормализованными значениями от 0 до 1.
+
+4. Определяет функцию get_estimation, которая вычисляет среднюю оценку по всем моделям и выводит отсортированный список признаков по убыванию оценки.
+
+5. Определяет функцию print_sorted_data, которая выводит отсортированные оценки признаков для каждой модели.
+
+6. Определяет функцию main, которая объединяет все шаги: генерацию данных, обучение моделей, расчет оценок признаков и вывод результатов.
+
+7. Вызывает функцию main для выполнения программы.
+
+___
+### Пример работы
+
+![Graphics](results.png)
+
+
+### Вывод
+На основе результатов можно сделать следующие выводы:
+
+1. Признаки x4, x2, x14 и x1 являются самыми важными. Их средние оценки по всем моделям составляют 0.82, 0.8, 0.66 и 0.56 соответственно.
+
+2. В модели случайного леса регрессии наиболее значимыми признаками являются x14, x2, x4 и x1. Они имеют оценки 1.0, 0.84, 0.77 и 0.74 соответственно.
+
+3. По результатам линейной корреляции (f-регрессия), самыми важными признаками также являются x4, x14, x2 и x12 с оценками 1.0, 0.97, 0.57 и 0.56 соответственно.
+
+4. В модели случайного Лассо наиболее значимыми признаками являются x2, x4, x1 и x5. Их оценки составляют 1.0, 0.69, 0.49 и 0.44 соответственно.
+
+Таким образом, можно сделать вывод, что признаки x4, x2, x14 и x1 являются наиболее значимыми для всех моделей.

kozlov_alexey_lab_2/RandomizedLasso.py

@@ -0,0 +1,76 @@
+from sklearn.utils import check_X_y, check_random_state
+from sklearn.linear_model import Lasso
+from scipy.sparse import issparse
+from scipy import sparse
+
+
+def _rescale_data(x, weights):
+    if issparse(x):
+        size = weights.shape[0]
+        weight_dia = sparse.dia_matrix((1 - weights, 0), (size, size))
+        x_rescaled = x * weight_dia
+    else:
+        x_rescaled = x * (1 - weights)
+
+    return x_rescaled
+
+
+class RandomizedLasso(Lasso):
+    """
+    Randomized version of scikit-learns Lasso class.
+
+    Randomized LASSO is a generalization of the LASSO. The LASSO penalises
+    the absolute value of the coefficients with a penalty term proportional
+    to `alpha`, but the randomized LASSO changes the penalty to a randomly
+    chosen value in the range `[alpha, alpha/weakness]`.
+
+    Parameters
+    ----------
+    weakness : float
+        Weakness value for randomized LASSO. Must be in (0, 1].
+
+    See also
+    --------
+    sklearn.linear_model.LogisticRegression : learns logistic regression models
+    using the same algorithm.
+    """
+    def __init__(self, weakness=0.5, alpha=1.0, fit_intercept=True,
+                 precompute=False, copy_X=True, max_iter=1000,
+                 tol=1e-4, warm_start=False, positive=False,
+                 random_state=None, selection='cyclic'):
+        self.weakness = weakness
+        super(RandomizedLasso, self).__init__(
+            alpha=alpha, fit_intercept=fit_intercept, precompute=precompute, copy_X=copy_X,
+            max_iter=max_iter, tol=tol, warm_start=warm_start,
+            positive=positive, random_state=random_state,
+            selection=selection)
+
+    def fit(self, X, y):
+        """Fit the model according to the given training data.
+
+        Parameters
+        ----------
+        X : {array-like, sparse matrix}, shape = [n_samples, n_features]
+            The training input samples.
+
+        y : array-like, shape = [n_samples]
+            The target values.
+        """
+        if not isinstance(self.weakness, float) or not (0.0 < self.weakness <= 1.0):
+            raise ValueError('weakness should be a float in (0, 1], got %s' % self.weakness)
+
+        X, y = check_X_y(X, y, accept_sparse=True)
+
+        n_features = X.shape[1]
+        weakness = 1. - self.weakness
+        random_state = check_random_state(self.random_state)
+
+        weights = weakness * random_state.randint(0, 1 + 1, size=(n_features,))
+
+        # TODO: I am afraid this will do double normalization if set to true
+        #X, y, _, _ = _preprocess_data(X, y, self.fit_intercept, normalize=self.normalize, copy=False,
+        #             sample_weight=None, return_mean=False)
+
+        # TODO: Check if this is a problem if it happens before standardization
+        X_rescaled = _rescale_data(X, weights)
+        return super(RandomizedLasso, self).fit(X_rescaled, y)

kozlov_alexey_lab_2/lab2.py

@@ -0,0 +1,62 @@
+from sklearn.ensemble import RandomForestRegressor
+from RandomizedLasso import RandomizedLasso
+from sklearn.feature_selection import f_regression
+from sklearn.preprocessing import MinMaxScaler
+import numpy as np
+
+names = ["x%s" % i for i in range(1, 15)]
+def main():
+    x,y = generation_data()
+    # Сокращение признаков cлучайными деревьями (Random Forest Regressor)
+    rfr = RandomForestRegressor()
+    rfr.fit(x, y)
+    # Модель линейной корреляции
+    f, _ = f_regression(x, y, center=False)
+    # Случайное Лассо
+    randomized_lasso = RandomizedLasso(alpha=.01)
+    randomized_lasso.fit(x, y)
+
+    ranks = {"Random Forest Regressor": rank_to_dict(rfr.feature_importances_), 'f-Regression': rank_to_dict(f), "Randomize Lasso": rank_to_dict(randomized_lasso.coef_)}
+
+    get_estimation(ranks)
+    print_sorted_data(ranks)
+def generation_data():
+    np.random.seed(0)
+    size = 750
+    X = np.random.uniform(0, 1, (size, 14))
+    Y = (10 * np.sin(np.pi * X[:, 0] * X[:, 1]) + 20 * (X[:, 2] - .5) ** 2 +
+         10 * X[:, 3] + 5 * X[:, 4] ** 5 + np.random.normal(0, 1))
+    X[:, 10:] = X[:, :4] + np.random.normal(0, .025, (size, 4))
+    return X, Y
+def rank_to_dict(ranks):
+    ranks = np.abs(ranks)
+    minmax = MinMaxScaler()
+    ranks = minmax.fit_transform(np.array(ranks).reshape(14, 1)).ravel()
+    ranks = map(lambda x: round(x, 2), ranks)
+    return dict(zip(names, ranks))
+def get_estimation(ranks: {}):
+    mean = {}
+    for key, value in ranks.items():
+        for item in value.items():
+            if(item[0] not in mean):
+                mean[item[0]] = 0
+            mean[item[0]] += item[1]
+    for key, value in mean.items():
+        res = value/len(ranks)
+        mean[key] = round(res, 2)
+    mean_sorted = sorted(mean.items(), key=lambda item: item[1], reverse=True)
+    print("Средние значения")
+    print(mean_sorted)
+    print("4 самых важных признака по среднему значению")
+    for item in mean_sorted[:4]:
+        print('{0} - {1}'.format(item[0], item[1]))
+def print_sorted_data(ranks: {}):
+    print()
+    for key, value in ranks.items():
+        ranks[key] = sorted(value.items(), key=lambda item: item[1], reverse=True)
+    for key, value in ranks.items():
+        print(key)
+        print(value)
+
+
+main()

kozlov_alexey_lab_3/README.md

@@ -0,0 +1,111 @@
+# Лабораторная работа №3. Деревья решений
+## 14 вариант
+___
+
+### Задание:
+Решите с помощью библиотечной реализации дерева решений задачу из лабораторной работы «Веб-сервис «Дерево решений» по предмету «Методы искусственного интеллекта»на 99% ваших данных. Проверьте работу модели на оставшемся проценте, сделайте вывод
+
+### Описание используемого набора данных:
+Объектом исследования является набор данных, который размещен на платформе Kaggle (https://www.kaggle.com/datasets/nelgiriyewithana/top-spotify-songs-2023/data). Он представляет собой полный список самых известных песен 2023 года, перечисленных на Spotify. Данный набор представлен в виде файла spotify.csv
+
+Столбцами являются:
+1.	track_name – Название композиции
+2.	artist(s)_name – Имя исполнителя/имена исполнителей песни.
+3.	artist_count – Количество исполнителей, участвовавших в со-здании песни
+4.	released_year – Год, когда песня была выпущена
+5.	released_month – Месяц, когда песня была выпущена
+6.	released_day – День месяца, когда песня была выпущена.
+7.	in_spotify_playlists – Количество плейлистов Spotify, в которые песня включена
+8.	in_spotify_charts – Присутствие и рейтинг песни в чартах Spotify.
+9.	streams – Общее количество прослушиваний в Spotify.
+10.	in_apple_playlists – Количество плейлистов Apple Music, в которые песня включена.
+11.	in_apple_charts – Присутствие и рейтинг песни в чартах Apple Music.
+12.	in_deezer_playlists – Количество плейлистов Deezer, в ко-торые песня включена.
+13.	in_deezer_charts – Присутствие и рейтинг песни в чартах Deezer
+14.	in_shazam_charts – Присутствие и рейтинг песни в чартах Shazam.
+15.	bpm – Количество ударов в минуту, показатель темпа песни.
+16.	key – Тональность песни.
+17.	mode – Режим песни (мажорный или минорный).
+18.	danceability_% – Процент, указывающий, насколько песня подходит для танцев. 
+19.	valence_% - Позитивность музыкального содержания пес-ни
+20.	energy_% - Воспринимаемый уровень энергии песни
+21.	acousticness_% - Количество акустического звука в песне
+22.	instrumentalness_% - Количество инструментального кон-тента в песне
+23.	liveness_% - Наличие элементов живого исполнения
+24.	speechiness_% - Количество произнесенных слов в песне
+
+Задачей регрессии на данном наборе данных является прогнозирование значения столбца «in_spotify_playlists» по столбцам «streams», «in_apple_playlists», «in_deezer_playlists» и «bpm».
+___
+
+### Запуск
+- Запустить файл lab6.py
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * sklearn 
+    * numpy
+    * pandas
+
+### Описание программы
+Код программы выполняет следующие действия:
+
+1. Импортирует необходимые библиотеки: pandas, numpy, train_test_split из sklearn.model_selection и DecisionTreeClassifier из sklearn.tree.
+   
+2. Загружает данные из файла "spotify.csv" в объект DataFrame под названием "data".
+   
+3. Удаляет все строки с пропущенными значениями из DataFrame "data".
+   
+4. Удаляет столбец "artist(s)_name" из DataFrame "data".
+   
+5. Задает список столбцов, которые требуется нормализовать.
+   
+6. Проходит по каждому столбцу из списка "columns_to_normalize" и выполнит нормализацию значений в диапазоне от 0 до 1.
+   
+7. Удаляет запятые из значений в столбце "in_deezer_playlists".
+   
+8. Приводит столбец "in_deezer_playlists" к числовому типу данных (np.int64).
+   
+9. Удаляет запятые из значений в столбце "in_shazam_charts".
+   
+10. Приводит столбец "in_shazam_charts" к числовому типу данных (np.int64).
+   
+11. Создает словарь "track_name_dict" соответствия числовых значений и названий трека.
+   
+12. Заменяет значения в столбце "track_name" на числовые значения согласно словарю "track_name_dict".
+   
+13. Создает словарь "key_dict" соответствия числовых значений и тональностей.
+   
+14. Заменяет значения в столбце "key" на числовые значения согласно словарю "key_dict".
+   
+15. Создает словарь "mode_dict" соответствия числовых значений и режимов песни.
+   
+16. Заменяет значения в столбце "mode" на числовые значения согласно словарю "mode_dict".
+   
+17. Разбивает данные на обучающую и тестовую выборки (X_train, X_test, y_train, y_test) с помощью функции train_test_split.
+   
+18. Инициализирует модель DecisionTreeClassifier с параметром random_state=241.
+   
+19. Обучает модель на обучающих данных (X_train, y_train) с помощью метода fit.
+   
+20. Вычисляет важность каждого признака с помощью атрибута feature_importances_ модели и сохраняет результаты в переменной "importances".
+   
+21. Получает список названий столбцов из DataFrame "data" и сохраняет их в переменной "columns".
+   
+22. Выводит важность каждого признака по результатам ранжирования в порядке убывания с помощью цикла и функции print. Каждая строка состоит из названия признака и его важности.
+
+Таким образом, данный код выполняет предобработку данных, обучает модель DecisionTreeClassifier и оценивает значимость признаков для предсказания переменной "in_spotify_playlists".
+
+___
+### Пример работы
+
+![Graphics](output.png)
+```text
+Оценка значимости признаков для предсказания переменной "in_spotify_playlists"
+```
+
+### Вывод
+На основе выходных данных можно сделать следующий вывод о работе модели:
+
+Наиболее важными признаками для предсказания переменной "in_spotify_playlists" оказались «streams», «in_apple_playlists», «in_deezer_playlists», «bpm».

kozlov_alexey_lab_3/lab3.py

@@ -0,0 +1,50 @@
+import pandas as pd
+import numpy as np
+from sklearn.model_selection import train_test_split
+from sklearn.tree import DecisionTreeClassifier
+
+# Загрузить данные
+data = pd.read_csv("spotify.csv")
+# Удалить все строки с пропусками
+data = data.dropna()
+data.drop('artist(s)_name', axis=1, inplace=True)
+# Список столбцов для нормализации
+columns_to_normalize = ['danceability_%', 'valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']
+# Проход по каждому столбцу и выполнение нормализации
+for column in columns_to_normalize:
+    min_value = data[column].min()
+    max_value = data[column].max()
+    data[column] = (data[column] - min_value) / (max_value - min_value)
+# Удалить запятые из значений в столбце
+data['in_deezer_playlists'] = data['in_deezer_playlists'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_deezer_playlists'] = data['in_deezer_playlists'].astype(np.int64)
+# Удалить запятые из значений в столбце
+data['in_shazam_charts'] = data['in_shazam_charts'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_shazam_charts'] = data['in_shazam_charts'].astype(np.int64)
+# Создаем словарь соответствия числовых значений и названий трека
+track_name_dict = {name: index for index, name in enumerate(data['track_name'].unique())}
+# Заменяем значения в столбце на числовые
+data['track_name'] = data['track_name'].map(track_name_dict)
+# Создаем словарь соответствия числовых значений и названий тональности
+key_dict = {'C': 0, 'C#': 1, 'D': 2, 'D#': 3, 'E': 4, 'F': 5, 'F#': 6,
+            'G': 7, 'G#': 8, 'A': 9, 'A#': 10, 'B': 11}
+# Заменяем значения в столбце на числовые
+data['key'] = data['key'].map(key_dict)
+# Создаем словарь соответствия числовых значений и режимов песни
+mode_dict = {'Major': 0, 'Minor': 1}
+# Заменяем значения в столбце на числовые
+data['mode'] = data['mode'].map(mode_dict)
+
+# Разбить данные на обучающую и тестовую выборку
+y = data.pop('in_spotify_playlists')
+X_train, X_test, y_train, y_test = train_test_split(data, y, test_size=0.2, random_state=42)
+clf = DecisionTreeClassifier(random_state=241)
+clf.fit(X_train, y_train)
+importances = clf.feature_importances_
+columns = data.columns
+print("Важность признаков по результатам ранжирования при помощи DecisionTreeClassifier:\n")
+for i in range(len(columns)):
+    print(columns[i], " : ", importances[i])
+

kozlov_alexey_lab_3/spotify.csv

@@ -0,0 +1,954 @@
+track_name,artist(s)_name,artist_count,released_year,released_month,released_day,in_spotify_playlists,in_spotify_charts,streams,in_apple_playlists,in_apple_charts,in_deezer_playlists,in_deezer_charts,in_shazam_charts,bpm,key,mode,danceability_%,valence_%,energy_%,acousticness_%,instrumentalness_%,liveness_%,speechiness_%
+Seven (feat. Latto) (Explicit Ver.),"Latto, Jung Kook",2,2023,7,14,553,147,141381703,43,263,45,10,826,125,B,Major,80,89,83,31,0,8,4
+LALA,Myke Towers,1,2023,3,23,1474,48,133716286,48,126,58,14,382,92,C#,Major,71,61,74,7,0,10,4
+vampire,Olivia Rodrigo,1,2023,6,30,1397,113,140003974,94,207,91,14,949,138,F,Major,51,32,53,17,0,31,6
+Cruel Summer,Taylor Swift,1,2019,8,23,7858,100,800840817,116,207,125,12,548,170,A,Major,55,58,72,11,0,11,15
+WHERE SHE GOES,Bad Bunny,1,2023,5,18,3133,50,303236322,84,133,87,15,425,144,A,Minor,65,23,80,14,63,11,6
+Sprinter,"Dave, Central Cee",2,2023,6,1,2186,91,183706234,67,213,88,17,946,141,C#,Major,92,66,58,19,0,8,24
+Ella Baila Sola,"Eslabon Armado, Peso Pluma",2,2023,3,16,3090,50,725980112,34,222,43,13,418,148,F,Minor,67,83,76,48,0,8,3
+Columbia,Quevedo,1,2023,7,7,714,43,58149378,25,89,30,13,194,100,F,Major,67,26,71,37,0,11,4
+fukumean,Gunna,1,2023,5,15,1096,83,95217315,60,210,48,11,953,130,C#,Minor,85,22,62,12,0,28,9
+La Bebe - Remix,"Peso Pluma, Yng Lvcas",2,2023,3,17,2953,44,553634067,49,110,66,13,339,170,D,Minor,81,56,48,21,0,8,33
+un x100to,"Bad Bunny, Grupo Frontera",2,2023,4,17,2876,40,505671438,41,205,54,12,251,83,F#,Minor,57,56,72,23,0,27,5
+Super Shy,NewJeans,1,2023,7,7,422,55,58255150,37,202,21,5,168,150,F,Minor,78,52,82,18,0,15,7
+Flowers,Miley Cyrus,1,2023,1,12,12211,115,1316855716,300,215,745,58,"1,021",118,,Major,71,65,68,6,0,3,7
+Daylight,David Kushner,1,2023,4,14,3528,98,387570742,80,156,182,24,"1,281",130,D,Minor,51,32,43,83,0,9,3
+As It Was,Harry Styles,1,2022,3,31,23575,130,2513188493,403,198,863,46,,174,F#,Minor,52,66,73,34,0,31,6
+Kill Bill,SZA,1,2022,12,8,8109,77,1163093654,183,162,161,12,187,89,G#,Major,64,43,73,5,17,16,4
+Cupid - Twin Ver.,Fifty Fifty,1,2023,2,24,2942,77,496795686,91,212,78,6,0,120,B,Minor,78,76,59,43,0,34,3
+"What Was I Made For? [From The Motion Picture ""Barbie""]",Billie Eilish,1,2023,7,13,873,104,30546883,80,227,95,24,"1,173",78,,Major,44,14,9,96,0,10,3
+Classy 101,"Feid, Young Miko",2,2023,3,31,2610,40,335222234,43,100,54,14,187,100,B,Major,86,67,66,14,0,12,16
+Like Crazy,Jimin,1,2023,3,24,596,68,363369738,8,104,23,2,29,120,G,Major,63,36,73,0,0,36,4
+LADY GAGA,"Gabito Ballesteros, Junior H, Peso Pluma",3,2023,6,22,332,26,86444842,11,163,10,4,0,140,F,Minor,65,87,74,22,0,42,4
+I Can See You (TaylorпїЅпїЅпїЅs Version) (From The ,Taylor Swift,1,2023,7,7,516,38,52135248,73,119,42,1,150,123,F#,Major,69,82,76,6,0,6,3
+I Wanna Be Yours,Arctic Monkeys,1,2013,1,1,12859,110,1297026226,24,98,582,2,73,135,,Minor,48,44,42,12,2,11,3
+"Peso Pluma: Bzrp Music Sessions, Vol. 55","Bizarrap, Peso Pluma",2,2023,5,31,1313,40,200647221,17,152,32,11,139,133,F,Minor,85,81,67,26,0,12,5
+Popular (with Playboi Carti & Madonna) - The Idol Vol. 1 (Music from the HBO Original Series),"The Weeknd, Madonna, Playboi Carti",3,2023,6,2,1945,87,115364561,74,182,87,14,"1,093",99,C#,Major,85,83,68,7,0,36,20
+SABOR FRESA,Fuerza Regida,1,2023,6,22,250,26,78300654,16,149,10,5,168,130,G,Minor,79,96,86,9,0,9,9
+Calm Down (with Selena Gomez),"RпїЅпїЅma, Selena G",2,2022,3,25,7112,77,899183384,202,119,318,38,96,107,B,Major,80,82,80,43,0,14,4
+MOJABI GHOST,"Tainy, Bad Bunny",2,2023,6,29,859,40,61245289,35,109,41,14,211,122,F#,Minor,81,74,71,14,0,56,4
+Last Night,Morgan Wallen,1,2023,1,31,2420,19,429829812,52,107,15,1,325,204,F#,Major,52,52,68,46,0,15,4
+Dance The Night (From Barbie The Album),Dua Lipa,1,2023,5,25,2988,101,127408954,0,0,143,38,0,110,B,Minor,67,78,85,2,0,33,5
+Rush,Troye Sivan,1,2023,7,13,864,78,22581161,71,135,50,1,294,126,F,Minor,74,35,84,0,0,11,6
+TULUM,"Peso Pluma, Grupo Frontera",2,2023,6,28,266,34,52294266,20,185,13,8,197,168,F#,Major,56,63,87,39,0,11,5
+Creepin',"The Weeknd, 21 Savage, Metro Boomin",3,2022,12,2,6036,88,843957510,113,149,245,23,27,98,C#,Minor,71,17,61,36,0,8,5
+Anti-Hero,Taylor Swift,1,2022,10,21,9082,56,999748277,242,142,165,9,310,97,E,Major,64,51,63,12,0,19,5
+TQG,"Karol G, Shakira",2,2023,2,23,4284,49,618990393,115,123,184,18,354,180,E,Minor,72,61,63,67,0,9,28
+Los del Espacio,"Big One, Duki, Lit Killah, Maria Becerra, FMK, Rusherking, Emilia, Tiago pzk",8,2023,6,1,1150,31,123122413,22,33,34,7,184,120,,Major,81,63,68,11,0,11,4
+FrпїЅпїЅgil (feat. Grupo Front,"Yahritza Y Su Esencia, Grupo Frontera",2,2023,4,7,672,34,188933502,19,108,24,9,212,150,F#,Major,61,39,73,37,0,11,3
+Blank Space,Taylor Swift,1,2014,1,1,11434,53,1355959075,154,123,410,2,81,96,F,Major,75,57,68,9,0,13,6
+Style,Taylor Swift,1,2014,1,1,7830,42,786181836,94,111,151,4,82,95,D,Major,60,48,79,0,0,12,4
+TQM,Fuerza Regida,1,2023,5,19,584,28,176553476,16,159,15,6,100,125,F,Minor,79,96,85,27,0,11,6
+El Azul,"Junior H, Peso Pluma",2,2023,2,10,692,25,354495408,10,107,6,3,62,144,A,Minor,56,84,65,23,0,10,6
+Sunflower - Spider-Man: Into the Spider-Verse,"Post Malone, Swae Lee",2,2018,10,9,24094,78,2808096550,372,117,843,4,69,90,D,Major,76,91,50,54,0,7,5
+I'm Good (Blue),"Bebe Rexha, David Guetta",2,2022,8,26,12482,80,1109433169,291,184,537,45,727,128,G,Minor,56,38,97,4,0,35,4
+See You Again,"Tyler, The Creator, Kali Uchis",3,2017,7,21,13387,64,1047101291,77,58,247,1,311,79,F#,Major,56,58,56,37,0,11,10
+Barbie World (with Aqua) [From Barbie The Album],"Nicki Minaj, Aqua, Ice Spice",3,2023,6,23,1117,80,65156199,82,145,65,16,"1,133",144,,Major,77,75,58,52,0,23,25
+Angels Like You,Miley Cyrus,1,2020,11,27,3372,19,570515054,65,48,138,1,102,122,F,Major,67,49,64,10,0,10,3
+I Ain't Worried,OneRepublic,1,2022,5,13,8431,76,1085685420,241,127,458,37,332,140,,Major,71,82,81,11,0,6,5
+Die For You,The Weeknd,1,2016,11,24,2483,59,1647990401,68,21,24,0,259,134,C#,Minor,59,51,52,9,0,15,7
+Starboy,"The Weeknd, Daft Punk",2,2016,9,21,29536,79,2565529693,281,137,"2,445",1,140,186,G,Major,68,49,59,16,0,13,28
+Die For You - Remix,"Ariana Grande, The Weeknd",2,2023,2,24,3408,47,518745108,87,86,74,1,16,67,C#,Minor,53,50,53,23,0,44,7
+El Cielo,"Feid, Myke Towers, Sky Rompiendo",3,2023,6,2,1298,38,107753850,44,64,57,10,110,106,A#,Minor,72,17,64,7,0,10,5
+Baby Don't Hurt Me,"David Guetta, Anne-Marie, Coi Leray",3,2023,4,6,4277,66,177740666,145,111,213,11,810,128,G,Major,60,23,91,0,0,12,3
+AMARGURA,Karol G,1,2023,2,24,1133,39,153372011,14,71,23,10,176,107,F#,Minor,92,55,70,18,0,15,7
+(It Goes Like) Nanana - Edit,Peggy Gou,1,2023,6,15,2259,59,57876440,0,0,109,17,0,130,G,Minor,67,96,88,12,19,8,4
+Another Love,Tom Odell,1,2012,10,15,18371,83,1813673666,250,122,"3,394",19,,123,E,Minor,45,13,54,70,0,9,4
+Blinding Lights,The Weeknd,1,2019,11,29,43899,69,3703895074,672,199,"3,421",20,,171,C#,Major,50,38,80,0,0,9,7
+Moonlight,Kali Uchis,1,2023,2,24,2649,42,256483385,67,79,57,1,615,137,G,Minor,64,88,72,51,0,17,5
+La Bachata,Manuel Turizo,1,2022,5,26,6804,45,1214083358,139,111,161,15,210,125,G,Minor,84,85,68,58,0,22,4
+S91,Karol G,1,2023,7,14,525,41,16011326,34,115,39,6,216,128,,Minor,86,42,72,59,0,9,19
+cardigan,Taylor Swift,1,2020,7,24,7923,29,812019557,106,112,142,4,215,130,,Minor,61,53,58,55,0,27,4
+TпїЅпї,"dennis, MC Kevin o Chris",2,2023,5,4,731,15,111947664,27,17,73,4,167,130,B,Major,86,59,96,50,1,9,5
+Boy's a liar Pt. 2,"PinkPantheress, Ice Spice",2,2023,2,3,5184,41,156338624,154,84,102,14,37,133,F,Major,70,86,81,25,0,25,5
+Left and Right (Feat. Jung Kook of BTS),"Charlie Puth, BTS, Jung Kook",3,2022,6,24,3107,39,720434240,38,0,4,0,0,101,D,Major,88,72,59,62,0,9,3
+BESO,"Rauw Alejandro, ROSALпїЅ",2,2023,3,24,4053,50,357925728,82,121,182,12,171,95,F,Minor,77,53,64,74,0,17,14
+Hey Mor,"Ozuna, Feid",2,2022,10,6,4637,38,674072710,63,79,89,11,16,98,C#,Minor,90,40,59,0,0,10,29
+Yellow,Chris Molitor,1,1999,1,1,31358,43,1755214421,196,2,"4,053",5,0,173,B,Major,43,28,66,0,0,23,3
+Karma,Taylor Swift,1,2022,10,21,3818,23,404562836,37,55,32,0,272,90,G#,Major,64,10,62,7,0,48,7
+People,Libianca,1,2022,12,2,3506,56,373199958,105,64,169,8,529,198,A#,Minor,59,71,42,55,0,10,7
+Overdrive,Post Malone,1,2023,7,14,410,36,14780425,36,32,31,1,26,140,C#,Major,56,48,73,0,0,35,4
+Enchanted (Taylor's Version),Taylor Swift,1,2023,7,7,148,24,39578178,32,93,8,2,5,82,G#,Major,51,22,53,1,0,15,3
+BABY HELLO,"Rauw Alejandro, Bizarrap",2,2023,6,23,1004,35,54266102,42,80,58,3,169,130,C#,Minor,77,84,89,17,0,43,5
+Heat Waves,Glass Animals,1,2020,6,28,22543,63,2557975762,386,144,707,28,,81,B,Major,76,53,53,44,0,9,9
+golden hour,JVKE,1,2022,7,15,4511,36,751134527,70,58,109,18,230,94,C#,Minor,51,14,59,65,18,25,3
+Sweater Weather,The Neighbourhood,1,2012,5,14,16413,61,2282771485,166,87,"1,056",1,,124,A#,Major,61,41,81,5,2,10,3
+"Quevedo: Bzrp Music Sessions, Vol. 52","Bizarrap, Quevedo",2,2022,7,6,8506,45,1356565093,94,65,164,14,176,128,D,Major,62,55,78,1,3,23,4
+Viva La Vida,Coldplay,1,2008,1,1,33898,62,1592909789,233,0,"4,095",9,0,138,F,Minor,49,42,62,9,0,11,3
+Here With Me,d4vd,1,2022,7,17,3246,23,635412045,94,85,68,1,84,132,E,Major,58,27,48,50,0,12,3
+Unholy (feat. Kim Petras),"Sam Smith, Kim Petras",2,2022,9,22,8576,42,1230675890,216,108,331,26,154,131,D,Major,71,24,47,1,0,27,9
+Yandel 150,"Yandel, Feid",2,2022,12,20,3618,38,585695368,47,74,80,14,194,168,F#,Minor,78,58,73,5,0,10,7
+CORAZпїЅпїЅN VA,Maria Becerra,1,2023,6,22,370,20,43857627,12,16,18,4,93,98,C#,Major,68,40,79,33,0,30,6
+Riptide,Vance Joy,1,1975,1,1,31123,55,2009094673,300,65,"1,003",1,0,102,C#,Major,48,50,73,43,0,15,4
+Until I Found You (with Em Beihold) - Em Beihold Version,"Em Beihold, Stephen Sanchez",2,2022,4,22,2790,30,600976848,60,96,71,0,115,101,A#,Major,34,32,57,78,0,20,3
+Novidade na пїЅпї,"Mc Livinho, DJ Matt D",2,2023,6,23,267,9,39709092,9,6,25,2,72,130,F,Major,63,36,34,76,0,35,9
+Back To December (Taylor's Version),Taylor Swift,1,2023,7,7,139,17,39228929,16,72,5,0,8,142,D,Major,50,20,64,1,0,12,3
+STAY (with Justin Bieber),"Justin Bieber, The Kid Laroi",2,2021,7,9,17050,36,2665343922,492,99,798,31,0,170,C#,Major,59,48,76,4,0,10,5
+El Merengue,"Marshmello, Manuel Turizo",2,2023,3,3,2114,44,223633238,80,75,110,11,323,124,G#,Minor,78,70,68,3,1,11,4
+Someone You Loved,Lewis Capaldi,1,2018,11,8,17836,53,2887241814,440,125,"1,800",0,,110,C#,Major,50,45,41,75,0,11,3
+Me Porto Bonito,"Chencho Corleone, Bad Bunny",2,2022,5,6,8870,43,1440757818,104,120,141,26,49,92,C#,Minor,91,43,71,9,0,9,8
+Makeba,Jain,1,2015,6,22,6060,53,165484133,150,148,"2,703",22,"1,451",116,D,Major,82,40,66,39,51,25,7
+MONTAGEM - FR PUNK,"Ayparia, unxbected",2,2012,6,20,641,50,58054811,1,52,8,0,"1,170",129,A,Major,63,84,82,70,8,9,7
+Fast Car,Luke Combs,1,2023,3,24,1446,12,157058870,57,97,35,0,429,98,G#,Major,71,67,60,19,0,12,3
+What It Is (Solo Version),Doechii,1,2023,3,17,804,25,95131998,29,76,24,0,162,172,C#,Minor,74,76,76,6,0,10,9
+Coco Chanel,"Bad Bunny, Eladio Carrion",2,2023,3,17,1962,38,250305248,28,89,29,5,82,150,D,Major,68,14,76,4,0,10,4
+DonпїЅпїЅпїЅt Bl,Taylor Swift,1,2017,11,8,4875,23,685032533,19,45,0,0,10,136,A,Minor,62,19,53,11,0,6,4
+Still With You,Jung Kook,1,2020,6,5,31,39,38411956,2,107,8,0,0,88,C#,Minor,53,34,47,9,0,83,4
+All My Life (feat. J. Cole),"J. Cole, Lil Durk",2,2023,5,12,2175,23,144565150,69,145,69,2,478,143,D#,Major,83,69,44,15,0,10,33
+Say Yes To Heaven,Lana Del Rey,1,2023,3,17,2000,46,127567540,49,105,63,1,0,100,F#,Minor,49,17,35,71,9,11,3
+Snooze,SZA,1,2022,12,9,2839,25,399686758,58,156,42,1,236,143,F,Major,56,39,55,14,0,11,13
+Summertime Sadness,Lana Del Rey,1,2011,1,1,20333,52,983637508,89,143,"1,632",3,200,112,C#,Minor,56,24,66,7,0,12,3
+Take Two,BTS,1,2023,6,9,674,47,118482347,20,106,25,4,78,93,G,Major,62,57,59,3,0,38,3
+Lover,Taylor Swift,1,2012,1,1,8448,23,882831184,160,110,163,0,5,206,G,Major,43,50,55,50,0,15,10
+Too Many Nights (feat. Don Toliver & with Future),"Future, Metro Boomin, Don Toliver",3,2022,12,2,2110,58,286400165,17,119,19,2,266,88,G,Minor,68,17,71,15,0,11,5
+Chemical,Post Malone,1,2023,4,14,2528,39,172825906,56,91,59,3,486,170,D,Major,50,37,90,0,0,12,5
+Mockingbird,Eminem,1,2004,1,1,12985,61,1241559043,49,98,"2,394",5,204,84,E,Minor,62,24,67,21,0,13,28
+New Jeans,NewJeans,1,2023,7,7,77,35,29562220,8,166,4,4,34,134,E,Minor,81,53,72,51,0,12,5
+Primera Cita,Carin Leon,1,2022,4,20,266,27,77309611,6,40,6,6,202,158,A#,Major,54,50,40,61,0,10,6
+Cold Heart - PNAU Remix,"Dua Lipa, Elton John, Pnau",3,2017,11,10,21097,52,1605224506,384,135,"1,034",37,312,116,C#,Major,80,92,80,4,0,10,3
+Dandelions,Ruth B.,1,2017,4,28,3423,21,1116995633,41,100,59,1,32,117,C#,Major,61,45,69,2,0,9,3
+Bones,Imagine Dragons,1,2021,3,11,4198,44,838079900,98,108,327,17,153,114,F,Minor,77,65,72,2,0,7,5
+Set Fire to the Rain,Adele,1,2011,1,1,14739,43,1163620694,88,112,"2,163",5,519,108,D,Minor,61,47,68,0,0,13,3
+Money Trees,"Kendrick Lamar, Jay Rock",2,2012,1,1,26792,32,1093605526,69,113,695,0,458,144,E,Minor,74,37,53,7,0,21,10
+Tak Segampang Itu,Anggi Marito,1,2022,12,2,213,6,179659294,7,6,0,0,48,130,F,Major,51,18,44,76,0,11,3
+LAGUNAS,"Jasiel NuпїЅпїЅez, Peso P",2,2023,6,22,58,18,39058561,2,106,4,2,184,116,B,Major,77,79,62,33,1,15,3
+Mine (Taylor's Version),Taylor Swift,1,2023,7,7,99,15,36912123,21,52,6,1,0,121,G,Major,65,49,78,0,0,17,4
+Everybody Wants To Rule The World,Tears For Fears,1,1985,2,17,41751,25,1205951614,101,32,"2,655",0,666,112,G,Major,64,54,81,36,0,11,6
+No Role Modelz,J. Cole,1,2014,12,9,21164,36,1791000570,80,65,476,0,14,100,A#,Minor,70,47,52,30,0,6,33
+Tattoo,Loreen,1,2023,2,25,2988,59,201660859,74,102,145,18,925,150,D#,Minor,55,30,78,24,0,12,8
+Rara Vez,"Taiu, Milo j",2,2023,2,8,893,38,248088961,19,23,24,3,88,120,F,Minor,84,96,71,18,0,34,17
+VAGABUNDO,"Sebastian Yatra, Manuel Turizo, BeпїЅп",3,2023,5,12,1094,34,90839753,40,58,47,8,203,127,B,Minor,82,89,85,4,0,23,6
+august,Taylor Swift,1,2020,7,24,7324,22,607123776,25,81,61,1,44,90,F,Major,51,42,61,53,0,9,3
+LUNA,"Junior H, Peso Pluma",2,2023,6,22,201,11,55842345,19,117,8,1,74,128,A,Minor,75,79,63,33,0,15,4
+Miracle (with Ellie Goulding),"Calvin Harris, Ellie Goulding",2,2023,3,10,5120,48,211050784,161,115,246,9,638,143,A,Major,64,31,87,4,4,8,4
+Nonsense,Sabrina Carpenter,1,2022,7,15,2346,27,342897938,69,12,38,8,64,139,G#,Major,74,68,68,3,0,26,4
+Que Vuelvas,"Carin Leon, Grupo Frontera",2,2022,12,9,763,26,2762,21,110,21,9,71,162,A#,Major,49,78,64,19,0,11,4
+Por las Noches,Peso Pluma,1,2021,6,11,457,24,330346424,8,116,4,3,2,92,,Major,81,39,60,31,0,7,3
+Feliz CumpleaпїЅпїЅos Fe,Feid,1,2022,8,19,3430,38,601863821,45,69,52,4,3,95,F,Major,87,57,55,10,0,29,7
+Can't Hold Us (feat. Ray Dalton),"Ray Dalton, Ryan Lewis, Macklemore",3,2011,8,16,6074,52,1953533826,201,44,"6,551",2,0,146,D,Major,63,88,93,3,0,10,8
+Watermelon Sugar,Harry Styles,1,2019,11,17,21915,34,2322580122,437,115,"1,212",12,,95,,Major,55,56,82,12,0,34,5
+lovely - Bonus Track,"Billie Eilish, Khalid",2,2017,8,11,15032,30,2355719893,221,96,"1,078",2,136,115,E,Minor,35,12,30,93,0,10,3
+"Rauw Alejandro: Bzrp Music Sessions, Vol. 56","Rauw Alejandro, Bizarrap",2,2023,6,21,871,32,66902503,25,59,32,5,88,128,B,Major,78,59,65,10,0,26,5
+Queencard,(G)I-DLE,1,2023,5,15,451,33,96273746,10,126,7,0,148,130,E,Minor,82,69,83,3,0,27,5
+OMG,NewJeans,1,2023,1,2,1783,27,430977451,26,124,15,1,22,127,A,Minor,80,74,77,36,0,11,4
+Radio,Lana Del Rey,1,2011,1,1,9389,46,284819874,24,122,282,3,368,150,D,Major,42,20,86,21,0,9,9
+"Shakira: Bzrp Music Sessions, Vol. 53","Shakira, Bizarrap",2,2023,1,11,5724,44,721975598,119,108,254,29,22,122,D,Minor,78,50,63,27,0,9,5
+505,Arctic Monkeys,1,2007,4,20,13985,25,1217120710,30,80,588,1,1,140,,Major,52,20,85,0,0,7,5
+"Calling (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, NAV, feat. A Boogie Wit da Hoodie)","Swae Lee, A Boogie Wit da Hoodie, Metro Boomin, NAV",4,2023,6,2,1051,16,109276132,31,37,31,0,189,140,,Major,63,22,54,46,0,12,8
+Trance (with Travis Scott & Young Thug),"Travis Scott, Young Thug, Metro Boomin",3,2022,12,2,1682,46,276259178,24,90,30,1,176,119,C#,Minor,75,48,53,18,0,18,34
+"Tere Vaaste (From ""Zara Hatke Zara Bachke"")","Sachin-Jigar, Shadab Faridi, Altamash Faridi, Amitabh Bhattacharya, Varun Jain",5,2023,5,22,182,8,54225632,3,88,1,0,52,110,G,Minor,76,96,72,32,0,9,4
+Perfect,Ed Sheeran,1,2017,1,1,16596,13,2559529074,7,0,"2,094",0,0,95,G#,Major,60,17,45,16,0,11,2
+Romantic Homicide,d4vd,1,2022,7,20,2335,23,681583126,82,55,50,0,9,132,F#,Major,56,20,55,45,1,32,3
+Believer,Imagine Dragons,1,2017,1,31,18986,23,2594040133,250,121,"2,969",10,31,125,A#,Minor,77,74,78,4,0,23,11
+Novo BalanпїЅ,"Veigh, Bvga Beatz, Supernova Ent, Prod Malax",4,2023,5,19,283,7,81102253,6,9,26,1,66,124,D#,Minor,84,65,50,67,0,13,6
+"Gol Bolinha, Gol Quadrado 2","Mc Pedrinho, DJ 900",2,2023,6,1,293,8,11956641,5,2,30,2,66,133,B,Minor,93,68,65,42,0,12,25
+Without Me,Eminem,1,2002,1,1,21081,43,1687664027,98,76,"3,889",5,0,112,G,Major,92,67,66,0,0,36,9
+QUEMA,"Sog, Ryan Castro, Peso Pluma",3,2023,7,13,437,31,11599388,17,29,26,3,208,97,,Major,79,92,89,5,0,6,5
+Stargirl Interlude,"The Weeknd, Lana Del Rey",2,2016,11,24,1275,32,611700552,13,8,5,0,1,90,F,Minor,59,52,48,38,5,10,11
+Ojitos Lindos,"Bomba EstпїЅпїЅreo, Bad B",2,2022,5,6,6135,38,1133865788,71,113,99,13,28,80,D#,Minor,65,27,69,8,0,53,4
+Somewhere Only We Know,Keane,1,2004,1,1,20015,16,1089402494,107,69,"5,239",0,558,172,A,Major,45,33,59,6,0,8,3
+Those Eyes,New West,1,2019,5,10,1507,14,411747614,24,71,44,1,195,120,E,Major,60,24,35,73,0,31,3
+El Gordo Trae El Mando,Chino Pacas,1,2023,1,27,539,21,255932395,7,71,4,2,13,140,G,Minor,74,96,80,18,0,5,5
+Mi Bello Angel,Natanael Cano,1,2023,6,30,86,8,31873544,7,76,3,1,93,128,A,Minor,81,90,77,1,0,9,5
+Bye,Peso Pluma,1,2023,5,26,324,14,95053634,13,110,8,2,60,122,,Major,78,70,81,57,0,10,5
+Danza Kuduro,"Don Omar, Lucenzo",2,2010,1,1,17138,37,1279434863,119,81,974,1,503,130,,Major,47,86,92,8,0,5,24
+Nosso Quadro,"Ana Castela, AgroPlay",2,2023,2,2,894,9,233801632,14,88,66,3,72,160,A,Major,69,61,71,33,0,31,20
+Locked Out Of Heaven,Bruno Mars,1,2012,12,5,1622,9,1481349984,0,0,356,0,0,144,F,Major,73,87,70,6,0,28,5
+Un Finde | CROSSOVER #2,"Big One, FMK, Ke personajes",3,2023,4,4,561,14,142095275,4,14,12,5,56,192,B,Major,50,85,52,11,0,28,6
+Jimmy Cooks (feat. 21 Savage),"Drake, 21 Savage",2,2022,6,17,5871,27,618885532,81,121,58,1,34,163,,Major,54,40,67,0,0,9,17
+Counting Stars,OneRepublic,1,2013,1,1,29215,43,2011464183,179,97,"3,394",11,153,122,C#,Minor,66,48,71,6,0,12,4
+Ghost,Justin Bieber,1,2021,3,19,5866,24,1167330737,107,38,95,0,,154,D,Major,61,41,74,21,0,40,6
+Under The Influence,Chris Brown,1,2019,10,4,3859,26,929964809,133,181,3,0,,117,A,Minor,73,31,69,6,0,11,4
+PRC,"Natanael Cano, Peso Pluma",2,2023,1,23,961,26,436027885,19,143,10,6,15,138,G,Minor,78,89,83,10,0,12,5
+Gasolina,Daddy Yankee,1,2004,7,13,6457,18,657723613,98,95,453,0,454,96,,Major,86,74,80,33,0,8,6
+One Dance,"Drake, WizKid, Kyla",3,2016,4,4,43257,24,2713922350,433,107,"3,631",0,26,104,C#,Major,77,36,63,1,0,36,5
+Enchanted,Taylor Swift,1,2010,1,1,4564,16,621660989,24,101,113,0,40,164,G#,Major,45,24,62,8,0,16,3
+Save Your Tears,The Weeknd,1,2020,3,20,12688,13,1591223784,197,115,112,0,200,118,,Major,68,61,82,2,0,50,3
+Sure Thing,Miguel,1,2010,5,25,13801,19,950906471,137,125,435,6,285,81,B,Minor,68,51,60,3,0,19,10
+Every Breath You Take - Remastered 2003,The Police,1,1983,1,6,22439,19,1593270737,211,74,929,0,129,117,C#,Major,82,73,45,54,0,7,3
+The Night We Met,Lord Huron,1,2015,2,2,18515,35,1410088830,70,82,939,1,162,174,D,Major,45,10,37,97,25,64,4
+We Found Love,"Rihanna, Calvin Harris",2,2011,1,1,36843,21,1235005533,321,91,"4,607",1,58,128,C#,Major,73,60,77,3,0,11,4
+When I Was Your Man,Bruno Mars,1,2012,12,5,2420,11,1661187319,0,0,806,0,0,145,,Major,60,43,27,94,0,14,4
+Let Me Down Slowly,Alec Benjamin,1,2018,5,25,5897,19,1374581173,0,0,885,0,0,150,C#,Minor,65,51,55,73,0,14,3
+"Am I Dreaming (Metro Boomin & A$AP Rocky, Roisee)","A$AP Rocky, Metro Boomin, Roisee",3,2023,6,2,727,16,94186466,17,60,28,1,44,90,A,Minor,60,13,53,4,0,21,4
+Do I Wanna Know?,Arctic Monkeys,1,2013,1,1,33783,26,1788326445,133,92,"2,733",1,26,85,F,Major,55,42,53,17,0,22,3
+Demons,Imagine Dragons,1,2012,1,1,26694,13,1840364617,65,82,"3,425",4,13,180,D#,Major,33,38,71,20,0,28,5
+ээээээээээээ,YOASOBI,1,2023,4,12,356,16,143573775,35,102,8,1,117,166,C#,Major,57,84,94,11,0,37,9
+Reminder,The Weeknd,1,2016,11,25,6518,17,684675814,45,85,238,1,47,160,G#,Major,71,40,50,16,0,16,22
+Shake It Off,Taylor Swift,1,2014,1,1,21335,13,1113838873,328,70,"1,378",9,20,160,G,Major,65,95,80,5,0,41,16
+Why'd You Only Call Me When You're High?,Arctic Monkeys,1,2013,1,1,23389,29,1267333350,54,70,"1,089",2,1,92,D,Major,70,81,63,4,0,8,4
+SNAP,Rosa Linn,1,2022,3,19,3202,18,726307468,148,80,226,24,0,170,,Major,56,53,64,11,0,45,6
+Shape of You,Ed Sheeran,1,2017,1,6,32181,10,3562543890,33,0,"6,808",7,0,96,C#,Minor,83,93,65,58,0,9,8
+Night Changes,One Direction,1,2014,11,17,7124,18,1131090940,60,20,2,0,,120,G#,Major,67,40,52,86,0,12,4
+Fin de Semana,"Oscar Maydon, Junior H",2,2023,1,13,592,14,307370144,11,84,6,1,30,98,,Major,70,37,54,6,0,9,8
+Creep,Radiohead,1,1992,9,21,36724,7,1271293243,146,72,"6,807",5,80,92,G,Major,53,12,34,1,0,12,4
+Car's Outside,James Arthur,1,2019,10,18,794,10,265882712,38,25,61,0,263,150,A,Major,34,24,56,4,0,11,3
+Apocalypse,Cigarettes After Sex,1,2017,3,21,13091,17,841749534,61,96,790,2,116,94,F,Major,37,17,47,2,46,11,3
+Cheques,Shubh,1,2023,5,19,67,8,47956378,7,10,0,0,57,90,E,Minor,74,36,63,26,0,27,5
+Pink + White,Frank Ocean,1,2016,8,20,21574,30,806397070,112,68,266,1,39,160,A,Major,54,54,55,67,0,42,11
+Circles,Post Malone,1,2019,8,30,19664,16,2132335812,391,73,633,3,37,120,,Major,70,59,75,24,0,9,4
+Just The Way You Are,Bruno Mars,1,2010,1,1,21106,13,1641426668,82,0,"2,946",0,0,109,F,Major,63,46,85,1,0,9,5
+Take Me To Church,Hozier,1,2013,9,13,23804,31,2135158446,187,99,"4,623",1,0,129,E,Minor,57,41,66,63,0,12,5
+Bebe Dame,"Fuerza Regida, Grupo Frontera",2,2022,12,16,849,22,367316268,27,129,21,7,111,157,G,Major,54,75,60,30,0,7,5
+You Belong With Me (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2021,4,9,2619,12,350381515,47,90,1,0,7,130,F#,Major,63,49,73,5,0,9,3
+Titi Me Preguntпї,Bad Bunny,1,2022,5,6,9037,42,1264310836,124,133,139,14,166,107,F,Minor,65,19,72,10,0,13,25
+Better Than Revenge (Taylor's Version),Taylor Swift,1,2023,7,7,86,11,30343206,3,33,3,0,1,146,B,Minor,50,67,89,0,0,19,8
+Shut up My Moms Calling,Hotel Ugly,1,2020,2,10,1788,14,405136812,1,50,19,0,19,139,A,Minor,48,37,41,32,0,10,10
+Have You Ever Seen The Rain?,Creedence Clearwater Revival,1,1968,7,1,15890,14,1145727611,71,37,653,0,167,116,,Major,74,76,70,7,0,13,3
+Es un Secreto,Plan B,1,2010,7,20,492,36,540654286,4,3,19,0,0,95,F#,Minor,84,52,77,12,0,7,4
+POLARIS - Remix,"Feid, Mora, Saiko, Quevedo",4,2023,6,8,773,33,57312735,20,46,21,8,99,170,G#,Minor,62,55,80,15,0,37,7
+Ditto,NewJeans,1,2022,12,19,1154,22,397582059,28,125,11,1,51,134,F#,Minor,81,18,64,3,0,10,11
+Take On Me,a-ha,1,1984,10,19,44927,17,1479115056,34,0,"5,108",6,0,84,F#,Minor,57,86,90,2,0,9,5
+"Annihilate (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, Lil Wayne, Offset)","Swae Lee, Lil Wayne, Offset, Metro Boomin",4,2023,6,2,551,4,86773632,13,46,20,1,10,146,B,Minor,61,20,48,21,0,12,6
+"Angel Pt 1 (feat. Jimin of BTS, JVKE & Muni Long)","Kodak Black, NLE Choppa, Muni Long, JVKE, Jimin",5,2023,5,1,577,14,133753727,22,18,15,1,0,74,A#,Minor,53,24,67,11,0,10,28
+AcrпїЅпїЅs,Shakira,1,2023,5,11,955,29,123124076,37,50,79,11,31,144,B,Major,75,35,48,84,0,10,12
+AMG,"Natanael Cano, Gabito Ballesteros, Peso Pluma",3,2022,11,24,995,19,463564958,12,117,9,5,3,136,B,Minor,77,79,73,15,0,27,10
+"Phir Aur Kya Chahiye (From ""Zara Hatke Zara Bachke"")","Arijit Singh, Sachin-Jigar, Amitabha Bhattacharya",3,2023,5,15,178,6,64533040,6,71,1,0,31,100,E,Major,56,53,55,53,0,12,4
+S-Class,Stray Kids,1,2023,6,2,290,19,65496046,9,101,5,0,73,105,F,Minor,89,67,78,9,0,7,33
+Hits Different,Taylor Swift,1,2023,5,26,547,0,68616963,15,15,6,0,0,106,F,Major,67,24,78,15,0,30,4
+Chanel,"Becky G, Peso Pluma",2,2023,3,30,681,10,161460990,15,92,21,2,26,132,D,Major,85,53,68,40,0,9,4
+Self Love (Spider-Man: Across the Spider-Verse) (Metro Boomin & Coi Leray),"Metro Boomin, Coi Leray",2,2023,6,2,332,5,70106975,18,41,5,0,19,120,A,Major,78,5,30,21,0,13,5
+Area Codes,"Kaliii, Kaliii",2,2023,3,17,1197,13,113509496,44,34,25,1,171,155,C#,Major,82,51,39,2,0,9,49
+Abcdario,"Junior H, Eden MuпїЅп",2,2023,5,13,262,5,89933133,8,60,4,1,109,129,G#,Major,70,42,43,78,0,11,3
+Obsessed,"Abhijay Sharma, Riar Saab",2,2022,9,29,161,6,71007139,10,79,2,0,42,135,F,Minor,80,85,74,62,0,8,9
+PiпїЅпїЅman Deпї,"Semicenk, DoпїЅпїЅu ",2,2023,6,2,185,3,43522589,5,6,4,1,33,98,A#,Minor,73,45,62,28,0,13,13
+FLOWER,JISOO,1,2023,3,31,839,18,232896922,20,110,20,0,69,124,A,Minor,84,64,39,3,0,11,4
+"All The Way Live (Spider-Man: Across the Spider-Verse) (Metro Boomin & Future, Lil Uzi Vert)","Future, Lil Uzi Vert, Metro Boomin",3,2023,6,2,259,0,37126685,5,17,5,0,0,135,A,Minor,77,28,55,18,0,22,15
+Eyes Closed,Ed Sheeran,1,2023,3,23,2915,30,195576623,116,69,107,3,675,107,D,Major,78,39,53,30,0,11,6
+Escapism.,"RAYE, 070 Shake",2,2022,10,12,5129,25,532336353,116,84,114,18,348,96,D,Major,54,25,74,14,0,9,11
+La Jumpa,"Arcangel, Bad Bunny",2,2022,11,30,3794,34,538115192,47,77,53,10,8,123,G#,Major,71,58,70,30,0,32,19
+Karma (feat. Ice Spice),"Taylor Swift, Ice Spice",2,2023,5,26,588,0,46142772,23,21,31,0,0,90,G#,Major,62,7,62,6,0,58,6
+Superhero (Heroes & Villains) [with Future & Chris Brown],"Future, Chris Brown, Metro Boomin",3,2022,12,2,2959,16,401036314,41,69,38,0,36,117,F,Minor,72,45,59,14,0,20,21
+Las Morras,"BLESSD, Peso Pluma",2,2023,4,4,291,8,127026613,8,78,4,1,1,133,A,Minor,78,90,84,31,0,7,4
+CHORRITO PA LAS ANIMAS,Feid,1,2022,12,2,2321,36,345031710,29,65,34,5,3,96,G#,Minor,74,61,83,11,0,35,6
+Ch y la Pizza,"Fuerza Regida, Natanael Cano",2,2022,12,1,536,10,288101651,10,72,8,3,14,149,G#,Major,66,85,60,40,0,14,13
+Snow On The Beach (feat. More Lana Del Rey),"Lana Del Rey, Taylor Swift",2,2023,5,26,359,2,60350538,1,0,9,0,0,110,F#,Minor,66,32,40,81,0,11,3
+Players,Coi Leray,1,2022,11,30,4096,6,335074782,118,48,143,0,240,105,F#,Major,95,62,52,3,0,5,16
+Bite Me,ENHYPEN,1,2023,5,22,349,69,76767396,8,96,5,0,56,105,C#,Major,80,69,78,28,0,11,14
+Stand By Me (feat. Morgan Wallen),"Lil Durk, Morgan Wallen",2,2023,5,26,381,5,46065667,23,82,6,0,113,134,B,Major,76,61,58,6,0,16,3
+Normal,Feid,1,2022,7,8,2461,36,459276435,47,66,45,5,6,170,E,Minor,71,59,56,4,0,27,12
+Hummingbird (Metro Boomin & James Blake),"James Blake, Metro Boomin",2,2023,6,2,277,1,39666245,1,20,5,0,1,81,F#,Major,59,26,60,46,1,25,13
+Seu Brilho Sumiu - Ao Vivo,"Israel & Rodolffo, Mari Fernandez",2,2023,3,1,967,5,138517666,7,29,51,1,29,154,F#,Major,63,75,92,31,0,91,5
+Bad Habit,Steve Lacy,1,2022,6,29,8186,12,822633917,155,72,131,16,29,169,C#,Major,69,69,51,63,0,38,4
+CUFF IT,Beyoncпї,1,2022,7,29,7842,10,595900742,215,88,330,26,23,115,G,Major,78,64,69,4,0,7,14
+Lilith (feat. SUGA of BTS) (Diablo IV Anthem),"Halsey, Suga",2,2023,6,5,215,6,51985779,6,14,8,2,4,84,A,Minor,43,14,74,1,0,19,8
+69,"Nicky Jam, Feid",2,2023,5,18,1134,22,57945987,39,14,48,2,3,93,G#,Major,79,58,62,11,0,11,23
+NiпїЅпїЅa Bo,"Sean Paul, Feid",2,2023,4,21,1305,34,115010040,29,26,43,5,44,91,G,Major,82,47,62,10,0,10,15
+Search & Rescue,Drake,1,2023,4,7,2066,6,175097833,58,70,43,0,182,142,A#,Minor,82,54,44,6,0,33,7
+AMERICA HAS A PROBLEM (feat. Kendrick Lamar),"Kendrick Lamar, Beyoncпї",2,2023,5,19,896,0,57089066,34,2,33,0,1,126,C#,Major,78,20,70,1,0,16,4
+Lavender Haze,Taylor Swift,1,2022,10,21,3763,8,488386797,51,43,38,10,1,97,A#,Major,73,10,44,26,0,16,8
+"Link Up (Metro Boomin & Don Toliver, Wizkid feat. BEAM & Toian) - Spider-Verse Remix (Spider-Man: Across the Spider-Verse )","WizKid, Toian, Metro Boomin, Don Toliver, Beam",5,2023,6,2,197,0,32761689,3,10,3,0,0,101,F,Major,92,59,51,41,51,26,8
+Efecto,Bad Bunny,1,2022,5,6,4004,33,1047480053,34,65,43,6,2,98,G,Minor,80,23,48,14,0,6,5
+Erro Gostoso - Ao Vivo,Simone Mendes,1,2023,1,27,984,5,153454328,8,57,76,2,49,154,F#,Major,59,63,89,18,0,80,9
+Cupido,Tini,1,2023,2,14,1240,24,217672943,51,29,63,4,54,120,A,Major,91,63,58,52,0,31,22
+Just Wanna Rock,Lil Uzi Vert,1,2022,10,17,3995,13,457184829,72,27,47,0,0,150,B,Major,49,4,55,7,0,6,3
+Unstoppable,Sia,1,2016,1,21,7681,13,939844851,119,66,"1,145",2,,174,A,Major,47,27,78,11,0,10,8
+Until I Found You,Stephen Sanchez,1,2021,9,1,4427,4,726434358,69,100,154,20,438,202,A#,Major,34,25,51,69,0,18,4
+Rich Flex,"Drake, 21 Savage",2,2022,11,4,4657,18,573633020,84,84,42,0,23,153,B,Minor,56,42,52,5,0,36,24
+Easy On Me,Adele,1,2021,10,14,10195,20,1406111294,258,87,657,22,9,142,F,Major,60,13,37,58,0,13,3
+CartпїЅпїЅo B,"MC Caverinha, KayBlack",2,2023,5,11,269,4,71573339,7,2,30,1,11,108,A,Minor,84,55,47,26,0,20,64
+Danger (Spider) (Offset & JID),"Offset, JID",2,2023,6,2,214,0,24975653,3,3,6,0,0,143,B,Major,83,25,69,4,0,23,12
+Oi Balde - Ao Vivo,ZпїЅпїЅ Neto & Crist,1,2023,2,14,845,2,145458418,12,57,47,1,33,108,D,Major,67,55,67,60,0,80,5
+The Real Slim Shady,Eminem,1,2000,1,1,20763,27,1424589568,81,53,"3,271",1,17,104,F,Minor,95,78,66,3,0,4,6
+MERCHO,"Migrantes, LiL CaKe, Nico Valdi",3,2022,12,16,1267,20,231332117,41,22,56,4,84,93,F#,Minor,84,96,79,43,0,18,11
+The Color Violet,Tory Lanez,1,2021,12,10,2585,32,415932686,3,79,21,1,54,105,F#,Minor,65,46,53,16,0,9,5
+Glimpse of Us,Joji,1,2022,6,10,6330,6,988515741,109,42,158,3,31,170,G#,Major,44,27,32,89,0,14,5
+Mejor Que Yo,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,5,4,675,1,50847624,9,13,11,0,1,178,C#,Minor,62,56,66,18,0,12,5
+Curtains,Ed Sheeran,1,2023,5,5,715,0,39893489,37,3,27,0,50,176,F#,Minor,50,44,76,10,0,32,5
+UNFORGIVEN (feat. Nile Rodgers),"Nile Rodgers, LE SSERAFIM",2,2023,5,1,327,13,92035115,14,110,9,0,49,104,E,Minor,80,38,88,11,0,11,5
+Haegeum,Agust D,1,2023,4,21,244,12,118810253,6,84,10,2,9,85,G,Major,70,83,84,31,0,47,30
+ConexпїЅпїЅes de MпїЅпїЅfia (feat. Rich ,"Rich The Kid, Matuпї",2,2023,4,30,385,4,77233241,17,7,41,1,29,117,F#,Minor,77,69,58,39,0,26,5
+MIENTRAS ME CURO DEL CORA,Karol G,1,2023,2,24,1020,35,206399629,15,26,30,6,0,80,,Major,52,57,48,86,0,15,39
+Never Felt So Alone,Labrinth,1,2023,4,7,1730,3,117747907,46,5,51,0,20,98,F,Major,44,36,41,50,0,38,5
+X SI VOLVEMOS,"Karol G, Romeo Santos",2,2023,2,2,2127,33,266624541,45,80,53,8,4,178,C#,Minor,79,58,78,34,0,11,25
+ceilings,Lizzy McAlpine,1,2022,4,8,3242,9,293186992,67,55,48,0,6,148,A,Major,51,27,33,48,0,22,3
+Cupid,Fifty Fifty,1,2023,2,24,526,10,139681964,15,93,30,0,320,120,D,Major,77,94,66,65,0,38,3
+I AM,IVE,1,2023,4,10,366,15,123132751,16,102,7,0,55,122,E,Minor,68,38,88,1,0,8,5
+Cupid пїЅпїЅпїЅ Twin Ver. (FIFTY FIFTY) пїЅпїЅпїЅ Spe,sped up 8282,1,1997,1,1,472,2,103762518,0,0,6,0,0,144,F,Major,74,75,73,42,0,9,4
+Shorty Party,"Cartel De Santa, La Kelly",2,2023,3,4,432,12,162887075,8,14,12,2,33,96,D,Major,93,47,47,33,0,10,36
+Super,SEVENTEEN,1,2023,4,24,271,12,91221625,16,103,9,0,55,137,G#,Major,77,35,88,16,0,17,9
+Slut Me Out,NLE Choppa,1,2022,4,22,816,4,190490915,21,4,13,0,4,121,F#,Minor,94,71,61,12,0,53,42
+Double Fantasy (with Future),"The Weeknd, Future",2,2023,4,21,1169,0,96180277,36,65,28,0,0,119,A,Minor,60,10,57,1,0,50,3
+All Of The Girls You Loved Before,Taylor Swift,1,2019,8,23,1282,6,185240616,26,6,19,0,5,96,D,Major,72,40,47,71,0,13,4
+PROVENZA,Karol G,1,2022,4,21,6587,34,885093467,114,104,147,11,20,111,C#,Major,87,53,52,66,1,11,5
+Princess Diana (with Nicki Minaj),"Nicki Minaj, Ice Spice",2,2023,4,14,1444,4,104992946,0,0,0,0,0,148,A,Major,90,74,68,14,0,10,19
+Di Que Si,"Grupo Marca Registrada, Grupo Frontera",2,2023,2,3,356,10,147290338,4,64,4,2,37,182,A,Major,57,80,59,8,0,6,5
+Shivers,Ed Sheeran,1,2021,9,9,10147,30,1302184087,234,71,543,18,,141,D,Major,79,82,86,28,0,4,9
+Igualito a Mi Apпї,"Fuerza Regida, Peso Pluma",2,2022,12,30,265,6,158950978,8,84,5,1,4,145,E,Minor,76,80,81,19,0,6,9
+Shoong! (feat. LISA of BLACKPINK),"TAEYANG, Lisa",2,2023,4,25,351,9,76910644,16,90,10,0,64,110,B,Minor,76,26,70,1,0,41,6
+Komang,Raim Laode,1,2022,8,16,158,4,137123880,5,6,1,1,18,134,G,Major,70,35,41,41,0,10,3
+DESPECHпї,ROSALпїЅ,1,2022,7,28,7613,33,782369383,180,90,422,15,55,130,G,Major,92,78,62,18,0,6,10
+Made You Look,Meghan Trainor,1,2022,10,21,3956,6,502574952,142,23,127,3,16,145,A#,Major,84,88,53,35,0,8,7
+Watch This - ARIZONATEARS Pluggnb Remix,"sped up nightcore, ARIZONATEARS, Lil Uzi Vert",3,2023,2,5,1638,10,207033255,0,0,21,0,0,130,B,Minor,69,36,90,1,10,15,4
+No Se Va,Grupo Frontera,1,2022,4,28,924,18,404887295,17,80,22,9,38,173,,Major,59,69,53,12,0,23,3
+Punto G,Quevedo,1,2022,11,4,1985,35,381161027,34,26,37,5,1,92,B,Minor,75,55,76,25,0,10,15
+Lovers Rock,TV Girl,1,2014,6,5,6339,13,466231982,3,1,36,1,37,105,F,Minor,56,57,87,0,1,10,4
+METAMORPHOSIS,INTERWORLD,1,2021,11,25,1561,24,357580552,18,78,24,0,30,175,G,Minor,59,15,64,43,90,12,10
+Mami Chula,"Quevedo, Jhayco",2,2023,4,27,875,4,61105704,17,13,27,0,43,120,G,Minor,80,33,70,22,0,9,4
+En Paris,"El Chachito, Junior H",2,2022,12,24,406,5,198275403,3,31,2,1,0,139,D#,Minor,70,77,48,37,0,12,5
+Set Me Free Pt.2,Jimin,1,2023,3,17,340,13,168448603,4,71,16,1,9,132,,Minor,59,56,82,12,0,12,6
+I Was Never There,"The Weeknd, Gesaffelstein",2,2018,3,29,4188,15,705469769,30,70,142,0,27,114,A#,Major,32,17,74,14,0,17,3
+Don't ever say love me (feat. RM of BTS),"RM, Colde",2,2023,5,4,105,0,34502215,5,9,5,0,0,145,B,Minor,54,19,48,36,0,37,5
+Shut Down,BLACKPINK,1,2022,9,16,1524,17,482175240,53,120,62,0,2,110,,Major,82,67,69,0,0,18,4
+Gato de Noche,"Nengo Flow, Bad Bunny",2,2022,12,22,2651,30,304118600,21,55,32,3,0,94,G#,Major,89,61,66,17,0,36,16
+Call Out My Name,The Weeknd,1,2018,3,29,11087,6,1449799467,151,107,801,1,105,134,C#,Major,45,17,60,21,0,33,4
+Like Crazy (English Version),Jimin,1,2023,3,24,373,19,173627354,4,72,5,0,5,120,G,Major,62,32,76,0,0,39,4
+Rosa Pastel,"Jasiel NuпїЅпїЅez, Peso P",2,2023,2,2,200,4,90025258,8,77,2,1,1,123,G,Minor,70,86,68,24,0,11,4
+Sunroof,"Nicky Youre, Dazy",2,2021,12,3,3741,17,652704649,156,35,110,19,0,131,A#,Major,77,84,71,35,0,15,4
+Lose Yourself - Soundtrack Version,Eminem,1,2002,1,1,32502,21,1829992958,247,54,"5,567",1,51,171,D,Major,70,6,73,1,0,36,26
+Superman,"Eminem, Dina Rae",2,2002,5,26,7615,14,655466831,18,51,"1,005",0,0,130,E,Minor,80,64,76,2,0,20,6
+Mas Rica Que Ayer,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,3,2,1208,34,146409671,10,41,20,0,1,94,B,Major,82,53,67,34,0,9,8
+People Pt.2 (feat. IU),"IU, Agust D",2,2023,4,7,209,4,95816024,4,45,11,2,24,89,G,Minor,73,44,57,39,0,32,6
+REMIX EXCLUSIVO,Feid,1,2023,3,17,1235,9,117206995,20,8,15,0,6,87,F,Minor,65,71,56,4,0,15,20
+"ArcпїЅпїЅngel: Bzrp Music Sessions, Vol","Arcangel, Bizarrap",2,2023,3,22,654,3,100409613,11,3,18,1,1,124,B,Minor,72,79,78,55,0,15,30
+DOGTOOTH,"Tyler, The Creator",2,2023,3,27,1479,0,80758350,23,0,18,0,33,78,G#,Major,71,80,65,51,0,22,32
+10:35,"TiпїЅпїЅsto, Tate M",2,2022,11,1,4942,26,325592432,190,104,147,18,63,120,G#,Major,70,70,79,7,0,18,10
+SORRY NOT SORRY,"Tyler, The Creator",2,2023,3,31,709,0,58473276,8,1,13,0,0,96,F#,Minor,48,50,80,40,0,37,20
+HAPPY,NF,1,2023,3,25,660,0,52722996,22,7,11,0,78,106,G,Major,73,22,86,31,0,12,4
+La Bebe,Yng Lvcas,1,2021,12,24,489,17,191945597,4,11,5,1,2,170,D,Minor,78,75,46,62,0,12,35
+I Know - PR1SVX Edit,"Kanii, PR1ISVX",2,2023,3,24,407,0,77377503,16,15,5,0,1,134,B,Minor,67,11,76,8,47,30,7
+Late Night Talking,Harry Styles,1,2022,5,20,7461,8,743693613,166,42,199,16,58,115,A#,Major,71,90,73,30,0,11,5
+LeпїЅ,MarпїЅпїЅlia Mendo,1,2022,12,9,993,4,267789608,30,84,88,1,28,130,F#,Major,74,79,87,45,0,30,3
+Save Your Tears (with Ariana Grande) (Remix),"Ariana Grande, The Weeknd",2,2020,3,20,9161,5,1221813483,240,98,468,3,10,118,,Major,65,63,79,3,0,10,3
+Something in the Orange,Zach Bryan,1,2022,4,22,3282,12,449701773,67,84,46,16,117,110,G,Major,59,22,38,42,0,12,3
+VOID,Melanie Martinez,1,2023,3,29,596,0,67070410,29,9,12,0,52,100,A,Major,72,42,66,18,4,19,4
+Dijeron Que No La Iba Lograr,"Fuerza Regida, Chino Pacas",2,2023,3,14,320,6,116334601,5,48,2,1,9,142,G,Minor,70,76,79,26,0,11,7
+Midnight Rain,Taylor Swift,1,2022,10,21,2612,4,433356509,19,29,21,0,0,140,,Major,64,18,37,72,0,12,7
+If We Ever Broke Up,Mae Stephens,1,2023,2,10,2040,4,165584767,81,27,66,9,444,116,G,Major,90,96,73,62,0,9,4
+You Proof,Morgan Wallen,1,2022,5,13,2128,9,367814306,37,88,9,0,14,120,A,Major,73,64,85,25,0,61,3
+LA INOCENTE,"Feid, Mora",2,2022,4,1,2598,37,477033549,28,57,43,8,85,92,F,Minor,76,46,79,31,0,7,6
+Malas Decisiones,Kenia OS,1,2022,10,26,542,2,156214700,23,2,21,0,0,110,G#,Minor,81,64,79,5,0,31,3
+Murder In My Mind,Kordhell,1,2022,1,21,2459,20,448843705,20,68,50,0,22,120,A#,Major,71,57,97,1,0,13,11
+Gangsta's Paradise,"Coolio, L.V.",2,1995,7,11,10624,17,1357608774,21,0,386,0,,80,G#,Major,63,40,61,9,0,56,6
+CAIRO,"Karol G, Ovy On The Drums",2,2022,11,13,2418,26,294352144,52,66,55,1,16,115,F,Minor,95,43,69,47,0,9,31
+I Love You So,The Walters,1,2014,11,28,7536,7,972164968,44,19,135,0,6,76,A#,Major,58,46,67,65,0,13,4
+Dark Red,Steve Lacy,1,2017,2,20,10431,7,920045682,71,53,181,0,10,172,F#,Major,60,77,78,45,0,12,6
+Say You Won't Let Go,James Arthur,1,2016,9,9,15722,16,2420461338,231,37,"1,509",0,13,99,A#,Major,40,45,56,69,0,9,5
+The Hills,The Weeknd,1,2015,5,27,25744,4,1947371785,122,94,"1,992",0,18,136,,Minor,36,12,57,9,0,14,8
+Heart To Heart,Mac DeMarco,1,2019,5,10,1640,0,244658767,27,27,29,1,1,150,G#,Minor,90,64,14,67,35,11,10
+Peaches (from The Super Mario Bros. Movie),Jack Black,1,2023,4,7,34,0,68216992,0,0,0,0,0,92,A#,Minor,71,41,31,79,0,10,5
+Marisola - Remix,"Duki, NICKI NICOLE, Cris Mj, Standly, Stars Music Chile",5,2022,12,15,1845,16,223582566,20,8,30,2,0,95,C#,Major,77,72,87,17,0,7,5
+LOKERA,"Brray, Rauw Alejandro, Lyanno",3,2022,7,25,3301,30,471819764,72,64,64,6,3,102,B,Minor,83,58,83,21,0,10,5
+Low,SZA,1,2022,12,9,1911,0,272377463,23,71,14,0,9,145,,Minor,70,34,55,43,0,16,6
+Numb,Linkin Park,1,2003,3,24,20111,5,1361425037,39,0,"7,341",0,0,110,A,Major,50,24,86,0,0,64,4
+Tormenta (feat. Bad Bunny),"Gorillaz, Bad Bunny",2,2023,2,24,1529,0,149778242,32,18,39,2,0,95,,Major,64,30,77,46,0,38,6
+on the street (with J. Cole),"j-hope, J. Cole",2,2023,3,3,615,2,116599790,22,82,8,0,9,94,B,Minor,68,81,82,53,0,9,13
+One Thing At A Time,Morgan Wallen,1,2022,12,2,811,4,148469433,11,58,5,0,21,142,G,Major,61,92,91,0,0,26,3
+Miss You,"Robin Schulz, Oliver Tree",2,2022,8,5,5730,10,497225336,108,16,197,3,165,145,F#,Minor,59,20,74,1,0,15,5
+AinпїЅпїЅпїЅt Tha,Morgan Wallen,1,2023,3,3,356,4,88791109,4,20,0,0,0,121,F#,Minor,64,67,80,0,0,36,3
+ThinkinпїЅпїЅпїЅ B,Morgan Wallen,1,2023,3,3,604,6,125917280,22,101,0,0,66,140,D#,Minor,66,43,76,49,0,12,3
+Private Landing (feat. Justin Bieber & Future),"Don Toliver, Future, Justin Bieber",3,2023,2,23,1190,0,105062254,29,3,18,0,19,137,C#,Minor,84,44,67,8,0,11,6
+Everything I Love,Morgan Wallen,1,2023,1,31,579,0,95623148,11,54,0,0,103,104,G#,Major,56,72,85,0,0,15,3
+Heaven,Niall Horan,1,2023,2,17,1553,2,144584800,61,6,48,0,150,92,F,Major,57,68,76,7,0,33,3
+LET GO,Central Cee,1,2022,12,15,2301,20,298063749,49,23,110,0,8,146,D,Minor,74,51,45,86,0,21,38
+Sial,Mahalini,1,2023,1,23,134,4,166570053,4,6,0,0,23,120,D,Major,56,20,43,89,0,12,4
+I Wrote The Book,Morgan Wallen,1,2023,1,31,430,0,83021468,15,17,0,0,0,144,D,Major,68,83,81,9,0,8,4
+"Apna Bana Le (From ""Bhediya"")","Arijit Singh, Sachin-Jigar",2,2022,11,5,86,0,139836056,11,101,0,0,48,94,A,Major,59,44,56,80,0,6,3
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,629,14,303216294,32,3,9,0,0,94,G#,Major,73,65,79,5,2,11,6
+PLAYA DEL INGLпїЅ,"Myke Towers, Quevedo",2,2022,12,15,1701,15,221409663,30,15,34,2,47,113,G,Minor,79,66,74,8,0,11,5
+Man Made A Bar (feat. Eric Church),"Morgan Wallen, Eric Church",2,2023,3,3,329,0,58890931,14,35,1,0,0,148,E,Major,50,49,76,12,0,12,3
+Red Ruby Da Sleeze,Nicki Minaj,1,2023,3,3,1168,0,81419389,45,11,20,0,21,98,C#,Major,70,29,73,12,0,11,26
+Kahani Suno 2.0,Kaifi Khalil,1,2022,5,31,162,6,156777415,1,10,1,0,1,140,B,Major,58,26,38,91,0,10,4
+Nobody Gets Me,SZA,1,2022,12,9,2536,6,284908316,59,100,58,13,2,100,G,Major,36,28,28,81,0,18,3
+PERO Tпї,"Karol G, Quevedo",2,2023,2,23,387,11,93438910,11,15,14,3,1,140,F#,Major,86,68,79,39,0,11,29
+Hype Boy,NewJeans,1,2022,8,1,892,17,363472647,20,119,12,2,7,100,E,Minor,59,78,94,27,0,29,23
+Bloody Mary,Lady Gaga,1,2011,1,1,3909,0,372476382,66,26,277,3,734,100,A,Minor,59,49,65,2,0,13,3
+MonotonпїЅ,"Ozuna, Shakira",2,2022,10,19,3645,15,380726517,118,34,150,4,19,132,,Minor,87,82,70,42,0,21,5
+эээ98 Braves,Morgan Wallen,1,2023,3,3,282,0,56533272,6,15,0,0,0,142,D,Major,49,48,67,10,0,26,3
+WANDA,Quevedo,1,2023,1,20,888,22,175399345,11,24,7,1,7,176,E,Minor,72,96,63,25,0,21,7
+Thought You Should Know,Morgan Wallen,1,2022,5,6,968,4,203221468,16,53,1,0,61,140,F#,Major,53,51,70,49,0,14,3
+In The End,Linkin Park,1,2000,10,24,25065,6,1624165576,63,0,"6,808",2,0,105,D#,Minor,55,40,90,1,0,32,6
+Zona De Perigo,Leo Santana,1,2022,12,8,531,4,134294498,20,1,71,2,0,135,F,Major,81,97,77,75,0,35,3
+Lovezinho,Treyce,1,2022,7,28,242,0,70069745,12,2,13,0,4,128,E,Minor,82,61,59,30,0,12,4
+I Like You (A Happier Song) (with Doja Cat),"Post Malone, Doja Cat",2,2022,6,3,5281,14,609293408,94,21,80,15,38,101,F,Major,74,43,69,12,0,12,7
+Neverita,Bad Bunny,1,2022,5,6,2590,30,671365962,20,64,35,6,0,122,A#,Major,88,43,50,7,0,14,5
+Vista Al Mar,Quevedo,1,2022,9,8,1769,34,362361576,16,19,21,3,4,105,,Minor,76,49,56,80,12,10,13
+Sem AlianпїЅпїЅa no ,"MC Xenon, Os Gemeos da Putaria",2,2022,12,23,454,4,93587665,6,1,21,0,1,83,C#,Major,53,40,36,73,0,11,33
+Enemy (with JID) - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, JID, Arcane",4,2021,9,3,6180,7,1223481149,122,88,580,21,10,77,B,Minor,72,59,76,24,0,42,28
+Revenge,XXXTENTACION,1,2017,8,25,3600,11,1022258230,7,0,203,0,2,140,B,Minor,75,18,25,78,0,11,26
+Bombonzinho - Ao Vivo,"Israel & Rodolffo, Ana Castela",2,2022,11,3,1254,6,263453310,26,69,73,2,6,158,C#,Major,65,72,95,31,0,92,5
+LA CANCIпїЅ,"J Balvin, Bad Bunny",2,2019,6,28,6398,31,1435127549,177,109,305,3,5,176,G,Major,75,43,65,15,0,11,32
+QuпїЅпїЅ Ago,"Yuridia, Angela Aguilar",2,2022,10,20,660,15,236857112,19,59,18,5,52,98,B,Major,73,88,57,56,0,5,2
+Love Again,The Kid Laroi,1,2023,1,27,1283,0,147538971,57,4,48,0,0,107,B,Minor,66,47,40,72,0,11,3
+After Hours,The Weeknd,1,2020,2,19,8084,6,698086140,45,115,218,1,221,109,F,Minor,66,16,57,10,1,12,3
+About Damn Time,Lizzo,1,2022,7,15,2332,2,723894473,0,0,25,0,0,109,A#,Minor,84,72,74,10,0,34,7
+Born With A Beer In My Hand,Morgan Wallen,1,2023,3,3,203,0,34450974,5,9,0,0,0,148,,Major,53,61,81,5,0,36,4
+эээээээээээээээээээээ,Fujii Kaze,1,2020,5,20,685,14,403097450,24,94,9,0,23,158,F#,Minor,60,52,76,17,0,19,5
+Besos Moja2,"Wisin & Yandel, ROSALпїЅ",2,2022,9,29,2460,13,309483971,53,7,56,3,1,94,F,Minor,74,64,73,6,0,10,6
+Maan Meri Jaan,King,1,2022,10,12,288,6,319566866,11,80,1,0,8,96,F#,Minor,70,40,51,35,0,10,4
+Moscow Mule,Bad Bunny,1,2022,5,6,4572,33,909001996,74,113,85,9,2,100,F,Minor,80,29,67,29,0,12,3
+My Universe,"Coldplay, BTS",2,2021,9,24,6127,13,1061966512,0,0,0,0,0,105,A,Major,58,42,68,1,0,14,4
+Devil DonпїЅпїЅпїЅ,Morgan Wallen,1,2023,3,3,166,0,32526947,2,10,0,0,0,125,,Major,53,32,66,38,0,9,3
+LLYLM,ROSALпїЅ,1,2023,1,27,1838,0,124988687,105,41,114,1,59,170,F#,Minor,56,56,63,13,0,19,27
+I'm Not Here To Make Friends,"Sam Smith, Calvin Harris, Jessie Reyez",3,2023,1,27,1890,0,103787664,86,1,49,0,9,115,,Major,70,84,90,17,0,41,6
+TRUSTFALL,P!nk,1,2023,1,27,2098,16,134255790,88,24,101,7,451,122,G#,Major,64,25,89,0,0,15,9
+ANTIFRAGILE,LE SSERAFIM,1,2022,10,17,761,12,301051721,23,95,11,0,3,105,A#,Minor,88,82,80,8,0,11,8
+Boy's a liar,PinkPantheress,1,2022,11,30,1225,0,156338624,27,0,28,13,0,133,F,Major,66,74,84,25,0,21,4
+VIBE (feat. Jimin of BTS),"TAEYANG, Jimin",2,2023,1,13,415,2,152850295,15,40,21,1,15,100,,Major,79,60,68,7,0,26,4
+Shirt,SZA,1,2022,10,28,3469,0,309653982,71,95,31,0,2,120,D#,Minor,82,55,45,15,3,9,10
+Lift Me Up - From Black Panther: Wakanda Forever - Music From and Inspired By,Rihanna,1,2022,10,28,3311,0,297328960,129,31,212,1,41,177,A,Major,25,17,30,90,0,13,3
+STAR WALKIN' (League of Legends Worlds Anthem),Lil Nas X,1,2022,9,22,2616,0,332506354,113,17,208,0,192,142,D,Minor,64,31,72,15,0,9,5
+"Sex, Drugs, Etc.",Beach Weather,1,2016,11,4,3006,16,480507035,47,60,87,12,124,144,E,Minor,57,47,84,1,1,52,4
+Boy With Luv (feat. Halsey),"Halsey, BTS",2,2019,4,12,4260,0,1065580332,113,92,259,0,1,120,B,Minor,65,80,86,9,0,19,10
+"Hey, Mickey!",Baby Tate,1,2016,9,27,482,0,122763672,9,1,12,4,3,135,D,Major,92,73,51,55,0,15,6
+Calm Down,RпїЅп,1,2022,2,9,4013,10,445763624,107,44,750,22,,107,B,Major,81,82,78,38,0,12,4
+Jhoome Jo Pathaan,"Arijit Singh, Vishal Dadlani, Sukriti Kakar, Vishal-Shekhar, Shekhar Ravjiani, Kumaar",6,2022,12,22,138,4,1365184,13,78,2,0,0,105,G,Major,82,62,74,10,0,33,7
+Escapism. - Sped Up,"RAYE, 070 Shake",2,2022,11,25,1368,0,184308753,12,1,11,0,8,108,F#,Minor,44,38,77,9,0,9,20
+Space Song,Beach House,1,2015,1,1,17852,4,789753877,69,76,335,0,,147,,Minor,51,62,79,22,13,14,3
+Dreamers [Music from the FIFA World Cup Qatar 2022 Official Soundtrack],"BTS, Jung Kook, FIFA Sound",3,2022,11,20,889,20,323358833,11,78,35,0,21,115,,Major,71,34,88,16,0,44,4
+Te Felicito,"Shakira, Rauw Alejandro",2,2022,4,21,4796,9,606361689,124,66,212,13,1,174,F,Major,70,57,64,23,0,8,32
+MuпїЅпїЅ,"Steve Aoki, Tini, La Joaqui",3,2023,1,12,658,6,120972253,33,7,53,2,0,90,A#,Minor,68,83,71,3,0,31,8
+TV,Billie Eilish,1,2022,7,21,3009,2,338564981,68,89,65,0,25,141,E,Minor,41,9,25,84,1,14,4
+I'm Not The Only One,Sam Smith,1,2014,1,1,17492,3,1606986953,136,24,"1,959",0,30,82,F,Major,68,50,49,56,0,8,4
+Heather,Conan Gray,1,2020,3,20,6170,7,1301799902,82,1,231,0,2,92,F,Major,47,25,43,62,0,32,3
+"Besharam Rang (From ""Pathaan"")","Vishal-Shekhar, Shilpa Rao, Caralisa Monteiro, Kumaar, Vishal Dadlani, Shekhar Ravjiani",6,2022,12,12,130,4,140187018,21,79,2,0,0,116,G#,Minor,77,65,80,6,0,15,4
+One Kiss (with Dua Lipa),"Calvin Harris, Dua Lipa",2,2017,6,2,27705,10,1897517891,537,122,"2,726",6,,124,A,Minor,79,59,86,4,0,8,11
+Sugar Rush Ride,TOMORROW X TOGETHER,1,2023,1,27,359,0,107642809,12,56,13,0,13,125,A#,Minor,71,83,89,1,0,17,9
+Pink Venom,BLACKPINK,1,2022,8,19,1963,16,551305895,57,119,77,1,13,90,,Major,80,71,69,2,0,27,10
+WAIT FOR U (feat. Drake & Tems),"Drake, Future, Tems",3,2022,4,27,5491,14,556585270,128,84,75,0,35,83,C#,Major,46,34,64,31,0,7,34
+Don't Start Now,Dua Lipa,1,2019,10,31,27119,0,2303033973,532,77,"1,535",3,8,124,B,Minor,79,68,79,1,0,10,8
+After Dark,Mr.Kitty,1,2014,8,8,1776,14,646886885,1,9,3,0,0,140,G#,Major,58,4,60,7,41,8,3
+Eu Gosto Assim - Ao Vivo,"Gustavo Mioto, Mari Fernandez",2,2022,9,16,1473,4,222612678,27,64,66,1,4,154,,Major,64,61,91,15,0,72,4
+INDUSTRY BABY (feat. Jack Harlow),"Jack Harlow, Lil Nas X",2,2021,7,23,13315,0,1814349763,300,47,690,0,,150,D#,Minor,74,89,70,2,0,5,6
+MIDDLE OF THE NIGHT,Elley Duhпї,1,2020,1,10,4057,8,872137015,78,21,240,1,52,186,E,Minor,41,9,61,2,0,12,5
+Atlantis,Seafret,1,2015,4,22,3045,6,571386359,43,53,134,1,32,166,G#,Minor,40,23,48,5,0,12,3
+PUNTO 40,"Baby Rasta, Rauw Alejandro",2,2022,9,22,3006,12,304079786,54,32,66,2,0,107,,Major,87,20,83,0,4,31,9
+Evoque Prata,"DJ Escobar, MC MENOR SG, MC MENOR HR",3,2022,9,9,852,0,174006928,14,1,50,0,0,87,G,Major,87,52,52,31,0,28,24
+How Do I Say Goodbye,Dean Lewis,1,2022,8,5,2163,15,284785823,72,97,58,0,154,82,G#,Major,40,39,64,21,0,7,7
+Blind,SZA,1,2022,12,9,1484,0,163284000,22,51,12,0,0,114,A,Minor,46,60,28,91,0,21,4
+Die For You,Joji,1,2022,11,4,1703,0,246390068,38,45,36,16,0,148,G#,Major,47,15,52,38,13,29,5
+Doja,Central Cee,1,2022,7,20,4169,44,482257456,57,44,183,1,11,140,F#,Major,91,97,57,38,0,40,29
+Gatita,Bellakath,1,2022,10,3,1054,0,168684524,9,0,15,0,1,101,G,Major,90,76,81,15,24,33,6
+Rumble,"Skrillex, Flowdan, Fred again..",3,2022,1,17,2849,0,78489819,39,45,27,0,1,140,C#,Minor,81,6,84,5,23,6,6
+Niagara Falls (Foot or 2) [with Travis Scott & 21 Savage],"Travis Scott, 21 Savage, Metro Boomin",3,2022,12,2,1602,0,195516622,12,22,12,0,2,88,G,Minor,49,24,66,19,0,18,29
+Yonaguni,Bad Bunny,1,2021,6,4,9644,28,1260594497,120,86,164,4,0,180,C#,Major,64,44,65,28,0,14,12
+Super Freaky Girl,Nicki Minaj,1,2022,8,12,4827,0,428685680,104,17,76,9,2,133,D,Major,95,91,89,6,0,31,24
+Running Up That Hill (A Deal With God),Kate Bush,1,1985,9,16,21811,0,1024858327,117,1,676,3,0,108,A#,Minor,63,20,55,72,0,6,6
+Dream On,Aerosmith,1,1973,1,5,168,0,838586769,0,0,5,0,0,80,F,Minor,39,24,43,39,0,23,3
+Limbo,Freddie Dredd,1,2022,8,11,688,0,199386237,14,1,17,0,2,75,B,Minor,80,46,62,3,6,11,46
+Where Are You Now,"Lost Frequencies, Calum Scott",2,2021,7,30,10565,44,972509632,238,122,557,17,58,121,F#,Minor,67,26,64,52,0,17,10
+WORTH NOTHING,"Twisted, Oliver Tree",2,2022,9,28,1612,0,213438580,34,54,34,0,2,140,D,Minor,58,17,62,18,0,20,8
+Bad Habits,Ed Sheeran,1,2020,9,3,12755,8,1555511105,344,97,945,15,,126,B,Minor,81,59,90,5,0,36,3
+KICK BACK,Kenshi Yonezu,1,2022,10,12,574,4,210038833,38,101,26,0,0,102,C#,Major,58,29,94,0,0,9,11
+Evergreen (You DidnпїЅпїЅпїЅt Deserve Me A,Omar Apollo,1,2022,4,8,2499,0,227918678,70,0,49,0,0,82,A,Major,70,31,34,60,1,11,4
+Good Days,SZA,1,2020,12,24,10426,2,826623384,133,109,182,1,10,121,C#,Minor,46,53,78,23,0,72,6
+Levitating (feat. DaBaby),"Dua Lipa, DaBaby",2,2020,3,27,15894,8,1802514301,198,13,544,0,60,103,F#,Minor,70,92,83,1,0,7,6
+Woman,Doja Cat,1,2021,6,25,9424,0,1329090101,202,50,463,4,,108,F,Minor,82,88,76,9,0,12,9
+Shut up My Moms Calling - (Sped Up),Hotel Ugly,1,2022,9,14,713,7,181831132,2,4,6,0,0,85,F,Minor,65,36,47,31,0,12,10
+Ferrari,"James Hype, Miggy Dela Rosa",2,2022,3,14,7758,28,462791599,173,79,175,0,168,125,C#,Minor,84,70,69,1,0,5,5
+"You're On Your Own, Kid",Taylor Swift,1,2022,10,21,2537,2,348647203,8,18,20,0,1,120,D,Major,69,40,39,41,0,13,6
+"Kesariya (From ""Brahmastra"")","Pritam, Arijit Singh, Amitabh Bhattacharya",3,2022,7,17,292,6,366599607,26,98,4,0,0,94,,Major,58,44,57,57,0,10,3
+Agudo MпїЅпїЅgi,"Styrx, utku INC, Thezth",3,1930,1,1,323,0,90598517,4,0,14,0,0,130,F#,Minor,65,49,80,22,4,7,5
+Payphone,"Maroon 5, Wiz Khalifa",2,2012,1,1,14143,4,1479264469,56,38,"1,891",1,,110,E,Major,74,51,74,2,0,29,4
+All I Want for Christmas Is You,Mariah Carey,1,1994,10,28,25653,0,1449779435,387,132,"2,094",0,,150,G,Major,34,33,63,16,0,7,4
+Last Christmas,Wham!,1,1984,1,1,22153,0,1159176109,274,111,"1,302",0,,107,B,Minor,74,88,65,28,0,46,3
+Rockin' Around The Christmas Tree,Brenda Lee,1,1958,1,1,14994,0,769213520,191,168,206,0,,140,G#,Major,70,85,41,71,0,45,5
+Jingle Bell Rock,Bobby Helms,1,1957,1,1,10326,0,741301563,165,99,104,0,,119,D,Major,74,78,37,84,0,6,3
+It's Beginning To Look A Lot Like Christmas,Michael Bublпї,1,2011,10,14,12353,0,807561936,35,0,549,0,0,93,E,Major,35,38,23,91,0,29,3
+Santa Tell Me,Ariana Grande,1,2013,12,13,9408,0,834129063,231,106,439,0,,133,G,Major,46,53,63,5,0,30,18
+It's the Most Wonderful Time of the Year,Andy Williams,1,1963,10,14,8879,0,663832097,182,107,160,0,1,202,G,Major,24,76,60,77,0,12,4
+Let It Snow! Let It Snow! Let It Snow!,Dean Martin,1,1959,11,16,6512,0,446390129,88,1,277,0,0,134,C#,Major,45,72,24,91,0,18,4
+Snowman,Sia,1,2017,1,1,5140,0,690104769,85,110,500,0,,105,C#,Major,72,33,51,48,0,9,3
+Underneath the Tree,Kelly Clarkson,1,2013,10,25,6596,0,485285717,144,99,251,0,0,160,G#,Major,51,69,81,0,0,21,5
+Feliz Navidad,JosпїЅпїЅ Felic,1,1970,11,1,3788,0,520034544,21,3,10,0,0,148,D,Major,50,96,82,47,0,34,4
+Holly Jolly Christmas,Michael Bublпї,1,2011,10,14,7655,0,476244795,5,0,291,0,0,151,G,Major,65,70,47,87,0,9,4
+Mistletoe,Justin Bieber,1,2011,1,1,9577,0,629173063,195,111,310,0,0,162,F#,Minor,67,88,54,51,0,9,4
+Sleigh Ride,The Ronettes,1,1963,11,22,10114,0,404664135,114,74,262,0,0,92,D,Major,53,84,77,40,0,32,3
+Seek & Destroy,SZA,1,2022,12,9,1007,0,98709329,5,31,1,0,0,152,C#,Major,65,35,65,44,18,21,7
+Love Language,SZA,1,2022,12,9,1127,0,110849052,16,63,8,0,0,65,A,Minor,71,55,26,85,0,13,8
+Happy Xmas (War Is Over),"John Lennon, The Harlem Community Choir, The Plastic Ono Band, Yoko Ono",4,1971,12,1,10829,0,460492795,130,1,390,0,0,147,D,Major,33,39,61,32,0,77,3
+Used (feat. Don Toliver),"SZA, Don Toliver",2,2022,12,8,1042,0,94005786,7,29,3,0,0,150,A#,Minor,73,71,69,53,0,32,9
+A Holly Jolly Christmas - Single Version,Burl Ives,1,1952,1,1,7930,0,395591396,108,120,73,0,0,140,,Major,67,81,36,64,0,15,3
+The Christmas Song (Merry Christmas To You) - Remastered 1999,Nat King Cole,1,1946,11,1,11500,0,389771964,140,72,251,0,0,139,C#,Major,36,22,15,84,0,11,4
+Wonderful Christmastime - Edited Version / Remastered 2011,Paul McCartney,1,1979,11,16,1685,0,403939487,1,0,29,0,0,95,B,Major,75,74,58,36,0,9,3
+Do They Know It's Christmas? - 1984 Version,Band Aid,1,1984,11,25,14169,0,481697415,209,30,449,0,0,115,,Major,60,23,57,0,2,27,3
+Ghost in the Machine (feat. Phoebe Bridgers),"SZA, Phoebe Bridgers",2,2022,12,9,1634,0,110073250,16,20,4,0,0,125,F#,Major,62,59,43,84,3,11,5
+Special,SZA,1,2022,12,9,906,0,88092256,6,21,3,0,0,76,,Major,60,19,20,78,0,11,5
+Merry Christmas Everyone,Shakin' Stevens,1,1984,1,1,1087,0,351636786,90,35,5,0,0,101,C#,Minor,72,91,87,14,0,13,3
+Let It Snow! Let It Snow! Let It Snow!,"Frank Sinatra, B. Swanson Quartet",2,1950,1,1,10585,0,473248298,126,108,406,0,0,143,D,Major,60,86,32,88,0,34,6
+SOS,SZA,1,2022,12,9,827,0,73981293,6,18,1,0,0,119,G,Minor,51,51,66,67,0,9,23
+Open Arms (feat. Travis Scott),"SZA, Travis Scott",2,2022,12,8,1420,4,155653938,13,87,17,0,46,78,A,Major,67,22,59,76,1,15,16
+White Christmas,"Bing Crosby, John Scott Trotter & His Orchestra, Ken Darby Singers",3,1942,1,1,11940,0,395591396,73,79,123,0,0,96,A,Major,23,19,25,91,0,40,3
+Driving Home for Christmas - 2019 Remaster,Chris Rea,1,1986,1,1,888,0,429504768,50,0,6,0,0,180,A,Major,51,87,58,36,0,18,4
+Christmas (Baby Please Come Home),Darlene Love,1,1963,11,22,9122,0,242767149,121,58,212,0,0,126,D#,Major,34,35,76,39,0,8,5
+Gone Girl,SZA,1,2022,12,9,892,0,65362788,3,17,2,0,0,150,F,Major,43,42,44,57,0,15,6
+F2F,SZA,1,2022,12,9,989,0,67540165,5,9,1,0,0,90,D,Major,53,47,74,9,0,34,4
+Notice Me,SZA,1,2022,12,9,819,0,62019074,14,22,0,0,0,160,F,Major,72,78,68,28,0,11,12
+Merry Christmas,"Ed Sheeran, Elton John",2,2017,11,10,2209,0,135723538,72,90,141,0,0,114,,Major,59,60,94,24,0,10,4
+It's Beginning to Look a Lot Like Christmas (with Mitchell Ayres & His Orchestra),"Perry Como, The Fontane Sisters, Mitchell Ayres & His Orchestra",3,1958,1,1,6290,0,295998468,89,39,158,0,0,113,G,Major,73,72,32,77,0,15,5
+My Only Wish (This Year),Britney Spears,1,2000,11,7,6952,0,261116938,115,53,286,0,0,147,,Major,67,69,72,17,0,19,3
+Antidepresan,"Mabel Matiz, Mert Demir",2,2022,11,4,313,2,136689549,10,6,7,1,9,100,B,Minor,70,92,59,3,0,10,3
+Wild Flower (with youjeen),RM,1,2022,12,2,353,2,135611421,2,74,14,0,2,155,G#,Major,49,42,77,3,0,12,9
+I Hate U,SZA,1,2021,12,3,4094,0,356709897,66,96,43,0,0,107,G,Minor,54,41,39,51,0,11,16
+Raindrops (Insane) [with Travis Scott],"Travis Scott, Metro Boomin",2,2022,12,2,880,0,110649992,3,7,10,0,0,112,G#,Major,80,15,54,9,0,38,5
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,573,0,301869854,1,0,18,0,24,166,C#,Major,70,57,57,9,20,11,7
+Deck The Hall - Remastered 1999,Nat King Cole,1,1959,1,1,3299,0,127027715,65,39,41,0,0,107,F#,Minor,69,96,36,81,0,8,4
+Smoking on my Ex Pack,SZA,1,2022,12,9,811,0,57144458,6,11,3,0,0,81,G#,Major,47,33,68,24,0,22,38
+Conceited,SZA,1,2022,12,9,899,0,56870689,2,14,2,0,0,150,C#,Major,79,77,46,5,0,11,7
+Snow On The Beach (feat. Lana Del Rey),"Taylor Swift, Lana Del Rey",2,2022,10,21,2415,0,323437194,33,57,30,0,11,110,A,Major,66,19,32,69,0,12,4
+Maroon,Taylor Swift,1,2022,10,21,2304,0,317726339,12,16,14,0,0,108,G,Major,64,4,40,6,0,10,6
+TubarпїЅпїЅo Te,"Dj LK da EscпїЅпїЅcia, Tchakabum, mc jhenny, M",4,2022,9,28,1003,0,116144341,21,0,44,0,0,130,E,Minor,89,48,74,30,0,7,36
+Bejeweled,Taylor Swift,1,2022,10,21,2699,0,328207708,39,35,22,2,0,164,G,Major,70,39,56,6,0,9,7
+Tarot,"Bad Bunny, Jhay Cortez",2,2022,5,6,2482,20,608228647,27,77,22,2,0,114,B,Minor,80,42,68,2,0,66,4
+You Make It Feel Like Christmas (feat. Blake Shelton),"Gwen Stefani, Blake Shelton",2,2005,9,20,2577,0,180577478,108,56,30,0,0,93,F,Major,63,93,88,1,0,12,4
+Desesperados,"Chencho Corleone, Rauw Alejandro",2,2021,6,25,6821,34,809306935,83,58,128,7,0,90,C#,Minor,87,51,69,36,0,9,8
+Too Late,SZA,1,2022,12,8,714,0,49262961,0,9,2,0,0,128,B,Major,45,35,68,78,0,39,8
+Party,"Bad Bunny, Rauw Alejandro",2,2022,5,6,3185,4,614555082,38,64,37,3,36,97,A,Major,83,47,80,2,0,24,9
+Run Rudolph Run - Single Version,Chuck Berry,1,1958,1,1,8612,0,245350949,120,30,52,0,1,152,G,Minor,69,94,71,79,0,7,8
+Jingle Bells - Remastered 1999,Frank Sinatra,1,1957,1,1,4326,0,178660459,32,3,65,0,0,175,G#,Major,51,94,34,73,0,10,5
+Far,SZA,1,2022,12,9,680,0,51641685,2,15,1,0,0,116,D,Major,61,48,55,67,0,16,8
+On Time (with John Legend),"John Legend, Metro Boomin",2,2022,12,2,398,0,78139948,2,2,6,0,2,80,F,Minor,33,51,59,76,0,44,6
+GATпїЅпїЅ,"Maldy, Karol G",2,2022,8,25,3328,13,322336177,39,50,57,3,1,93,B,Minor,63,34,86,26,0,21,39
+эээabcdefu,Gayle,1,2021,8,13,7215,0,1007612429,170,12,575,18,,122,E,Major,70,42,54,30,0,37,5
+Sacrifice,The Weeknd,1,2022,1,7,4440,0,326792833,81,77,133,0,,122,G,Major,70,91,79,3,0,7,10
+Is There Someone Else?,The Weeknd,1,2022,1,7,2881,6,391251368,13,89,34,0,3,135,A,Minor,70,60,58,4,0,16,3
+Fingers Crossed,"Lauren Spencer Smith, Lauren Spencer Smith, Lauren Spencer Smith",3,2022,1,5,2235,0,349585590,65,7,70,16,6,109,F,Major,60,45,47,62,0,31,5
+Out of Time,The Weeknd,1,2022,1,7,3711,0,339659802,49,88,62,0,,93,,Minor,65,82,74,27,0,32,5
+Do It To It,"Cherish, ACRAZE",2,2021,8,20,12403,0,674772936,183,63,465,0,11,125,B,Minor,85,64,81,2,5,7,9
+We Don't Talk About Bruno,"Adassa, Mauro Castillo, Stephanie Beatriz, Encanto - Cast, Rhenzy Feliz, Diane Guerrero, Carolina Gaitan",7,2021,11,19,2785,0,432719968,95,89,44,0,,206,,Minor,58,83,45,36,0,11,8
+Pepas,Farruko,1,2021,6,24,14114,17,1309887447,252,109,965,20,,130,G,Major,76,44,77,1,0,13,3
+How Do I Make You Love Me?,The Weeknd,1,2022,1,7,1915,0,119238316,7,47,15,0,0,121,G,Minor,80,62,51,2,0,9,8
+Gasoline,The Weeknd,1,2022,1,7,2297,0,116903579,11,29,14,0,0,123,F#,Minor,74,35,73,0,0,21,5
+Infinity,Jaymes Young,1,2017,6,23,4375,0,888046992,24,0,396,0,0,122,B,Minor,67,50,67,15,0,30,4
+Less Than Zero,The Weeknd,1,2022,1,7,2800,0,200660871,18,77,61,0,1,143,,Major,53,50,79,0,0,8,3
+Take My Breath,The Weeknd,1,2021,8,6,2597,0,130655803,17,80,38,0,0,121,A#,Minor,70,35,77,1,0,26,4
+good 4 u,Olivia Rodrigo,1,2021,5,14,15563,6,1887039593,259,55,461,1,,166,F#,Minor,56,68,66,28,0,11,18
+"Here We GoпїЅпїЅпїЅ Again (feat. Tyler, the Cr","The Weeknd, Tyler, The Creator",3,2022,1,7,1420,0,88103848,7,18,7,0,0,135,C#,Major,41,27,64,36,0,60,3
+Best Friends,The Weeknd,1,2022,1,7,1292,0,101114984,3,18,14,0,0,87,E,Minor,49,49,59,44,0,35,21
+Kiss Me More (feat. SZA),"SZA, Doja Cat",2,2021,4,9,15867,0,1575467011,382,65,497,0,12,111,G#,Major,77,74,66,30,0,13,3
+I Heard You're Married (feat. Lil Wayne),"The Weeknd, Lil Wayne",2,2022,1,7,1178,0,91656026,9,10,9,0,0,110,D,Major,75,85,84,10,0,31,19
+Need To Know,Doja Cat,1,2021,6,11,6672,0,1042568408,125,36,150,0,,130,C#,Major,66,19,61,30,0,9,7
+MONTERO (Call Me By Your Name),Lil Nas X,1,2020,9,18,12329,0,1735441776,275,19,738,0,,179,G#,Minor,61,76,51,30,0,38,15
+love nwantiti (ah ah ah),Ckay,1,2019,7,26,5669,2,726837877,74,0,262,14,,93,F,Minor,74,53,73,61,0,13,4
+Dawn FM,The Weeknd,1,2022,1,7,811,0,53933526,1,8,6,0,0,78,A,Minor,27,10,49,62,0,49,5
+Surface Pressure,Jessica Darrow,1,2021,11,19,1756,0,267758538,38,48,20,0,0,180,D,Major,65,37,58,2,0,4,31
+Starry Eyes,The Weeknd,1,2022,1,7,1014,0,74601456,1,17,11,0,0,86,A,Minor,28,13,41,50,0,19,3
+THATS WHAT I WANT,Lil Nas X,1,2021,9,17,7963,0,920797189,173,7,298,0,4,88,C#,Minor,74,55,85,1,0,5,22
+One Right Now (with The Weeknd),"The Weeknd, Post Malone",2,2021,11,5,4771,0,539595276,68,18,75,0,1,97,C#,Major,68,72,78,4,0,7,5
+Beggin,MпїЅпїЅne,1,2017,12,8,8559,0,1367810478,183,64,964,9,75,134,B,Minor,71,59,80,13,0,36,5
+Mon Amour - Remix,"Aitana, zzoilo",2,2020,9,21,3221,2,578207856,67,13,139,0,40,116,D,Major,75,36,76,12,0,10,10
+Lo Siento BB:/ (with Bad Bunny & Julieta Venegas),"Julieta Venegas, Bad Bunny, Tainy",3,2021,10,5,3423,26,775542072,61,65,53,6,0,170,E,Minor,64,14,70,9,0,9,8
+MONEY,Lisa,1,2021,9,10,2566,13,863625566,44,109,131,0,,140,C#,Minor,83,40,55,16,0,14,23
+The Motto,"TiпїЅпїЅsto, Ava",2,2021,11,4,9151,6,656013912,240,107,268,0,5,118,G,Minor,75,46,76,3,0,9,4
+Happier Than Ever,Billie Eilish,1,2021,7,30,8476,0,1056760045,138,133,283,0,,65,,Major,31,31,24,76,0,14,4
+Moth To A Flame (with The Weeknd),"The Weeknd, Swedish House Mafia",2,2021,10,22,7495,17,611994237,114,172,284,2,,120,,Minor,56,16,67,0,0,11,4
+traitor,"Juan Cruz Toledo, Huilen Toledo",2,2021,5,21,5257,6,1230855859,85,43,134,0,,176,D#,Major,29,12,33,68,0,12,5
+Toxic,BoyWithUke,1,2021,9,10,1795,0,582981380,34,23,118,0,,180,G#,Minor,59,69,61,84,0,46,36
+drivers license,Olivia Rodrigo,1,2021,1,8,12685,3,1858144199,185,61,485,0,,144,A#,Major,59,21,43,76,0,10,7
+MalvadпїЅпї,"XamпїЅпїЅ, Gustah, Neo B",3,2021,11,30,648,1,240684449,14,3,81,0,0,133,F#,Minor,82,52,61,38,0,14,27
+All Too Well (10 Minute Version) (Taylor's Version) (From The Vault),Taylor Swift,1,2021,11,12,4635,5,583687007,50,49,30,1,2,93,,Major,63,21,52,28,0,9,3
+DonпїЅпїЅпїЅt Break My,The Weeknd,1,2022,1,7,1184,0,63803529,1,5,6,0,0,122,A#,Major,77,25,62,34,0,23,3
+Oh My God,Adele,1,2021,11,19,4431,0,466214729,105,7,199,0,0,88,C#,Major,53,55,73,9,0,3,5
+Entre Nosotros (Remix) [con Nicki Nicole],"Lit Killah, Maria Becerra, Tiago pzk, NICKI NICOLE",4,2022,1,5,759,3,236940480,32,0,12,0,0,170,F,Minor,70,61,44,40,0,37,4
+A Tale By Quincy,The Weeknd,1,2022,1,7,733,0,41924466,0,2,2,0,0,94,F,Minor,46,55,50,71,0,10,11
+I AM WOMAN,Emmy Meli,1,2021,11,18,2795,0,225259194,45,0,107,0,0,170,A#,Major,65,46,47,12,0,13,16
+Medallo,"Justin Quiles, Lenny TavпїЅпїЅrez, BL",3,2021,10,27,2780,2,393230256,54,21,57,1,0,90,E,Minor,79,79,70,57,0,66,8
+It'll Be Okay,Shawn Mendes,1,2021,12,1,1950,0,287201015,56,8,104,0,10,78,G,Major,40,7,29,62,0,9,3
+Softcore,The Neighbourhood,1,2018,3,9,3947,12,599770206,33,102,93,0,30,94,D,Major,57,36,58,5,0,15,3
+Super Gremlin,Kodak Black,1,2021,10,30,2551,0,342779426,52,15,35,0,1,73,D,Major,83,11,41,0,0,36,14
+Volvпї,"Aventura, Bad Bunny",2,2021,8,3,5375,10,673801126,138,24,133,0,1,176,C#,Major,73,79,86,42,0,7,18
+Todo De Ti,Rauw Alejandro,1,2020,11,2,11975,8,1168642797,188,75,268,6,16,128,D#,Minor,81,57,63,40,1,10,4
+Love Nwantiti - Remix,"Ckay, AX'EL, Dj Yo!",3,2019,8,30,2696,0,540539717,42,2,57,0,,120,G#,Major,58,44,60,44,9,5,6
+Smokin Out The Window,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,11,5,4963,0,383550148,63,40,76,0,0,82,D,Major,63,85,62,6,0,35,4
+Meet Me At Our Spot,"THE ANXIETY, Willow, Tyler Cole",3,2020,3,13,6734,0,530511203,47,14,90,0,1,95,D,Major,77,40,47,2,0,9,3
+Every Angel is Terrifying,The Weeknd,1,2022,1,7,715,0,37307967,0,1,2,0,0,118,,Major,44,52,94,11,0,4,29
+Tacones Rojos,Sebastian Yatra,1,2021,10,22,3047,9,510876816,77,31,85,5,28,123,B,Minor,75,93,86,8,0,14,3
+Peaches (feat. Daniel Caesar & Giveon),"Justin Bieber, Daniel Caesar, Giveon",3,2021,3,19,14140,0,1445941661,231,52,612,6,,90,,Major,63,49,68,38,0,42,18
+Dakiti,"Bad Bunny, Jhay Cortez",2,2020,10,30,11215,21,1763363713,189,166,525,9,25,110,E,Minor,73,14,57,40,0,11,5
+"Tiago PZK: Bzrp Music Sessions, Vol. 48","Bizarrap, Tiago pzk",2,2021,12,29,1678,12,374191487,20,4,15,1,3,96,C#,Minor,66,76,82,47,0,10,32
+LпїЅпїЅпї,Stromae,1,2022,1,9,2035,0,108809090,41,122,394,0,2,88,D,Minor,56,58,55,35,0,23,11
+NostпїЅпїЅl,"Chris Brown, Rvssian, Rauw Alejandro",3,2021,9,8,2780,2,436695353,86,76,59,0,16,98,A,Minor,73,60,85,17,0,24,5
+Better Days (NEIKED x Mae Muller x Polo G),"NEIKED, Mae Muller, Polo G",3,2021,9,24,4091,0,421040617,105,2,73,13,1,110,,Minor,72,67,68,0,0,14,4
+Life Goes On,Oliver Tree,1,2020,7,17,2868,0,501541661,43,15,116,0,,80,,Major,70,57,49,19,0,12,8
+Sad Girlz Luv Money Remix (feat. Kali Uchis),"Kali Uchis, Amaarae, Moliy",3,2021,9,16,3643,0,354065229,69,3,70,0,3,110,C#,Minor,86,31,53,43,0,11,6
+Butter,BTS,1,2021,5,21,4779,6,1143647827,180,135,223,0,5,110,G#,Major,79,70,36,0,0,6,11
+pushin P (feat. Young Thug),"Young Thug, Future, Gunna",3,2022,1,7,3517,0,311395144,54,28,43,0,0,78,C#,Minor,77,49,42,1,1,13,19
+You Right,"Doja Cat, The Weeknd",2,2021,6,24,5073,0,672656250,83,9,100,0,4,129,G#,Major,83,44,62,2,0,8,6
+deja vu,Olivia Rodrigo,1,2021,4,1,7545,4,1256880657,117,39,141,0,46,181,A,Major,44,22,60,61,0,42,9
+Dynamite,BTS,1,2020,8,21,8528,5,1692897992,239,163,583,0,,114,F#,Minor,75,74,77,1,0,9,10
+TO THE MOON,Jnr Choi,1,2021,11,5,2979,0,245095641,44,0,159,0,0,144,D,Major,74,39,65,5,1,11,35
+Lost in the Fire,"The Weeknd, Gesaffelstein",2,2019,1,11,7731,2,686734357,110,145,447,0,46,101,D,Major,66,18,68,9,0,12,4
+Salimo de Noche,"Trueno, Tiago pzk",2,2021,10,21,1057,0,261414174,17,5,21,0,0,84,D,Major,67,78,63,29,0,12,5
+Volando - Remix,"Sech, Bad Bunny, Mora",3,2021,7,8,3272,19,610045621,101,34,70,1,2,154,F#,Major,66,63,69,21,0,11,7
+Leave The Door Open,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,3,5,14417,0,1115880852,237,123,569,0,10,148,F,Major,59,72,62,18,0,9,3
+Knife Talk (with 21 Savage ft. Project Pat),"Drake, Project Pat, 21 Savage",3,2021,9,3,5199,0,594482982,45,43,45,0,3,146,F,Minor,85,22,37,13,0,7,30
+Don't Be Shy,"TiпїЅпїЅsto, Kar",2,2021,8,1,6026,0,566954746,171,51,187,1,21,120,B,Minor,77,51,79,20,0,26,6
+Love Grows (Where My Rosemary Goes),Edison Lighthouse,1,1970,1,1,2877,0,12,16,0,54,0,0,110,A,Major,53,75,69,7,0,17,3
+LA FAMA (with The Weeknd),"The Weeknd, ROSALпїЅ",2,2021,11,11,4640,3,374706940,81,93,507,6,4,136,,Minor,77,82,30,95,0,13,5
+The Family Madrigal,"Olga Merediz, Stephanie Beatriz, Encanto - Cast",3,2021,11,19,1150,0,184937148,20,38,12,0,0,141,C#,Major,59,56,63,12,0,6,36
+Phantom Regret by Jim,The Weeknd,1,2022,1,7,768,0,31959571,1,1,3,0,0,108,A,Minor,46,23,48,75,30,14,4
+Dos Oruguitas,Sebastian Yatra,1,2021,11,19,925,0,167076418,24,47,74,0,0,94,,Major,42,47,36,76,0,9,5
+Freaks,Surf Curse,1,2015,5,10,3006,3,824420218,23,21,121,0,13,180,A,Major,35,41,94,0,63,5,5
+Acapulco,Jason Derulo,1,2021,9,1,3098,0,363467642,111,5,182,1,0,122,A#,Major,77,51,79,5,0,16,5
+Daddy Issues,The Neighbourhood,1,2015,10,30,9771,4,1127468248,42,70,384,0,3,85,A#,Major,59,33,52,7,15,12,3
+thought i was playing,"21 Savage, Gunna",2,2022,1,7,807,0,60680939,3,0,5,0,0,148,C#,Major,68,29,73,0,0,7,7
+ELEVEN,IVE,1,2021,12,1,521,1,247737946,17,89,11,0,0,120,A,Major,83,59,73,6,0,5,11
+Mood (feat. Iann Dior),"24kgoldn, Iann Dior",2,2020,7,24,12854,0,1699402402,237,27,636,0,,91,G,Minor,70,76,72,22,0,27,4
+What Else Can I Do?,"Stephanie Beatriz, Diane Guerrero",2,2021,11,19,802,0,154797871,13,27,8,0,0,120,E,Major,72,54,71,26,0,10,4
+DANCE CRIP,Trueno,1,2021,11,17,731,0,198883004,14,14,24,0,4,106,,Major,86,86,79,11,0,8,9
+Miserable Man,David Kushner,1,2022,1,7,788,0,124407432,13,0,32,1,0,110,A#,Major,63,31,35,93,0,29,3
+happier,Olivia Rodrigo,1,2021,5,21,3069,4,850608354,25,46,105,0,45,169,F#,Major,39,36,45,81,0,8,13
+Praise God,Kanye West,1,2021,8,29,4651,0,376333030,24,6,105,0,0,118,C#,Major,80,21,55,1,0,26,17
+Get Into It (Yuh),Doja Cat,1,2021,6,25,4999,0,516784627,43,19,73,12,0,92,G#,Minor,91,79,66,32,0,9,16
+Before You Go,Lewis Capaldi,1,2019,11,1,8327,24,1608045237,205,130,625,0,25,112,D#,Major,45,19,60,63,0,9,6
+Sky,Playboi Carti,1,2020,12,25,3297,3,506778838,25,3,52,0,1,140,D,Major,79,56,91,26,0,13,21
+Rolling in the Deep,Adele,1,2010,11,29,35684,6,1472799873,195,125,"6,280",2,78,105,G#,Major,73,52,76,13,0,5,3
+Sobrio,Maluma,1,2021,7,8,3506,10,513643924,103,76,100,1,1,178,F,Major,76,63,77,14,0,15,22
+Peru,"Ed Sheeran, Fireboy DML",2,2021,12,23,2999,0,261286503,60,17,154,0,22,108,G,Minor,96,71,42,57,0,8,9
+favorite crime,Olivia Rodrigo,1,2021,5,21,3681,0,783706581,20,21,99,0,7,173,A,Major,40,19,29,86,0,34,4
+Thunder,"Prezioso, Gabry Ponte, LUM!X",3,2021,5,7,4846,10,422691058,54,16,259,0,13,101,C#,Major,67,40,90,3,0,34,6
+The Business,TiпїЅпї,1,2020,1,1,14311,0,1062345656,255,32,582,0,14,120,G#,Minor,80,24,62,41,2,11,23
+positions,Ariana Grande,1,2020,10,23,8207,0,1252563873,175,55,95,0,2,144,,Major,73,66,80,44,0,9,12
+I WANNA BE YOUR SLAVE,MпїЅпїЅne,1,2021,3,19,4873,0,851070493,65,88,434,3,13,133,C#,Major,75,96,61,0,0,18,4
+Vai LпїЅпїЅ Em Casa ,"MarпїЅпїЅlia MendonпїЅпїЅa, George Henrique &",2,2021,10,22,772,0,263894529,7,3,89,0,0,158,G#,Minor,46,62,83,53,0,97,28
+The Feels,TWICE,1,2021,10,1,1150,0,345903614,20,99,44,0,2,120,A,Major,81,92,90,9,0,8,7
+HEARTBREAK ANNIVERSARY,Giveon,1,2020,2,21,5398,4,951637566,111,127,210,0,37,129,,Major,61,59,46,56,0,13,5
+No Lie,"Sean Paul, Dua Lipa",2,2016,11,18,7370,0,956865266,92,127,"1,219",0,62,102,G,Major,74,45,89,5,0,26,13
+OUT OUT (feat. Charli XCX & Saweetie),"Charli XCX, Jax Jones, Joel Corry, Saweetie",4,2021,8,13,6890,0,427486004,122,11,201,0,1,124,G#,Minor,79,79,84,2,0,5,5
+Pope Is a Rockstar,SALES,1,2016,4,20,1966,0,156658366,4,2,50,0,0,90,E,Minor,73,31,45,85,24,11,3
+2055,Sleepy hallow,1,2021,4,14,2226,0,624515457,29,0,44,0,0,161,F#,Minor,78,65,52,46,0,12,31
+Bored,Billie Eilish,1,2017,3,30,4204,0,777765388,39,45,250,0,0,120,G,Major,60,11,33,90,0,8,5
+Happier Than Ever - Edit,Billie Eilish,1,2021,7,28,1959,0,412795151,19,0,38,0,0,81,,Major,45,12,57,7,0,23,3
+Astronaut In The Ocean,Masked Wolf,1,2019,1,1,7191,0,1138474110,146,18,478,0,7,150,E,Minor,78,47,70,18,0,15,9
+Ley Seca,"Anuel Aa, Jhay Cortez",2,2021,9,2,2012,0,355219175,101,12,38,0,0,105,G#,Major,76,58,84,10,0,13,10
+Every Summertime,NIKI,1,2021,8,10,1211,2,290228626,30,2,5,0,6,79,F#,Major,63,76,67,38,0,6,4
+Talking To The Moon,Bruno Mars,1,2010,10,4,7109,2,1062956628,5,0,862,0,0,146,C#,Minor,52,7,61,51,0,11,3
+you broke me first,Tate McRae,1,2020,4,17,6638,0,1180094974,167,19,318,0,1,124,E,Major,64,8,37,79,0,9,5
+The Nights,Avicii,1,2014,1,1,17354,8,1456081449,92,122,"1,282",0,55,126,F#,Major,53,66,85,2,0,24,4
+Take My Breath,The Weeknd,1,2021,8,6,6392,0,432702334,174,73,344,0,0,121,G#,Major,75,53,74,2,0,11,5
+Way 2 Sexy (with Future & Young Thug),"Drake, Future, Young Thug",3,2021,9,3,5481,0,489945871,144,30,86,0,0,136,B,Minor,80,33,60,0,0,32,14
+CпїЅпїЅ,Rauw Alejandro,1,2021,6,25,2636,3,465959382,36,82,39,0,5,102,A,Minor,77,26,63,58,0,11,5
+Enemy - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, Arcane",3,2021,10,27,824,0,1223481149,8,8,8,2,0,77,G,Major,73,54,74,23,0,41,23
+Dance Monkey,Tones and I,1,2019,5,10,24529,0,2864791672,533,167,"3,595",6,,98,F#,Minor,82,54,59,69,0,18,10
+Lucid Dreams,Juice WRLD,1,2017,6,15,14749,0,2288695111,188,34,710,0,5,84,B,Minor,44,22,48,38,0,33,24
+QuпїЅпїЅ MпїЅпї,"J Balvin, Maria Becerra",2,2021,1,28,8087,0,720825549,92,34,131,0,0,102,G#,Major,89,77,82,3,0,17,11
+All of Me,John Legend,1,2013,8,1,27221,0,2086124197,308,118,"4,534",2,77,120,G#,Major,42,33,26,92,0,13,3
+Smells Like Teen Spirit - Remastered 2021,Nirvana,1,1991,9,10,49991,9,1690192927,265,121,"12,367",4,160,117,C#,Major,52,73,91,0,0,11,7
+Arcade,Duncan Laurence,1,2019,3,7,6646,0,991336132,107,47,584,1,,72,A,Minor,45,27,33,82,0,14,4
+Fair Trade (with Travis Scott),"Drake, Travis Scott",2,2021,9,3,5403,6,593917618,118,116,96,0,3,168,C#,Major,67,29,47,5,0,22,26
+Bar,"Tini, L-Gante",2,2021,11,11,755,4,200972675,22,3,0,0,0,94,C#,Major,52,68,69,13,0,33,8
+The Rumbling (TV Size),SiM,1,2022,1,10,254,0,71014967,0,4,23,0,0,145,G#,Major,41,65,88,0,0,26,5
+family ties (with Kendrick Lamar),"Kendrick Lamar, Baby Keem",2,2021,8,27,6308,5,560222750,114,15,63,0,2,134,C#,Major,71,14,61,1,0,23,33
+Mr. Brightside,The Killers,1,2003,9,23,51979,15,1806617704,306,99,"5,063",2,120,148,C#,Major,35,24,93,0,0,10,8
+Blessed-Cursed,ENHYPEN,1,2022,1,10,246,0,77337771,2,12,10,0,0,127,E,Minor,60,40,89,9,0,60,6
+AM Remix,"J Balvin, Nio Garcia, Bad Bunny",3,2021,6,24,6556,0,528544703,93,5,67,1,0,172,F#,Minor,74,79,66,11,0,8,16
+Streets,Doja Cat,1,2019,11,7,5728,0,865640097,85,87,179,0,12,90,B,Major,75,19,46,21,4,34,8
+Shallow,"Lady Gaga, Bradley Cooper",2,2018,9,27,16636,12,2159346687,368,155,"2,854",6,121,96,G,Major,57,30,40,38,0,26,3
+Polaroid Love,ENHYPEN,1,2022,1,10,461,0,211372494,10,56,17,0,0,138,G,Minor,74,65,67,46,0,36,4
+Leave Before You Love Me (with Jonas Brothers),"Marshmello, Jonas Brothers",2,2021,4,28,4893,4,651732901,143,24,110,0,70,120,G,Major,72,67,72,0,0,13,4
+Permission to Dance,BTS,1,2021,7,9,1801,2,608334048,77,134,74,0,2,125,A,Major,70,65,74,1,0,34,4
+Friday (feat. Mufasa & Hypeman) - Dopamine Re-Edit,"Riton, Nightcrawlers, Mufasa & Hypeman, Dopamine",4,2021,1,15,12043,0,863756573,209,54,710,0,18,123,D,Major,82,80,86,1,0,30,13
+RAPSTAR,Polo G,1,2021,4,9,4731,0,797402345,141,12,78,0,0,81,F#,Major,79,44,54,41,0,13,24
+'Till I Collapse,"Eminem, Nate Dogg",2,2002,5,26,22923,0,1695712020,78,46,"2,515",1,0,171,C#,Major,55,10,85,7,0,8,20
+Memories,Maroon 5,1,2019,9,20,9974,2,1759567999,272,67,"1,066",1,19,91,B,Major,77,60,32,84,0,8,5
+Se Le Ve,"Arcangel, De La Ghetto, Justin Quiles, Lenny TavпїЅпїЅrez, Sech, Dalex, Dimelo Flow, Rich Music",8,2021,8,12,1560,0,223319934,72,0,0,0,0,84,G,Minor,56,61,76,10,0,14,11
+25k jacket (feat. Lil Baby),"Gunna, Lil Baby",2,2022,1,7,620,0,54937991,17,3,3,0,0,115,F,Minor,90,74,54,16,0,13,28
+When IпїЅпїЅпїЅm Gone (with Katy ,"Katy Perry, Alesso",2,2021,12,29,3270,0,226897599,89,21,65,0,0,125,,Major,69,70,89,4,0,49,3
+EsqueпїЅпїЅa-Me Se For C,"MarпїЅпїЅlia MendonпїЅпїЅa, Maiara &",2,2021,10,14,580,0,258316038,24,92,93,0,0,122,F#,Minor,80,62,69,28,0,13,7
+MiпїЅпїЅn,"Tini, Maria Becerra",2,2021,4,29,3406,16,596152090,61,23,70,1,0,92,D,Major,85,92,54,16,0,29,7
+SпїЅпїЅ,"Anuel Aa, Myke Towers, Jhay Cortez",3,2021,11,18,903,0,177129919,30,26,15,0,0,90,F#,Minor,63,75,75,17,0,11,8
+MAMIII,"Karol G, Becky G",2,2022,2,10,6809,28,716591492,151,102,175,5,29,94,E,Minor,84,90,70,9,0,14,8
+Still D.R.E.,"Dr. Dre, Snoop Dogg",2,1999,1,1,33966,0,1210599487,141,78,"6,591",1,0,93,B,Major,81,53,78,18,0,6,24
+Stay Alive (Prod. SUGA of BTS),Jung Kook,1,2022,2,11,590,5,246376690,4,113,20,0,1,130,D,Minor,51,50,76,30,0,10,7
+Boyfriend,Dove Cameron,1,2022,2,11,3766,0,496311364,76,0,102,0,2,180,G,Minor,35,23,61,23,0,19,6
+The Joker And The Queen (feat. Taylor Swift),"Ed Sheeran, Taylor Swift",2,2022,2,11,1430,0,146789379,46,1,34,0,0,134,,Major,53,31,31,92,0,28,3
+The Next Episode,"Dr. Dre, Snoop Dogg",2,1999,1,1,31762,0,843309044,142,40,"5,451",1,953,95,D#,Minor,92,31,89,3,0,8,25
+Light Switch,Charlie Puth,1,2022,1,19,4049,0,500340342,119,6,85,1,1,184,F#,Major,69,91,63,11,0,9,31
+City of Gods,"Kanye West, Alicia Keys, Fivio Foreign",3,2022,2,11,2096,0,107255472,34,3,30,0,0,147,G#,Minor,47,50,80,10,0,32,38
+Brividi,"Mahmood, Blanco",2,2022,2,2,1175,0,135079152,34,1,31,0,0,123,G,Major,52,44,60,40,0,26,3
+Lost,Frank Ocean,1,2012,1,1,29499,11,822239726,124,27,587,0,4,123,A#,Minor,91,49,61,3,0,17,22
+In Da Club,50 Cent,1,2002,1,1,30427,7,1202722675,235,106,"5,221",1,35,90,F#,Minor,90,79,71,26,0,7,37
+she's all i wanna be,Tate McRae,1,2022,2,4,2711,0,343197054,105,12,51,0,12,160,D,Minor,61,65,64,1,0,12,4
+Ginseng Strip 2002,Yung Lean,1,2013,8,16,4310,0,240769997,13,0,113,1,3,115,C#,Major,60,37,71,8,0,48,4
+All For Us - from the HBO Original Series Euphoria,"Labrinth, Zendaya",2,2019,8,4,5342,0,426204830,33,123,7,0,4,141,D#,Major,37,17,67,2,0,34,9
+Notion,The Rare Occasions,1,2016,8,5,2393,0,421135627,22,13,65,0,6,160,A,Major,31,30,88,7,0,8,8
+Formula,Labrinth,1,2019,10,4,3444,7,554875730,24,85,102,0,1,145,B,Major,57,23,66,4,6,15,4
+Mount Everest,Labrinth,1,2019,6,21,5443,0,467727006,45,1,80,0,12,89,,Minor,46,43,43,23,8,8,22
+Excuses,"Intense, AP Dhillon, Gurinder Gill",3,2020,7,24,272,4,327498031,7,21,2,0,0,95,F,Minor,84,49,72,8,0,15,8
+Cigarettes,Juice WRLD,1,2021,12,10,975,0,185408548,11,0,10,0,0,160,D,Major,60,47,62,3,0,38,4
+"CayпїЅпїЅ La Noche (feat. Cruz CafunпїЅпїЅ, Abhir Hathi, Bejo, EL IMA)","Quevedo, La Pantera, Juseph, Cruz CafunпїЅпїЅ, BпїЅпїЅjo, Abhir Hathi",7,2022,1,14,1034,1,245400167,19,5,12,0,0,174,F,Minor,67,74,75,44,0,7,30
+California Love - Original Version (Explicit),"Dr. Dre, 2Pac, Roger",3,1995,12,28,18773,0,579395142,128,17,"1,663",0,0,92,G,Major,77,76,84,3,0,38,4
+Forgot About Dre,"Eminem, Dr. Dre",2,1999,1,1,19067,0,675039469,78,15,"1,674",0,3,134,G#,Major,93,61,74,9,0,17,8
+Down Under (feat. Colin Hay),"Luude, Colin Hay",2,2021,11,19,3541,2,252871192,57,13,50,1,7,172,B,Minor,31,4,86,1,0,28,17
+Mujeriego,Ryan Castro,1,2021,12,17,1492,0,231996128,44,63,91,0,24,80,A,Major,76,92,62,6,0,8,13
+HUMBLE.,Kendrick Lamar,1,2017,3,30,33206,1,1929770265,284,114,"1,481",0,5,150,C#,Minor,91,42,60,0,0,9,12
+Stan,"Eminem, Dido",2,1999,11,21,17115,0,918915401,83,63,"4,180",0,0,80,F#,Minor,78,53,74,4,0,45,21
+Contection,"GODZZ__-, Zakaria",2,2020,1,16,6955,0,1180896317,65,45,398,0,1,166,A#,Minor,81,83,75,14,0,29,34
+Swim,Chase Atlantic,1,2017,10,4,2742,0,498960285,5,1,62,0,0,120,G#,Major,67,8,54,27,0,8,4
+A Tu Merced,Bad Bunny,1,2020,2,29,4214,11,685071800,21,20,40,0,0,92,,Major,86,89,79,17,0,11,6
+Numb Little Bug,Em Beihold,1,2022,1,28,2026,0,258714692,47,3,42,12,6,85,G#,Minor,74,61,52,30,0,26,9
+212,"Mainstreet, Chefin",2,2022,1,15,352,0,143139338,10,0,39,0,0,154,D,Minor,79,86,52,66,0,9,7
+ProblemпїЅ,"Alvaro Diaz, Rauw Alejandro",2,2021,10,22,1517,0,209768491,42,7,15,0,4,92,D,Minor,73,37,74,28,0,14,6
+Bussin,"Nicki Minaj, Lil Baby",2,2022,2,11,847,0,64714573,25,0,14,0,0,140,B,Major,89,75,70,6,0,13,5
+Worst Day,Future,1,2022,2,11,910,0,50746620,20,3,24,0,0,89,C#,Major,65,60,60,11,0,10,40
+Malvada,ZпїЅпїЅ Fe,1,2022,1,28,601,0,154119539,28,73,64,0,0,135,F,Minor,89,89,86,16,0,8,5
+Hrs and Hrs,Muni Long,1,2021,11,19,1800,0,181328253,43,36,46,13,4,140,G#,Minor,51,66,53,60,0,11,18
+Alien Blues,Vundabar,1,2015,7,24,1930,0,370068639,3,0,28,0,1,82,D#,Major,47,44,76,8,91,9,3
+Thinking Out Loud,Ed Sheeran,1,2014,1,1,33032,0,2280566092,363,129,"3,895",0,28,79,D,Major,78,58,45,47,0,18,3
+Still Don't Know My Name,Labrinth,1,2019,10,4,6332,0,563902868,47,116,266,0,0,88,F,Major,31,31,63,47,27,21,12
+Christmas Tree,V,1,2021,12,24,509,9,317622165,8,106,6,0,8,139,F,Major,44,18,38,70,0,12,4
+Mal Feito - Ao Vivo,"MarпїЅпїЅlia MendonпїЅпїЅa, Hugo & G",2,2022,1,14,971,2,291709698,35,104,93,1,0,124,,Minor,73,68,83,55,0,90,7
+When I R.I.P.,Labrinth,1,2019,10,4,2578,0,203680270,8,67,66,0,0,80,G#,Minor,39,45,55,73,0,9,21
+Do We Have A Problem?,"Nicki Minaj, Lil Baby",2,2022,2,4,1064,0,81350745,42,1,26,0,0,120,C#,Minor,84,54,51,47,0,12,40
+Forever,Labrinth,1,2019,10,4,3618,0,282883169,21,86,138,0,2,80,E,Minor,56,19,46,92,72,11,3
+Gospel (with Eminem),"Eminem, Dr. Dre",2,2022,2,4,1040,0,64787943,8,0,29,0,0,117,C#,Major,92,62,86,11,0,24,24
+SeпїЅпїЅo,"Shawn Mendes, Camila Cabello",2,2019,6,19,15010,2,2484812918,453,50,"1,785",1,8,117,A,Minor,76,77,52,4,0,8,3
+NEW MAGIC WAND,"Tyler, The Creator",2,2019,5,16,4708,0,461437791,13,7,55,0,1,140,F,Minor,62,46,73,10,0,67,11
+Adore You,Harry Styles,1,2019,12,6,13454,1,1439191367,246,71,519,2,5,99,G#,Major,68,57,77,2,0,10,5
+La Santa,"Daddy Yankee, Bad Bunny",2,2020,2,29,4890,20,759208783,52,42,100,0,0,93,C#,Major,74,59,87,3,0,8,5
+Something In The Way - Remastered 2021,Nirvana,1,1991,9,24,9514,0,368646862,45,27,"1,197",0,43,106,G#,Major,44,8,20,74,42,11,3
+Sweetest Pie,"Dua Lipa, Megan Thee Stallion",2,2022,3,11,3501,0,299634472,69,2,51,11,0,124,G,Major,81,68,63,17,0,10,22
+Bam Bam (feat. Ed Sheeran),"Camila Cabello, Ed Sheeran",2,2022,3,4,6111,4,756907987,185,40,492,9,35,95,G#,Major,76,96,70,18,0,33,4
+Una Noche en MedellпїЅ,Cris Mj,1,2022,1,21,5415,32,682475162,46,16,53,1,2,96,A#,Minor,87,82,53,10,0,5,8
+Envolver,Anitta,1,2021,11,11,4673,2,546191065,123,113,180,1,4,92,E,Minor,81,40,73,15,0,9,8
+Starlight,Dave,1,2022,3,3,1856,3,229473310,29,40,31,1,1,124,G,Major,95,36,37,35,0,10,28
+Hati-Hati di Jalan,Tulus,1,2022,3,3,200,2,202677468,12,4,0,0,0,72,F#,Major,64,76,44,70,9,12,4
+"I'm Tired - From ""Euphoria"" An Original HBO Series",Labrinth,1,2022,2,4,1888,0,121913181,26,1,58,0,0,71,,Minor,28,26,20,19,0,30,3
+DANпїЅпїЅA,"Mc Pedrinho, Pedro Sampaio",2,2022,2,1,911,2,208166039,45,0,99,1,1,135,A,Minor,78,55,57,4,0,10,8
+Yo Voy (feat. Daddy Yankee),Zion & Lennox,1,2004,5,4,2954,2,527033089,18,82,0,0,5,95,A#,Major,81,56,70,4,0,5,24
+"Residente: Bzrp Music Sessions, Vol. 49","Residente, Bizarrap",2,2022,3,3,461,0,94616487,7,11,13,0,0,71,C#,Minor,59,70,74,56,0,11,40
+Jordan,Ryan Castro,1,2021,4,30,2844,2,394030335,29,2,35,1,0,180,A#,Minor,80,71,68,6,0,10,37
+Nail Tech,Jack Harlow,1,2022,2,18,2939,0,193443895,42,0,24,0,0,150,E,Minor,65,11,58,0,0,12,9
+Chale,Eden MuпїЅп,1,2022,2,18,695,11,299648208,16,41,13,1,1,189,G#,Major,55,86,44,40,0,7,4
+DARARI,Treasure,1,2022,2,15,328,0,182978249,10,21,7,0,9,85,,Major,72,55,64,49,0,7,4
+Ya No Somos Ni Seremos,Christian Nodal,1,2022,2,18,866,16,319757142,27,84,32,7,11,140,G,Major,59,73,45,44,0,34,3
+Thinking with My Dick,"Kevin Gates, Juicy J",2,2013,7,16,1550,0,109091573,0,0,14,0,0,81,,Major,77,68,70,6,0,17,20
+Freaky Deaky,"Tyga, Doja Cat",2,2022,2,25,1729,0,153240879,26,1,19,0,0,104,D,Minor,80,24,65,2,0,9,4
+this is what falling in love feels like,JVKE,1,2021,9,3,2005,0,346127840,16,5,43,0,7,129,B,Major,42,33,44,62,0,8,6
+La Zona,Bad Bunny,1,2020,2,29,1188,0,312622938,13,1,15,0,1,94,C#,Minor,76,81,80,20,0,25,4
+Bohemian Rhapsody - Remastered 2011,Queen,1,1975,10,31,40112,3,2197010679,321,162,"5,691",8,17,71,,Minor,41,23,40,27,0,30,5
+Hope,XXXTENTACION,1,2018,3,16,3659,0,1200808494,11,10,267,0,7,146,A,Minor,59,23,46,66,0,15,6
+Levitating,Dua Lipa,1,2020,3,27,9833,0,797196073,233,82,531,1,1,103,F#,Minor,69,90,88,5,0,29,8
+Wake Me Up - Radio Edit,Avicii,1,2013,1,1,50887,34,1970673297,315,160,"6,284",1,46,124,D,Major,53,66,78,0,0,16,5
+"jealousy, jealousy",Olivia Rodrigo,1,2021,5,21,3257,0,665765558,10,0,70,0,0,164,A#,Minor,70,71,58,24,0,7,13
+MonпїЅпїЅy so,YEAT,1,2021,9,10,1473,0,263779030,2,0,12,0,10,138,D,Major,69,35,57,12,0,10,9
+Demasiadas Mujeres,C. Tangana,1,2020,10,8,2226,0,339473453,36,2,11,0,14,126,A,Minor,67,37,46,13,0,10,39
+Something Just Like This,"The Chainsmokers, Coldplay",2,2017,2,22,23375,21,2204080728,336,188,"2,692",3,30,103,B,Minor,61,47,65,3,0,17,4
+Closer,"The Chainsmokers, Halsey",2,2016,5,31,28032,0,2591224264,315,159,"2,179",0,44,95,G#,Major,75,64,52,41,0,11,3
+O.O,NMIXX,1,2022,2,22,290,0,135444283,9,66,10,0,0,200,B,Minor,39,28,77,4,0,6,29
+Somebody That I Used To Know,"Gotye, Kimbra",2,2011,1,1,42798,0,1457139296,217,136,"6,508",1,,129,,Major,86,75,52,54,0,10,4
+Tom's Diner,"AnnenMayKantereit, Giant Rooks",2,2019,6,28,2605,0,236872197,15,48,50,0,3,98,F#,Minor,68,33,43,38,0,36,14
+First Class,Jack Harlow,1,2022,4,8,8737,0,694525298,163,32,137,15,12,107,G#,Major,91,32,56,3,0,11,10
+Plan A,Paulo Londra,1,2022,3,23,1105,0,240661097,32,0,19,0,0,174,,Major,58,56,83,5,0,7,4
+Fuera del mercado,Danny Ocean,1,2022,2,17,2499,21,421365166,68,24,43,1,0,92,G#,Major,45,27,67,32,0,13,14
+X пїЅпїЅLTIMA,"Daddy Yankee, Bad Bunny",2,2022,3,25,2697,1,349746291,55,3,32,0,0,90,G,Major,81,59,83,9,0,11,5
+When You're Gone,Shawn Mendes,1,2022,3,31,2092,0,255120451,75,11,44,0,14,147,F,Major,60,58,69,2,0,58,4
+In My Head,Lil Tjay,1,2022,4,1,1185,0,190981339,21,0,31,0,0,143,C#,Major,68,41,55,16,0,10,12
+Wait a Minute!,Willow,1,2015,1,11,11985,0,924193303,79,80,250,3,10,101,D#,Minor,76,63,71,3,0,10,3
+LOVE DIVE,IVE,1,2022,4,5,753,8,305771063,28,124,13,0,1,118,C#,Minor,70,54,71,0,0,33,4
+Pantysito,"Feid, Alejo, Robi",3,2022,3,18,2995,0,273005485,49,17,30,0,0,98,G,Minor,83,63,74,14,0,16,6
+Chance,Paulo Londra,1,2022,4,6,225,0,89566512,11,0,7,0,0,138,C#,Minor,72,22,46,24,0,9,6
+Cool for the Summer,Demi Lovato,1,2015,1,1,9243,0,677389855,155,5,577,0,6,114,F,Minor,59,30,62,1,0,8,4
+psychofreak (feat. WILLOW),"Camila Cabello, Willow",2,2022,4,7,918,0,75476209,24,0,52,0,0,180,G,Minor,63,45,64,34,0,9,8
+Angel Baby,Troye Sivan,1,2021,9,9,1959,9,408843328,52,25,32,0,10,145,B,Major,56,41,57,1,0,13,3
+Vampiro,"MatuпїЅпїЅ, Wiu, ",3,2022,1,30,540,4,187772591,26,3,39,0,0,115,G#,Minor,78,63,64,1,0,7,4
+Si Quieren Frontear,"De La Ghetto, Duki, Quevedo",3,2022,3,31,859,0,178512385,14,0,11,0,0,82,A#,Major,79,48,84,13,0,21,23
+Right On,Lil Baby,1,2022,4,8,1116,0,101780047,31,9,15,0,1,166,D,Major,70,22,61,2,0,10,34
+Me Arrepentпї,"Ak4:20, Cris Mj, Pailita",3,2022,3,30,273,2,118381354,12,2,4,0,0,92,,Major,86,91,79,29,0,60,16
+That's Hilarious,Charlie Puth,1,2022,4,8,686,2,146363130,11,6,12,0,15,108,F#,Major,71,55,44,74,0,11,6
+Soy El Unico,Yahritza Y Su Esencia,1,2022,3,25,226,0,126443991,5,0,4,0,1,84,E,Minor,71,63,45,45,0,11,3
+RUMBATпїЅ,Daddy Yankee,1,2022,3,25,1264,0,157990698,20,4,52,0,1,95,D#,Minor,69,90,91,6,0,35,4
+sentaDONA (Remix) s2,"LuпїЅпїЅsa Sonza, MC Frog, Dj Gabriel do Borel, Davi K",4,2022,3,17,870,0,176290831,32,0,49,0,0,135,D#,Minor,93,77,45,25,0,13,27
+Falling,Harry Styles,1,2019,12,13,7556,0,1023187129,124,24,254,0,8,110,E,Major,57,6,27,84,0,9,3
+Sigue,"Ed Sheeran, J Balvin",2,1996,11,24,1370,0,106933107,46,8,60,0,0,88,G,Major,89,59,64,5,0,19,7
+Fim de Semana no Rio,teto,1,2022,3,30,315,2,139193812,27,2,31,0,0,119,C#,Minor,87,28,50,12,0,10,10
+MANIAC,Stray Kids,1,2022,3,18,651,0,212234990,6,188,20,0,0,120,C#,Major,58,71,80,15,0,7,41
+There's Nothing Holdin' Me Back,Shawn Mendes,1,2016,9,23,12382,0,1714490998,229,57,"1,370",2,71,122,D,Major,86,97,80,36,0,9,6
+IDGAF (with blackbear),"Blackbear, BoyWithUke",2,2022,3,18,625,0,197643795,10,2,13,0,1,98,F,Major,78,83,75,41,0,27,8
+Golden,Harry Styles,1,2019,12,13,8429,1,807015863,85,24,200,0,2,140,E,Minor,45,25,84,21,0,13,6
+Get Lucky - Radio Edit,"Pharrell Williams, Nile Rodgers, Daft Punk",3,2013,1,1,52898,0,933815613,203,1,"8,215",0,0,116,F#,Minor,79,87,81,4,0,10,4
+Ain't Shit,Doja Cat,1,2021,6,25,3436,0,499710590,32,6,46,0,1,124,D#,Major,86,62,49,51,0,35,21
+"Nobody Like U - From ""Turning Red""","Jordan Fisher, Josh Levi, Finneas O'Connell, 4*TOWN (From Disney and PixarпїЅпїЅпїЅs Turning Red), Topher Ngo, Grayson Vill",6,2022,2,25,918,0,120847157,34,39,30,0,0,105,A,Minor,91,73,72,13,0,9,15
+Still Life,BIGBANG,1,2022,4,5,181,0,53909146,16,14,7,0,0,118,G#,Major,68,24,58,44,0,6,3
+Photograph,Ed Sheeran,1,2014,6,20,18778,3,2236667932,228,105,"2,453",0,84,108,E,Major,61,20,38,61,0,10,5
+Love Yourself,Justin Bieber,1,2015,11,9,22730,5,2123309722,289,87,"2,430",0,36,100,E,Major,61,53,38,84,0,28,44
+N95,Kendrick Lamar,1,2022,5,13,5542,0,301242089,52,16,65,0,206,140,D#,Minor,81,39,66,38,0,12,14
+About Damn Time,Lizzo,1,2022,4,14,9021,0,723894473,242,49,272,21,24,109,A#,Minor,84,72,74,10,0,34,7
+Die Hard,"Kendrick Lamar, Blxst, Amanda Reifer",3,2022,5,13,4627,0,237351106,38,13,32,0,0,101,C#,Minor,78,40,74,36,0,17,27
+DespuпїЅпїЅs de la P,Bad Bunny,1,2022,5,6,2229,0,461558540,27,44,24,0,5,78,F,Major,56,61,90,36,0,18,31
+Un Ratito,Bad Bunny,1,2022,5,6,1112,6,417230415,7,30,13,1,1,93,,Minor,79,22,55,31,0,12,5
+United In Grief,Kendrick Lamar,1,2022,5,13,2575,0,156898322,4,5,12,0,51,87,G#,Major,52,32,83,24,0,17,43
+Father Time (feat. Sampha),"Kendrick Lamar, Sampha",2,2022,5,13,3107,0,127309180,4,0,22,0,0,153,A#,Minor,55,50,78,19,0,11,35
+Yo No Soy Celoso,Bad Bunny,1,2022,5,6,1179,0,313113297,7,21,11,0,0,142,,Major,87,93,59,28,0,17,5
+Rich Spirit,Kendrick Lamar,1,2022,5,13,3486,0,173702135,20,10,33,0,0,96,A#,Minor,85,41,43,39,0,12,21
+Cooped Up (with Roddy Ricch),"Post Malone, Roddy Ricch",2,2022,5,12,2942,0,271666301,42,28,43,0,0,125,,Major,50,39,78,4,0,11,33
+Me Fui de Vacaciones,Bad Bunny,1,2022,5,6,1443,0,305650299,9,11,22,1,0,85,A#,Major,71,43,65,23,0,9,5
+Silent Hill,"Kendrick Lamar, Kodak Black",2,2022,5,13,3028,0,123216717,22,0,23,0,0,140,C#,Minor,92,78,57,46,0,14,9
+La Corriente,"Tony Dize, Bad Bunny",2,2022,5,6,1796,8,479655659,8,25,18,1,0,196,B,Minor,66,58,79,23,0,22,20
+Count Me Out,Kendrick Lamar,1,2022,5,13,2729,0,126191104,3,7,13,0,1,134,G,Major,78,51,43,69,0,14,9
+Andrea,"Buscabulla, Bad Bunny",2,2022,5,6,1195,0,344055883,8,30,13,1,1,103,C#,Minor,80,45,62,76,0,10,38
+Dos Mil 16,Bad Bunny,1,2022,5,6,892,3,338422004,10,24,11,0,0,130,C#,Major,82,50,67,12,0,13,5
+We Cry Together,"Kendrick Lamar, Taylour Paige",2,2022,5,13,1635,0,68895644,4,1,6,0,0,108,B,Major,65,52,69,31,0,8,36
+Savior,"Kendrick Lamar, Sam Dew, Baby Keem",3,2022,5,13,2291,0,86176890,9,0,8,0,0,123,G#,Major,61,66,71,53,0,32,46
+Un Coco,Bad Bunny,1,2022,5,6,1029,28,403231558,5,28,9,0,0,152,B,Major,84,74,69,21,0,18,6
+Otro Atardecer,"Bad Bunny, The MarпїЅп",2,2022,5,6,1681,7,319546754,10,30,13,0,33,108,D,Major,78,55,60,59,0,7,4
+Worldwide Steppers,Kendrick Lamar,1,2022,5,13,1480,0,61739839,1,0,5,0,0,72,A#,Minor,56,56,47,76,0,8,36
+Aguacero,Bad Bunny,1,2022,5,6,829,0,283359161,4,15,10,0,0,121,F#,Minor,86,67,65,42,0,35,7
+Purple Hearts,"Kendrick Lamar, Ghostface Killah, Summer Walker",3,2022,5,13,2308,0,76831876,7,0,7,0,0,138,D#,Minor,57,71,82,19,0,15,29
+Un Verano Sin Ti,Bad Bunny,1,2022,5,6,1004,1,283332261,8,12,9,0,0,188,F,Minor,50,41,50,69,0,12,6
+ULTRA SOLO,"Polima WestCoast, Pailita",2,2022,2,14,1367,0,307752576,48,4,34,1,0,110,C#,Major,80,26,85,23,0,11,21
+EnsпїЅпїЅпїЅпїЅame ,Bad Bunny,1,2022,5,6,1112,3,279737940,7,25,12,0,0,105,G#,Major,81,77,79,19,0,47,8
+El ApagпїЅ,Bad Bunny,1,2022,5,6,1209,0,212351890,9,7,14,0,1,118,G#,Major,63,60,70,5,0,9,31
+Callaita,"Bad Bunny, Tainy",2,2019,5,31,9539,15,1304313953,162,116,355,7,0,176,D,Major,61,24,62,60,0,24,31
+Dua Lipa,Jack Harlow,1,2022,5,6,1992,0,150500965,35,0,3,0,0,158,B,Major,83,41,65,0,10,11,8
+Agosto,Bad Bunny,1,2022,5,6,897,0,246127838,6,20,8,0,0,115,C#,Minor,85,72,58,9,0,49,12
+House Of Memories,Panic! At The Disco,1,2016,1,15,2948,0,582863434,10,2,150,0,0,110,B,Minor,51,48,82,0,0,5,3
+Mr. Morale,"Kendrick Lamar, Tanna Leone",2,2022,5,13,1860,0,58687425,1,0,3,0,0,174,A,Major,73,26,54,30,0,34,32
+That That (prod. & feat. SUGA of BTS),"PSY, Suga",2,2022,4,29,802,0,212109195,16,81,23,0,0,130,E,Major,91,91,96,3,0,3,9
+In The Stars,Benson Boone,1,2022,4,29,2224,8,382199619,48,40,87,1,210,78,A#,Major,36,30,54,34,0,14,5
+Rich - Interlude,Kendrick Lamar,1,2022,5,13,1103,0,41210087,0,0,0,0,0,104,G,Major,44,74,42,88,0,9,9
+SUPERMODEL,MпїЅпїЅne,1,2022,5,13,2265,0,231657891,93,12,173,11,3,121,G,Major,64,80,88,0,0,12,6
+Stefania (Kalush Orchestra),KALUSH,1,2022,3,10,555,0,53729194,10,4,4,0,0,105,D,Major,83,32,82,14,0,12,4
+Thousand Miles,The Kid Laroi,1,2022,4,22,2050,0,244741137,52,9,46,0,1,81,G,Major,38,20,66,9,0,9,8
+Crown,Kendrick Lamar,1,2022,5,13,1493,0,42485571,2,0,10,0,0,170,C#,Minor,37,14,24,80,0,11,4
+Auntie Diaries,Kendrick Lamar,1,2022,5,13,1545,0,37778188,1,0,4,0,0,78,G,Major,43,60,38,76,1,48,38
+PUFFIN ON ZOOTIEZ,Future,1,2022,4,29,2350,0,254218729,28,42,23,0,0,125,G#,Major,88,28,66,6,0,13,31
+Mirror,Kendrick Lamar,1,2022,5,13,1929,0,53603447,2,0,4,0,0,92,E,Minor,66,29,65,23,0,8,7
+Beautiful Girl,Luciano,1,2022,4,22,710,4,160035717,16,11,18,0,0,140,B,Minor,84,61,42,31,0,9,9
+"Paulo Londra: Bzrp Music Sessions, Vol. 23","Bizarrap, Paulo Londra",2,2022,4,25,928,0,164163229,19,0,7,0,0,96,,Major,61,32,90,25,0,10,9
+Savior - Interlude,Kendrick Lamar,1,2022,5,13,1194,0,37091576,0,0,3,0,0,118,F,Minor,66,83,43,84,0,19,19
+Pasoori,"Shae Gill, Ali Sethi",2,2022,2,6,349,6,284249832,10,22,3,0,0,92,B,Minor,71,67,60,7,0,6,4
+Mother I Sober (feat. Beth Gibbons of Portishead),"Kendrick Lamar, Beth Gibbons",2,2022,5,13,1890,0,33381454,3,0,2,0,0,140,G#,Minor,49,50,37,87,0,11,35
+TUS LпїЅпїЅGR,"Sech, Mora",2,2022,4,1,1308,2,184622518,23,16,9,0,5,174,C#,Major,68,45,71,18,0,11,25
+Where Did You Go?,"MNEK, Jax Jones",2,2022,1,26,4531,0,300983101,135,74,119,1,18,127,A#,Major,77,53,78,19,0,29,4
+I Tried to Tell Y'all,"Ugly Dray, Tesla Jnr",2,2022,5,6,1657,0,121077868,15,3,3,0,0,96,B,Major,71,37,52,62,0,11,36
+Honest (feat. Don Toliver),"Justin Bieber, Don Toliver",2,2022,4,29,1351,0,106919680,26,1,17,0,0,150,G#,Minor,82,82,66,13,0,11,6
+ZOOM,Jessi,1,2022,4,13,608,0,136996305,5,29,14,0,0,100,F#,Major,87,46,60,1,0,13,16
+SloMo,Chanel,1,2021,12,24,1211,0,65719930,31,0,19,0,2,105,C#,Minor,73,59,81,13,0,9,6
+FEARLESS,LE SSERAFIM,1,2022,5,2,629,0,229497852,18,75,9,0,0,104,G,Major,86,43,62,5,0,13,14
+10 Things I Hate About You,Leah Kate,1,2022,3,23,1301,0,185550869,23,1,15,0,0,154,G#,Major,54,45,79,1,0,17,5
+SPACE MAN,Sam Ryder,1,2022,2,22,1329,0,54682594,42,51,32,0,0,80,B,Major,47,33,83,18,0,10,5
+With you,"HA SUNG WOON, Jimin",2,2022,4,24,343,2,240580042,4,35,11,1,1,150,D#,Major,53,14,43,64,0,13,3
+Iris,The Goo Goo Dolls,1,1998,3,31,13101,9,1284942608,137,5,582,0,0,156,B,Minor,32,49,72,0,0,9,4
+The Heart Part 5,Kendrick Lamar,1,2022,5,8,2939,0,71423324,29,0,30,0,0,98,G#,Minor,76,79,81,18,0,6,34
+San Lucas,Kevin Kaarl,1,2019,11,7,407,1,244891912,5,0,5,0,0,92,G,Major,58,27,36,86,0,9,3
+This Love (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2022,5,6,1492,0,132171975,26,2,15,0,2,144,E,Major,47,7,50,32,0,7,4
+Good Looking,Suki Waterhouse,1,2017,10,20,2264,0,184706613,11,6,25,0,1,150,E,Major,37,27,56,8,0,13,3
+Flowers,Lauren Spencer Smith,1,2021,8,9,801,0,184826429,42,9,24,1,1,138,D#,Major,70,31,44,84,0,9,39
+Yet To Come,BTS,1,2022,6,10,829,0,302006641,32,110,26,0,0,172,C#,Major,56,68,89,4,0,33,19
+Run BTS,BTS,1,2022,6,10,736,0,330881149,5,132,17,0,3,77,G#,Major,72,70,82,2,0,4,17
+Music For a Sushi Restaurant,Harry Styles,1,2022,5,20,4449,1,334733572,80,11,66,0,1,107,B,Major,72,36,72,26,6,11,4
+Matilda,Harry Styles,1,2022,5,20,3218,3,366214458,29,10,79,0,0,114,D,Major,51,39,29,90,0,10,4
+For Youth,BTS,1,2022,6,10,327,0,114546317,5,40,12,0,0,117,D,Major,63,29,51,43,0,25,4
+Daylight,Harry Styles,1,2022,5,20,2775,0,290833204,21,11,40,0,0,146,,Major,69,63,45,48,0,18,4
+Vegas (From the Original Motion Picture Soundtrack ELVIS),Doja Cat,1,2022,5,6,4576,0,448500832,79,13,93,0,17,160,G#,Minor,80,74,60,8,0,14,26
+Cash In Cash Out,"Pharrell Williams, Tyler, The Creator, 21 Savage",4,2022,6,10,2313,0,136676504,34,0,29,0,0,120,G,Major,88,15,56,1,0,8,6
+Potion (with Dua Lipa & Young Thug),"Calvin Harris, Dua Lipa, Young Thug",3,2022,5,27,3983,0,190625045,73,45,119,0,0,100,B,Minor,82,76,70,16,0,8,5
+Born Singer,BTS,1,2022,6,10,279,0,79095270,0,18,6,0,0,158,G#,Minor,60,68,84,4,0,24,11
+Little Freak,Harry Styles,1,2022,5,20,2302,0,273194684,20,3,39,0,0,142,D#,Major,56,40,54,72,0,10,4
+La Llevo Al Cielo (Ft. пїЅпїЅengo F,"Nengo Flow, Anuel Aa, Chris Jedi, Chencho Corleone",4,2022,5,20,3559,3,333146475,36,1,31,0,1,170,A,Minor,80,77,85,11,0,17,14
+True Love,"Kanye West, XXXTENTACION",2,2022,5,27,2129,0,194902696,23,1,44,1,0,84,F,Minor,71,39,86,2,0,51,25
+Satellite,Harry Styles,1,2022,5,20,3291,5,311482393,43,28,79,0,208,139,,Major,58,30,46,14,0,9,3
+Pass The Dutchie,Musical Youth,1,1982,1,1,5328,0,195918494,54,76,900,0,0,151,G,Major,73,88,67,20,0,32,5
+"Villano Antillano: Bzrp Music Sessions, Vol. 51","Bizarrap, Villano Antillano",2,2022,6,8,1401,0,248511839,26,16,17,0,1,128,C#,Minor,82,42,75,6,0,63,6
+Love Of My Life,Harry Styles,1,2022,5,20,1933,0,233671263,13,2,31,0,0,118,G,Major,56,20,54,67,0,6,5
+Grapejuice,Harry Styles,1,2022,5,20,1986,0,199587884,7,1,15,0,0,183,F,Major,65,88,72,36,14,20,3
+So Good,Halsey,1,2022,6,9,1057,0,91781263,51,14,19,0,0,83,D#,Minor,63,29,62,4,0,18,4
+Belly Dancer,"BYOR, Imanbek",2,2022,2,18,5115,13,383835984,109,38,301,1,33,122,C#,Major,85,42,80,6,0,17,14
+Keep Driving,Harry Styles,1,2022,5,20,2094,1,236060709,8,1,18,0,0,165,A,Major,72,90,48,32,0,18,23
+Cinema,Harry Styles,1,2022,5,20,2171,0,189236868,18,1,28,0,0,106,A,Minor,83,90,64,35,5,9,4
+Die Young (feat. 347aidan),"Sleepy hallow, 347aidan",2,2022,5,25,896,0,160845341,19,0,15,0,0,77,B,Major,81,68,58,83,0,11,34
+Only Love Can Hurt Like This,Paloma Faith,1,2014,1,1,5148,0,588955257,90,22,365,0,114,91,G#,Major,57,30,89,10,0,33,8
+Hold My Hand,Lady Gaga,1,2022,5,3,2528,0,238350348,63,8,270,2,105,148,G,Major,51,21,63,5,0,41,3
+Daydreaming,Harry Styles,1,2022,5,20,1900,1,187703102,15,1,23,0,0,114,E,Minor,71,90,81,31,2,13,3
+Numb,"Marshmello, Khalid",2,2022,6,10,3879,2,295307001,107,76,86,1,9,120,,Minor,91,63,77,12,1,10,5
+Nos Comemos (feat. Ozuna),"Ozuna, Tiago pzk",2,2022,6,2,896,0,138334433,0,0,2,0,0,92,F#,Major,83,56,82,10,0,9,5
+Me and Your Mama,Childish Gambino,1,2016,11,10,8775,0,445590495,33,60,107,1,0,118,F,Major,56,25,45,1,3,7,3
+Crazy What Love Can Do,"David Guetta, Ella Henderson, Becky Hill",3,2022,3,18,5290,0,286739476,139,73,142,0,5,123,E,Minor,60,46,71,3,0,16,4
+SLOW DANCING IN THE DARK,Joji,1,2018,9,12,10211,0,1122364376,38,79,65,0,1,89,D#,Major,52,28,48,54,1,19,3
+Antes de Perderte,Duki,1,2022,6,2,584,8,157136970,12,1,8,0,1,110,F,Minor,81,61,93,49,0,12,11
+Boyfriends,Harry Styles,1,2022,5,20,1517,0,137070925,26,2,30,0,0,118,,Major,42,32,20,94,0,11,4
+295,Sidhu Moose Wala,1,2021,5,15,246,4,183273246,4,106,0,0,7,90,B,Minor,68,54,76,21,0,11,20
+Tak Ingin Usai,Keisya Levronka,1,2022,5,13,220,4,184807630,16,5,0,0,6,130,,Major,49,14,40,82,0,11,3
+En El Radio Un Cochinero,Victor Cibrian,1,2022,5,13,514,0,164856284,5,36,1,0,0,154,F#,Minor,70,97,62,47,0,10,4
+Master of Puppets (Remastered),Metallica,1,1986,3,3,6080,0,704171068,112,198,406,1,0,105,E,Minor,54,59,83,0,44,20,4
+BREAK MY SOUL,Beyoncпї,1,2022,6,21,9724,0,354614964,222,61,259,14,2,115,C#,Minor,70,87,88,4,0,26,8
+ULTRA SOLO REMIX,"De La Ghetto, Feid, Polima WestCoast, Paloma Mami, Pailita",5,2022,6,16,2341,0,279717388,37,2,38,2,0,110,C#,Major,91,59,82,8,0,6,8
+Massive,Drake,1,2022,6,17,5263,0,195628667,66,89,61,0,11,125,E,Minor,51,5,68,12,2,15,6
+Betty (Get Money),Yung Gravy,1,2022,6,10,2402,0,221752937,45,2,26,0,1,102,C#,Major,73,62,75,0,0,34,8
+Ojos Marrones,Lasso,1,2022,2,6,795,11,263280370,26,18,15,1,4,120,G#,Minor,81,72,65,4,0,14,4
+POP!,Nayeon,1,2022,6,24,571,0,213505179,19,21,14,0,2,97,D,Major,80,36,86,4,0,3,5
+Layla,"SchпїЅпїЅrze, DJ R",2,2022,3,24,832,3,130419412,18,124,24,1,0,140,F,Minor,44,41,92,0,0,44,7
+MORE,j-hope,1,2022,7,1,565,0,155795783,6,52,11,0,0,97,D,Major,78,31,72,1,0,11,4
+Sweet Child O' Mine,Guns N' Roses,1,1987,1,1,41231,1,1553497987,228,151,"6,720",3,99,125,F#,Major,45,67,90,9,11,10,5
+Last Last,Burna Boy,1,2022,5,12,4526,12,293466523,156,275,150,3,128,88,D#,Minor,80,55,56,13,0,8,9
+SNAP,Rosa Linn,1,2022,3,19,1818,0,711366595,3,0,63,0,353,170,,Major,56,52,64,11,0,45,7
+Sticky,Drake,1,2022,6,17,2814,0,191448892,38,105,25,0,2,137,A#,Minor,88,8,49,9,0,9,14
+Hot Shit (feat. Ye & Lil Durk),"Kanye West, Lil Durk, Cardi B",3,2022,7,1,1601,0,85924992,11,0,2,0,0,157,A,Major,88,52,69,0,0,8,23
+Ai Preto,"L7nnon, DJ Biel do Furduncinho, Bianca",3,2022,6,3,894,4,176103902,28,0,54,0,0,130,F#,Major,95,83,57,54,0,10,25
+La Loto,"Anitta, Tini, Becky G",3,2022,7,6,945,0,121189256,49,3,57,0,0,90,C#,Major,85,80,83,10,0,8,11
+die first,Nessa Barrett,1,2022,6,24,767,0,131746175,25,0,22,0,0,183,G#,Minor,44,44,67,7,0,12,13
+Afraid To Feel,LF System,1,2022,5,2,5898,5,244790012,129,55,128,0,101,128,C#,Major,58,68,91,2,0,27,11
+Baile no Morro,"Mc Vitin Da Igrejinha, MC Tairon, DJ Win",3,2022,6,10,685,2,129314708,17,0,24,0,30,130,D#,Minor,71,78,40,46,0,7,45
+cпїЅпїЅmo dormi,Rels B,1,2022,8,4,1452,35,331511413,16,15,20,0,0,126,C#,Major,63,56,43,24,0,12,23
+Bad Decisions (with BTS & Snoop Dogg),"Snoop Dogg, BTS, Benny Blanco",3,2022,8,5,1456,0,219196651,53,2,33,0,0,120,,Major,77,94,87,2,0,23,12
+STAYING ALIVE (feat. Drake & Lil Baby),"Drake, DJ Khaled, Lil Baby",3,2022,8,5,2107,0,170732845,51,1,50,0,0,130,E,Minor,72,18,46,7,0,28,8
+Caile,Luar La L,1,2020,12,18,1494,2,273914335,17,12,15,0,0,122,,Major,70,46,76,30,0,9,45
+Si Te La Encuentras Por Ahпї,Feid,1,2022,8,5,1379,4,179061440,23,10,18,0,0,172,G#,Minor,74,46,58,15,0,13,8
+GIVENCHY,Duki,1,2022,7,20,625,4,185236961,13,18,12,0,0,103,G#,Major,61,38,62,14,0,23,40
+ALIEN SUPERSTAR,Beyoncпї,1,2022,7,29,2688,0,171788484,39,47,36,0,0,122,A#,Minor,55,46,64,0,0,17,10
+Mary On A Cross,Ghost,1,2019,9,13,2668,2,387080183,38,266,78,0,141,130,B,Major,47,56,90,0,0,10,4
+Attention,NewJeans,1,2022,8,1,799,12,264717480,14,141,9,0,1,105,A#,Minor,81,70,65,24,0,8,4
+THE SHADE,Rex Orange County,1,2022,3,11,1189,6,244928911,17,10,16,0,4,120,F,Major,90,73,51,39,0,9,6
+"Come Back Home - From ""Purple Hearts""",Sofia Carson,1,2022,7,12,367,0,97610446,28,67,195,0,0,145,G,Major,56,43,53,24,0,12,4
+El Rescate,"Grupo Marca Registrada, Junior H",2,2022,7,22,527,4,287278853,10,43,3,1,0,99,G,Minor,79,64,59,28,0,11,14
+Heartless,Kanye West,1,2008,1,1,17504,34,887906111,63,39,"1,315",0,2,88,A#,Minor,79,66,65,5,0,25,14
+"Stay With Me (with Justin Timberlake, Halsey, & Pharrell)","Calvin Harris, Halsey, Pharrell Williams, Justin Timberlake",4,2022,7,15,3113,0,123473120,54,6,124,1,0,126,A,Major,81,90,73,28,0,29,4
+Siempre Pendientes,"Peso Pluma, Luis R Conriquez",2,2022,8,15,685,5,295152154,15,79,4,2,0,136,,Major,77,71,75,33,1,13,4
+JGL,"Luis R Conriquez, La Adictiva",2,2022,2,18,782,9,323455692,15,33,6,1,0,113,G#,Major,70,97,59,55,0,27,12
+Don't You Worry,"David Guetta, Shakira, Black Eyed Peas",3,2022,6,16,2442,0,240918092,81,4,248,1,6,132,B,Major,82,49,88,20,0,21,3
+Pipoco,"Melody, Ana Castela, Dj Chris No Beat",3,2022,5,20,1112,4,191873381,22,2,65,1,3,135,G#,Major,77,74,74,47,0,34,8
+Hold Me Closer,"Elton John, Britney Spears",2,2017,11,10,4967,0,284216603,165,10,177,4,73,126,,Major,67,49,77,11,0,19,11
+Forget Me,Lewis Capaldi,1,2022,9,9,2520,4,239411309,93,95,84,9,202,102,C#,Minor,67,72,74,30,0,36,4
+After LIKE,IVE,1,2022,8,22,767,12,265548837,20,129,11,0,12,125,,Major,68,80,92,10,0,9,12
+Bound 2,Kanye West,1,2013,1,1,19806,7,703301727,33,11,274,0,0,149,C#,Major,37,28,66,14,0,9,5
+B.O.T.A. (Baddest Of Them All) - Edit,"Interplanetary Criminal, Eliza Rose",2,2022,6,15,5153,6,244585109,102,53,113,12,0,137,,Major,74,71,89,24,61,15,5
+Talk that Talk,TWICE,1,2022,8,26,615,0,189476119,14,77,15,1,2,120,D#,Minor,77,78,91,14,0,33,12
+BILLIE EILISH.,Armani White,1,2022,1,20,2537,0,277132266,49,1,67,11,1,100,C#,Major,90,75,50,11,0,9,26
+Ferxxo 100,Feid,1,2022,6,3,1647,30,278920007,20,49,23,2,2,164,G#,Minor,70,58,57,25,0,15,7
+KU LO SA - A COLORS SHOW,Oxlade,1,2022,6,10,2019,8,222410722,117,72,107,1,7,93,A#,Minor,65,79,66,31,0,22,7
+Prohibidox,Feid,1,2022,9,13,1473,12,185392587,25,36,25,1,0,180,C#,Minor,65,52,80,5,0,6,25
+Static,Steve Lacy,1,2022,7,15,1613,0,202452860,21,15,13,0,0,79,C#,Major,34,22,31,43,63,10,7
+The Scientist,Coldplay,1,2002,8,5,30992,6,1608164312,124,25,"7,827",1,0,146,F,Major,56,21,44,73,0,11,2
+Sparks,Coldplay,1,2000,7,10,10826,4,624101957,24,0,805,0,0,103,C#,Major,37,17,27,75,5,10,3
+Talk,YEAT,1,2022,9,2,920,0,148461629,10,1,8,0,0,140,E,Minor,70,26,76,8,0,54,23
+XQ Te Pones Asпї,"Yandel, Feid",2,2022,9,13,308,0,47093942,6,1,6,0,0,92,A#,Major,81,48,70,13,0,15,7
+Selfish,PnB Rock,1,2016,6,23,2468,0,380319238,15,0,0,0,0,102,C#,Minor,64,4,60,11,0,19,4
+Sin SeпїЅп,"Ovy On The Drums, Quevedo",2,2022,7,22,1097,2,209106362,18,10,13,1,1,118,B,Minor,82,75,85,33,1,11,4
+Lady Mi Amor,Feid,1,2022,9,13,330,0,53987404,3,0,2,0,0,93,D,Major,78,75,62,6,0,15,6
+Poland,Lil Yachty,1,2022,6,23,1584,0,115331792,38,0,24,0,0,150,F,Minor,70,26,56,14,83,11,5
+THE LONELIEST,MпїЅпїЅne,1,2022,10,7,1585,5,225093344,78,65,328,1,198,130,D,Major,52,24,60,0,0,8,3
+Bye Bye,"Marshmello, Juice WRLD",2,2022,10,14,766,0,84697729,16,0,9,0,0,83,D#,Minor,65,24,53,6,0,51,4
+BABY OTAKU,"Fran C, Polima WestCoast, Nickoog Clk, Pablito Pesadilla",4,2022,8,18,836,0,159240673,14,1,13,0,0,102,A,Major,84,43,75,5,0,6,8
+Nxde,(G)I-DLE,1,2022,10,17,430,6,170709584,14,116,9,0,11,136,E,Minor,73,65,91,4,0,48,18
+Miss You,Southstar,1,1982,5,16,2020,0,154356956,77,10,119,0,40,145,A,Major,66,24,58,17,0,19,5
+we fell in love in october,girl in red,1,2018,11,21,6858,0,723043854,31,21,15,0,4,130,G,Major,57,24,37,11,18,16,3
+2 Be Loved (Am I Ready),Lizzo,1,2022,7,14,3682,6,247689123,41,0,158,2,68,156,G,Major,72,92,77,9,0,8,11
+Celestial,Ed Sheeran,1,2022,9,29,1639,0,176474912,86,14,80,0,37,123,D,Major,57,50,85,5,0,16,4
+Typa Girl,BLACKPINK,1,2022,9,16,452,10,235549288,2,129,13,0,1,132,G,Major,92,53,62,7,0,63,10
+I Really Want to Stay at Your House,"Rosa Walton, Hallie Coggins",2,2020,12,18,668,1,140430339,0,0,31,0,,125,D#,Minor,49,13,74,0,0,9,4
+California Breeze,Lil Baby,1,2022,10,14,991,0,85559365,36,38,13,0,3,162,F,Minor,74,22,67,0,0,11,46
+Bamba (feat. Aitch & BIA),"Luciano, Aitch, BпїЅ",3,2022,9,22,869,7,146223492,14,12,12,2,28,138,A#,Major,80,82,81,14,0,13,36
+Casei Com a Putaria,"MC Ryan SP, Love Funk, Mc Paiva ZS",3,2022,7,1,648,4,187701588,0,0,30,0,0,161,A#,Minor,59,62,60,12,0,5,44
+Major Distribution,"Drake, 21 Savage",2,2022,11,4,1545,0,154863153,22,7,15,0,0,131,G#,Minor,91,23,55,1,0,7,32
+Pussy & Millions (feat. Travis Scott),"Drake, Travis Scott, 21 Savage",3,2022,11,4,1930,0,191333656,24,8,17,0,1,122,E,Minor,75,45,63,6,0,35,12
+Vigilante Shit,Taylor Swift,1,2022,10,21,1948,0,253650850,12,9,16,0,0,80,E,Minor,80,16,28,17,0,12,39
+Question...?,Taylor Swift,1,2022,10,21,1608,0,223064273,10,3,12,0,0,109,G,Major,75,11,50,20,0,30,17
+On BS,"Drake, 21 Savage",2,2022,11,4,1338,0,170413877,9,20,7,0,0,158,A,Major,84,33,36,2,0,39,59
+Mastermind,Taylor Swift,1,2022,10,21,1936,0,218320587,7,5,13,0,0,126,E,Major,66,12,35,55,0,9,14
+Circo Loco,"Drake, 21 Savage",2,2022,11,4,1794,0,141720999,26,9,17,0,3,104,C#,Major,73,25,61,1,0,32,7
+Labyrinth,Taylor Swift,1,2022,10,21,1597,0,187339835,6,3,15,0,0,110,,Major,48,15,31,80,22,12,4
+Spin Bout U,"Drake, 21 Savage",2,2022,11,4,1652,2,198365537,26,52,10,0,95,130,G,Major,77,20,70,1,0,16,5
+Sweet Nothing,Taylor Swift,1,2022,10,21,1747,0,186104310,9,6,13,0,2,177,,Major,34,39,16,97,0,12,5
+"Would've, Could've, Should've",Taylor Swift,1,2022,10,21,1715,0,177503916,4,5,8,0,0,158,G,Major,48,55,84,43,0,15,12
+Con La Brisa,"Ludwig Goransson, Foudeqush",2,2022,11,4,486,0,71095708,8,1,7,0,0,114,D,Minor,62,25,44,51,33,14,3
+Privileged Rappers,"Drake, 21 Savage",2,2022,11,4,1007,0,112436403,6,5,3,0,0,144,F,Major,93,62,61,0,0,12,20
+The Astronaut,Jin,1,2022,10,28,481,9,203436468,10,100,15,1,27,125,F,Major,54,22,76,0,0,14,3
+BackOutsideBoyz,Drake,1,2022,11,4,1045,0,93367537,8,5,2,0,0,142,F,Minor,85,40,43,4,0,39,32
+Broke Boys,"Drake, 21 Savage",2,2022,11,4,1060,0,106249219,3,8,5,0,0,120,D,Major,64,11,53,1,0,25,27
+The Great War,Taylor Swift,1,2022,10,21,1274,0,181382590,1,6,11,0,0,96,F,Major,57,55,74,22,0,8,4
+My Mind & Me,Selena Gomez,1,2022,11,3,953,0,91473363,61,13,37,1,0,144,A,Major,60,24,39,57,0,8,3
+Bigger Than The Whole Sky,Taylor Swift,1,2022,10,21,1180,0,121871870,4,0,8,0,0,166,F#,Major,42,7,24,83,1,12,6
+A Veces (feat. Feid),"Feid, Paulo Londra",2,2022,11,3,573,0,73513683,2,0,7,0,0,92,C#,Major,80,81,67,4,0,8,6
+En La De Ella,"Feid, Sech, Jhayco",3,2022,10,20,1320,0,133895612,29,26,17,0,0,97,C#,Major,82,67,77,8,0,12,5
+Alone,Burna Boy,1,2022,11,4,782,2,96007391,27,18,32,1,0,90,E,Minor,61,32,67,15,0,11,5

kozlov_alexey_lab_4/README.md

@@ -0,0 +1,92 @@
+# Лабораторная работа №4. Кластеризация
+## 14 вариант
+___
+
+### Задание:
+Использовать метод кластеризации DBSCAN, самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной вами задачи.
+
+### Описание используемого набора данных:
+Объектом исследования является набор данных, который размещен на платформе Kaggle (https://www.kaggle.com/datasets/nelgiriyewithana/top-spotify-songs-2023/data). Он представляет собой полный список самых известных песен 2023 года, перечисленных на Spotify. Данный набор представлен в виде файла spotify.csv
+
+Столбцами являются:
+1.	track_name – Название композиции
+2.	artist(s)_name – Имя исполнителя/имена исполнителей песни.
+3.	artist_count – Количество исполнителей, участвовавших в со-здании песни
+4.	released_year – Год, когда песня была выпущена
+5.	released_month – Месяц, когда песня была выпущена
+6.	released_day – День месяца, когда песня была выпущена.
+7.	in_spotify_playlists – Количество плейлистов Spotify, в которые песня включена
+8.	in_spotify_charts – Присутствие и рейтинг песни в чартах Spotify.
+9.	streams – Общее количество прослушиваний в Spotify.
+10.	in_apple_playlists – Количество плейлистов Apple Music, в которые песня включена.
+11.	in_apple_charts – Присутствие и рейтинг песни в чартах Apple Music.
+12.	in_deezer_playlists – Количество плейлистов Deezer, в ко-торые песня включена.
+13.	in_deezer_charts – Присутствие и рейтинг песни в чартах Deezer
+14.	in_shazam_charts – Присутствие и рейтинг песни в чартах Shazam.
+15.	bpm – Количество ударов в минуту, показатель темпа песни.
+16.	key – Тональность песни.
+17.	mode – Режим песни (мажорный или минорный).
+18.	danceability_% – Процент, указывающий, насколько песня подходит для танцев. 
+19.	valence_% - Позитивность музыкального содержания пес-ни
+20.	energy_% - Воспринимаемый уровень энергии песни
+21.	acousticness_% - Количество акустического звука в песне
+22.	instrumentalness_% - Количество инструментального кон-тента в песне
+23.	liveness_% - Наличие элементов живого исполнения
+24.	speechiness_% - Количество произнесенных слов в песне
+
+Задачей кластеризации на данном наборе данных является разделение значений набора данных на кластеры похожих значений (схожих треков).
+___
+
+### Запуск
+- Запустить файл lab4.py
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * sklearn 
+    * matplotlib
+    * numpy
+    * pandas
+
+### Описание программы
+Код программы выполняет следующие действия:
+
+1. Импортирует необходимые библиотеки: pandas, numpy, matplotlib.pyplot, sklearn.cluster.DBSCAN и sklearn.metrics.silhouette_score.
+2. Загружает данные из файла "spotify.csv" с помощью функции read_csv() из библиотеки pandas и сохраняет их в переменной data.
+3. Удаляет все строки с пропущенными значениями в данных с помощью функции dropna().
+4. Удаляет столбец 'artist(s)_name' с помощью функции drop().
+5. Определяет список столбцов для нормализации в переменной columns_to_normalize.
+6. Проходит по каждому столбцу из списка columns_to_normalize и выполняет нормализацию данных путем вычитания минимального значения и деления на разницу между максимальным и минимальным значениями.
+7. Удаляет запятые из значений столбца 'in_deezer_playlists' с помощью функции str.replace() и преобразует значения в столбце в тип int64 с помощью функции astype().
+8. Удаляет запятые из значений столбца 'in_shazam_charts' и преобразует значения в столбце в тип int64.
+9. Создает словарь, где числовым значениям столбца 'track_name' соответствуют уникальные названия треков.
+10. Заменяет значения столбца 'track_name' на числовые значения с помощью функции map() и созданного словаря.
+11. Создает словарь, где числовым значениям столбца 'key' соответствуют тональности треков.
+12. Заменяет значения столбца 'key' на числовые значения с помощью функции map() и созданного словаря.
+13. Создает словарь, где числовым значениям столбца 'mode' соответствуют режимы песни.
+14. Заменяет значения столбца 'mode' на числовые значения с помощью функции map() и созданного словаря.
+15. Определяет радиус окрестности (eps) и минимальное количество точек в окрестности (min_samples) для алгоритма DBSCAN.
+16. Создает объект DBSCAN с заданными параметрами и применяет его к данным.
+17. Добавляет метки кластеров в исходный датасет с помощью функции labels_ объекта DBSCAN.
+18. Создает график рассеяния, используя столбцы "bpm" и "danceability_%" из данных, а также метки кластеров.
+19. Добавляет легенду на график, которая отображает метки кластеров.
+20. Отображает график.
+21. Вычисляет индекс силуэта (silhouette_avg) для модели DBSCAN и выводит его значение в консоль.
+
+В результате выполнения кода генерируется график рассеяния с данными, разбитыми на кластеры, и выводится значение индекса силуэта для модели DBSCAN.
+
+___
+### Пример работы
+
+![Graphics](results.png)
+```text
+График рассеивания модели
+```
+![Graphics](output.png)
+```text
+Значение индекса силуэта модели
+```
+
+### Вывод
+Значение индекса силуэта модели DBSCAN равное -0.00602325264419104 говорит о том, что модель DBSCAN не очень хорошо разделяет данные на кластеры. Отрицательное значение индекса силуэта говорит о том, что объекты внутри кластеров находятся ближе к объектам соседних кластеров, чем к объектам своего собственного кластера. В таком случае, стоит обратить внимание на другие алгоритмы кластеризации для получения более точных результатов.

kozlov_alexey_lab_4/lab4.py

@@ -0,0 +1,62 @@
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+from sklearn.cluster import DBSCAN
+from sklearn.metrics import silhouette_score
+
+# Загрузить данные
+data = pd.read_csv("spotify.csv")
+# Удалить все строки с пропусками
+data = data.dropna()
+data.drop('artist(s)_name', axis=1, inplace=True)
+# Список столбцов для нормализации
+columns_to_normalize = ['danceability_%', 'valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']
+# Проход по каждому столбцу и выполнение нормализации
+for column in columns_to_normalize:
+    min_value = data[column].min()
+    max_value = data[column].max()
+    data[column] = (data[column] - min_value) / (max_value - min_value)
+# Удалить запятые из значений в столбце
+data['in_deezer_playlists'] = data['in_deezer_playlists'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_deezer_playlists'] = data['in_deezer_playlists'].astype(np.int64)
+# Удалить запятые из значений в столбце
+data['in_shazam_charts'] = data['in_shazam_charts'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_shazam_charts'] = data['in_shazam_charts'].astype(np.int64)
+# Создаем словарь соответствия числовых значений и названий трека
+track_name_dict = {name: index for index, name in enumerate(data['track_name'].unique())}
+# Заменяем значения в столбце на числовые
+data['track_name'] = data['track_name'].map(track_name_dict)
+# Создаем словарь соответствия числовых значений и названий тональности
+key_dict = {'C': 0, 'C#': 1, 'D': 2, 'D#': 3, 'E': 4, 'F': 5, 'F#': 6,
+            'G': 7, 'G#': 8, 'A': 9, 'A#': 10, 'B': 11}
+# Заменяем значения в столбце на числовые
+data['key'] = data['key'].map(key_dict)
+# Создаем словарь соответствия числовых значений и режимов песни
+mode_dict = {'Major': 0, 'Minor': 1}
+# Заменяем значения в столбце на числовые
+data['mode'] = data['mode'].map(mode_dict)
+
+eps = 45  # радиус окрестности
+min_samples = 1  # минимальное количество точек в окрестности
+
+dbscan = DBSCAN(eps=eps, min_samples=min_samples)
+dbscan.fit(data)
+
+# Добавляем метки кластеров в исходный датасет
+data['cluster_label'] = dbscan.labels_
+
+# Создаем график рассеяния
+plt.scatter(data['bpm'], data['danceability_%'], c=data['cluster_label'])
+plt.xlabel('BPM')
+plt.ylabel('Danceability %')
+plt.title('Диаграмма рассеивания DBSCAN')
+
+# Добавляем легенду
+plt.colorbar(label='Cluster Label')
+
+# Показываем график
+plt.show()
+silhouette_avg = silhouette_score(data, dbscan.labels_)
+print("Значение индекса силуэта модели DBSCAN:", silhouette_avg)

kozlov_alexey_lab_4/spotify.csv

@@ -0,0 +1,954 @@
+track_name,artist(s)_name,artist_count,released_year,released_month,released_day,in_spotify_playlists,in_spotify_charts,streams,in_apple_playlists,in_apple_charts,in_deezer_playlists,in_deezer_charts,in_shazam_charts,bpm,key,mode,danceability_%,valence_%,energy_%,acousticness_%,instrumentalness_%,liveness_%,speechiness_%
+Seven (feat. Latto) (Explicit Ver.),"Latto, Jung Kook",2,2023,7,14,553,147,141381703,43,263,45,10,826,125,B,Major,80,89,83,31,0,8,4
+LALA,Myke Towers,1,2023,3,23,1474,48,133716286,48,126,58,14,382,92,C#,Major,71,61,74,7,0,10,4
+vampire,Olivia Rodrigo,1,2023,6,30,1397,113,140003974,94,207,91,14,949,138,F,Major,51,32,53,17,0,31,6
+Cruel Summer,Taylor Swift,1,2019,8,23,7858,100,800840817,116,207,125,12,548,170,A,Major,55,58,72,11,0,11,15
+WHERE SHE GOES,Bad Bunny,1,2023,5,18,3133,50,303236322,84,133,87,15,425,144,A,Minor,65,23,80,14,63,11,6
+Sprinter,"Dave, Central Cee",2,2023,6,1,2186,91,183706234,67,213,88,17,946,141,C#,Major,92,66,58,19,0,8,24
+Ella Baila Sola,"Eslabon Armado, Peso Pluma",2,2023,3,16,3090,50,725980112,34,222,43,13,418,148,F,Minor,67,83,76,48,0,8,3
+Columbia,Quevedo,1,2023,7,7,714,43,58149378,25,89,30,13,194,100,F,Major,67,26,71,37,0,11,4
+fukumean,Gunna,1,2023,5,15,1096,83,95217315,60,210,48,11,953,130,C#,Minor,85,22,62,12,0,28,9
+La Bebe - Remix,"Peso Pluma, Yng Lvcas",2,2023,3,17,2953,44,553634067,49,110,66,13,339,170,D,Minor,81,56,48,21,0,8,33
+un x100to,"Bad Bunny, Grupo Frontera",2,2023,4,17,2876,40,505671438,41,205,54,12,251,83,F#,Minor,57,56,72,23,0,27,5
+Super Shy,NewJeans,1,2023,7,7,422,55,58255150,37,202,21,5,168,150,F,Minor,78,52,82,18,0,15,7
+Flowers,Miley Cyrus,1,2023,1,12,12211,115,1316855716,300,215,745,58,"1,021",118,,Major,71,65,68,6,0,3,7
+Daylight,David Kushner,1,2023,4,14,3528,98,387570742,80,156,182,24,"1,281",130,D,Minor,51,32,43,83,0,9,3
+As It Was,Harry Styles,1,2022,3,31,23575,130,2513188493,403,198,863,46,,174,F#,Minor,52,66,73,34,0,31,6
+Kill Bill,SZA,1,2022,12,8,8109,77,1163093654,183,162,161,12,187,89,G#,Major,64,43,73,5,17,16,4
+Cupid - Twin Ver.,Fifty Fifty,1,2023,2,24,2942,77,496795686,91,212,78,6,0,120,B,Minor,78,76,59,43,0,34,3
+"What Was I Made For? [From The Motion Picture ""Barbie""]",Billie Eilish,1,2023,7,13,873,104,30546883,80,227,95,24,"1,173",78,,Major,44,14,9,96,0,10,3
+Classy 101,"Feid, Young Miko",2,2023,3,31,2610,40,335222234,43,100,54,14,187,100,B,Major,86,67,66,14,0,12,16
+Like Crazy,Jimin,1,2023,3,24,596,68,363369738,8,104,23,2,29,120,G,Major,63,36,73,0,0,36,4
+LADY GAGA,"Gabito Ballesteros, Junior H, Peso Pluma",3,2023,6,22,332,26,86444842,11,163,10,4,0,140,F,Minor,65,87,74,22,0,42,4
+I Can See You (TaylorпїЅпїЅпїЅs Version) (From The ,Taylor Swift,1,2023,7,7,516,38,52135248,73,119,42,1,150,123,F#,Major,69,82,76,6,0,6,3
+I Wanna Be Yours,Arctic Monkeys,1,2013,1,1,12859,110,1297026226,24,98,582,2,73,135,,Minor,48,44,42,12,2,11,3
+"Peso Pluma: Bzrp Music Sessions, Vol. 55","Bizarrap, Peso Pluma",2,2023,5,31,1313,40,200647221,17,152,32,11,139,133,F,Minor,85,81,67,26,0,12,5
+Popular (with Playboi Carti & Madonna) - The Idol Vol. 1 (Music from the HBO Original Series),"The Weeknd, Madonna, Playboi Carti",3,2023,6,2,1945,87,115364561,74,182,87,14,"1,093",99,C#,Major,85,83,68,7,0,36,20
+SABOR FRESA,Fuerza Regida,1,2023,6,22,250,26,78300654,16,149,10,5,168,130,G,Minor,79,96,86,9,0,9,9
+Calm Down (with Selena Gomez),"RпїЅпїЅma, Selena G",2,2022,3,25,7112,77,899183384,202,119,318,38,96,107,B,Major,80,82,80,43,0,14,4
+MOJABI GHOST,"Tainy, Bad Bunny",2,2023,6,29,859,40,61245289,35,109,41,14,211,122,F#,Minor,81,74,71,14,0,56,4
+Last Night,Morgan Wallen,1,2023,1,31,2420,19,429829812,52,107,15,1,325,204,F#,Major,52,52,68,46,0,15,4
+Dance The Night (From Barbie The Album),Dua Lipa,1,2023,5,25,2988,101,127408954,0,0,143,38,0,110,B,Minor,67,78,85,2,0,33,5
+Rush,Troye Sivan,1,2023,7,13,864,78,22581161,71,135,50,1,294,126,F,Minor,74,35,84,0,0,11,6
+TULUM,"Peso Pluma, Grupo Frontera",2,2023,6,28,266,34,52294266,20,185,13,8,197,168,F#,Major,56,63,87,39,0,11,5
+Creepin',"The Weeknd, 21 Savage, Metro Boomin",3,2022,12,2,6036,88,843957510,113,149,245,23,27,98,C#,Minor,71,17,61,36,0,8,5
+Anti-Hero,Taylor Swift,1,2022,10,21,9082,56,999748277,242,142,165,9,310,97,E,Major,64,51,63,12,0,19,5
+TQG,"Karol G, Shakira",2,2023,2,23,4284,49,618990393,115,123,184,18,354,180,E,Minor,72,61,63,67,0,9,28
+Los del Espacio,"Big One, Duki, Lit Killah, Maria Becerra, FMK, Rusherking, Emilia, Tiago pzk",8,2023,6,1,1150,31,123122413,22,33,34,7,184,120,,Major,81,63,68,11,0,11,4
+FrпїЅпїЅgil (feat. Grupo Front,"Yahritza Y Su Esencia, Grupo Frontera",2,2023,4,7,672,34,188933502,19,108,24,9,212,150,F#,Major,61,39,73,37,0,11,3
+Blank Space,Taylor Swift,1,2014,1,1,11434,53,1355959075,154,123,410,2,81,96,F,Major,75,57,68,9,0,13,6
+Style,Taylor Swift,1,2014,1,1,7830,42,786181836,94,111,151,4,82,95,D,Major,60,48,79,0,0,12,4
+TQM,Fuerza Regida,1,2023,5,19,584,28,176553476,16,159,15,6,100,125,F,Minor,79,96,85,27,0,11,6
+El Azul,"Junior H, Peso Pluma",2,2023,2,10,692,25,354495408,10,107,6,3,62,144,A,Minor,56,84,65,23,0,10,6
+Sunflower - Spider-Man: Into the Spider-Verse,"Post Malone, Swae Lee",2,2018,10,9,24094,78,2808096550,372,117,843,4,69,90,D,Major,76,91,50,54,0,7,5
+I'm Good (Blue),"Bebe Rexha, David Guetta",2,2022,8,26,12482,80,1109433169,291,184,537,45,727,128,G,Minor,56,38,97,4,0,35,4
+See You Again,"Tyler, The Creator, Kali Uchis",3,2017,7,21,13387,64,1047101291,77,58,247,1,311,79,F#,Major,56,58,56,37,0,11,10
+Barbie World (with Aqua) [From Barbie The Album],"Nicki Minaj, Aqua, Ice Spice",3,2023,6,23,1117,80,65156199,82,145,65,16,"1,133",144,,Major,77,75,58,52,0,23,25
+Angels Like You,Miley Cyrus,1,2020,11,27,3372,19,570515054,65,48,138,1,102,122,F,Major,67,49,64,10,0,10,3
+I Ain't Worried,OneRepublic,1,2022,5,13,8431,76,1085685420,241,127,458,37,332,140,,Major,71,82,81,11,0,6,5
+Die For You,The Weeknd,1,2016,11,24,2483,59,1647990401,68,21,24,0,259,134,C#,Minor,59,51,52,9,0,15,7
+Starboy,"The Weeknd, Daft Punk",2,2016,9,21,29536,79,2565529693,281,137,"2,445",1,140,186,G,Major,68,49,59,16,0,13,28
+Die For You - Remix,"Ariana Grande, The Weeknd",2,2023,2,24,3408,47,518745108,87,86,74,1,16,67,C#,Minor,53,50,53,23,0,44,7
+El Cielo,"Feid, Myke Towers, Sky Rompiendo",3,2023,6,2,1298,38,107753850,44,64,57,10,110,106,A#,Minor,72,17,64,7,0,10,5
+Baby Don't Hurt Me,"David Guetta, Anne-Marie, Coi Leray",3,2023,4,6,4277,66,177740666,145,111,213,11,810,128,G,Major,60,23,91,0,0,12,3
+AMARGURA,Karol G,1,2023,2,24,1133,39,153372011,14,71,23,10,176,107,F#,Minor,92,55,70,18,0,15,7
+(It Goes Like) Nanana - Edit,Peggy Gou,1,2023,6,15,2259,59,57876440,0,0,109,17,0,130,G,Minor,67,96,88,12,19,8,4
+Another Love,Tom Odell,1,2012,10,15,18371,83,1813673666,250,122,"3,394",19,,123,E,Minor,45,13,54,70,0,9,4
+Blinding Lights,The Weeknd,1,2019,11,29,43899,69,3703895074,672,199,"3,421",20,,171,C#,Major,50,38,80,0,0,9,7
+Moonlight,Kali Uchis,1,2023,2,24,2649,42,256483385,67,79,57,1,615,137,G,Minor,64,88,72,51,0,17,5
+La Bachata,Manuel Turizo,1,2022,5,26,6804,45,1214083358,139,111,161,15,210,125,G,Minor,84,85,68,58,0,22,4
+S91,Karol G,1,2023,7,14,525,41,16011326,34,115,39,6,216,128,,Minor,86,42,72,59,0,9,19
+cardigan,Taylor Swift,1,2020,7,24,7923,29,812019557,106,112,142,4,215,130,,Minor,61,53,58,55,0,27,4
+TпїЅпї,"dennis, MC Kevin o Chris",2,2023,5,4,731,15,111947664,27,17,73,4,167,130,B,Major,86,59,96,50,1,9,5
+Boy's a liar Pt. 2,"PinkPantheress, Ice Spice",2,2023,2,3,5184,41,156338624,154,84,102,14,37,133,F,Major,70,86,81,25,0,25,5
+Left and Right (Feat. Jung Kook of BTS),"Charlie Puth, BTS, Jung Kook",3,2022,6,24,3107,39,720434240,38,0,4,0,0,101,D,Major,88,72,59,62,0,9,3
+BESO,"Rauw Alejandro, ROSALпїЅ",2,2023,3,24,4053,50,357925728,82,121,182,12,171,95,F,Minor,77,53,64,74,0,17,14
+Hey Mor,"Ozuna, Feid",2,2022,10,6,4637,38,674072710,63,79,89,11,16,98,C#,Minor,90,40,59,0,0,10,29
+Yellow,Chris Molitor,1,1999,1,1,31358,43,1755214421,196,2,"4,053",5,0,173,B,Major,43,28,66,0,0,23,3
+Karma,Taylor Swift,1,2022,10,21,3818,23,404562836,37,55,32,0,272,90,G#,Major,64,10,62,7,0,48,7
+People,Libianca,1,2022,12,2,3506,56,373199958,105,64,169,8,529,198,A#,Minor,59,71,42,55,0,10,7
+Overdrive,Post Malone,1,2023,7,14,410,36,14780425,36,32,31,1,26,140,C#,Major,56,48,73,0,0,35,4
+Enchanted (Taylor's Version),Taylor Swift,1,2023,7,7,148,24,39578178,32,93,8,2,5,82,G#,Major,51,22,53,1,0,15,3
+BABY HELLO,"Rauw Alejandro, Bizarrap",2,2023,6,23,1004,35,54266102,42,80,58,3,169,130,C#,Minor,77,84,89,17,0,43,5
+Heat Waves,Glass Animals,1,2020,6,28,22543,63,2557975762,386,144,707,28,,81,B,Major,76,53,53,44,0,9,9
+golden hour,JVKE,1,2022,7,15,4511,36,751134527,70,58,109,18,230,94,C#,Minor,51,14,59,65,18,25,3
+Sweater Weather,The Neighbourhood,1,2012,5,14,16413,61,2282771485,166,87,"1,056",1,,124,A#,Major,61,41,81,5,2,10,3
+"Quevedo: Bzrp Music Sessions, Vol. 52","Bizarrap, Quevedo",2,2022,7,6,8506,45,1356565093,94,65,164,14,176,128,D,Major,62,55,78,1,3,23,4
+Viva La Vida,Coldplay,1,2008,1,1,33898,62,1592909789,233,0,"4,095",9,0,138,F,Minor,49,42,62,9,0,11,3
+Here With Me,d4vd,1,2022,7,17,3246,23,635412045,94,85,68,1,84,132,E,Major,58,27,48,50,0,12,3
+Unholy (feat. Kim Petras),"Sam Smith, Kim Petras",2,2022,9,22,8576,42,1230675890,216,108,331,26,154,131,D,Major,71,24,47,1,0,27,9
+Yandel 150,"Yandel, Feid",2,2022,12,20,3618,38,585695368,47,74,80,14,194,168,F#,Minor,78,58,73,5,0,10,7
+CORAZпїЅпїЅN VA,Maria Becerra,1,2023,6,22,370,20,43857627,12,16,18,4,93,98,C#,Major,68,40,79,33,0,30,6
+Riptide,Vance Joy,1,1975,1,1,31123,55,2009094673,300,65,"1,003",1,0,102,C#,Major,48,50,73,43,0,15,4
+Until I Found You (with Em Beihold) - Em Beihold Version,"Em Beihold, Stephen Sanchez",2,2022,4,22,2790,30,600976848,60,96,71,0,115,101,A#,Major,34,32,57,78,0,20,3
+Novidade na пїЅпї,"Mc Livinho, DJ Matt D",2,2023,6,23,267,9,39709092,9,6,25,2,72,130,F,Major,63,36,34,76,0,35,9
+Back To December (Taylor's Version),Taylor Swift,1,2023,7,7,139,17,39228929,16,72,5,0,8,142,D,Major,50,20,64,1,0,12,3
+STAY (with Justin Bieber),"Justin Bieber, The Kid Laroi",2,2021,7,9,17050,36,2665343922,492,99,798,31,0,170,C#,Major,59,48,76,4,0,10,5
+El Merengue,"Marshmello, Manuel Turizo",2,2023,3,3,2114,44,223633238,80,75,110,11,323,124,G#,Minor,78,70,68,3,1,11,4
+Someone You Loved,Lewis Capaldi,1,2018,11,8,17836,53,2887241814,440,125,"1,800",0,,110,C#,Major,50,45,41,75,0,11,3
+Me Porto Bonito,"Chencho Corleone, Bad Bunny",2,2022,5,6,8870,43,1440757818,104,120,141,26,49,92,C#,Minor,91,43,71,9,0,9,8
+Makeba,Jain,1,2015,6,22,6060,53,165484133,150,148,"2,703",22,"1,451",116,D,Major,82,40,66,39,51,25,7
+MONTAGEM - FR PUNK,"Ayparia, unxbected",2,2012,6,20,641,50,58054811,1,52,8,0,"1,170",129,A,Major,63,84,82,70,8,9,7
+Fast Car,Luke Combs,1,2023,3,24,1446,12,157058870,57,97,35,0,429,98,G#,Major,71,67,60,19,0,12,3
+What It Is (Solo Version),Doechii,1,2023,3,17,804,25,95131998,29,76,24,0,162,172,C#,Minor,74,76,76,6,0,10,9
+Coco Chanel,"Bad Bunny, Eladio Carrion",2,2023,3,17,1962,38,250305248,28,89,29,5,82,150,D,Major,68,14,76,4,0,10,4
+DonпїЅпїЅпїЅt Bl,Taylor Swift,1,2017,11,8,4875,23,685032533,19,45,0,0,10,136,A,Minor,62,19,53,11,0,6,4
+Still With You,Jung Kook,1,2020,6,5,31,39,38411956,2,107,8,0,0,88,C#,Minor,53,34,47,9,0,83,4
+All My Life (feat. J. Cole),"J. Cole, Lil Durk",2,2023,5,12,2175,23,144565150,69,145,69,2,478,143,D#,Major,83,69,44,15,0,10,33
+Say Yes To Heaven,Lana Del Rey,1,2023,3,17,2000,46,127567540,49,105,63,1,0,100,F#,Minor,49,17,35,71,9,11,3
+Snooze,SZA,1,2022,12,9,2839,25,399686758,58,156,42,1,236,143,F,Major,56,39,55,14,0,11,13
+Summertime Sadness,Lana Del Rey,1,2011,1,1,20333,52,983637508,89,143,"1,632",3,200,112,C#,Minor,56,24,66,7,0,12,3
+Take Two,BTS,1,2023,6,9,674,47,118482347,20,106,25,4,78,93,G,Major,62,57,59,3,0,38,3
+Lover,Taylor Swift,1,2012,1,1,8448,23,882831184,160,110,163,0,5,206,G,Major,43,50,55,50,0,15,10
+Too Many Nights (feat. Don Toliver & with Future),"Future, Metro Boomin, Don Toliver",3,2022,12,2,2110,58,286400165,17,119,19,2,266,88,G,Minor,68,17,71,15,0,11,5
+Chemical,Post Malone,1,2023,4,14,2528,39,172825906,56,91,59,3,486,170,D,Major,50,37,90,0,0,12,5
+Mockingbird,Eminem,1,2004,1,1,12985,61,1241559043,49,98,"2,394",5,204,84,E,Minor,62,24,67,21,0,13,28
+New Jeans,NewJeans,1,2023,7,7,77,35,29562220,8,166,4,4,34,134,E,Minor,81,53,72,51,0,12,5
+Primera Cita,Carin Leon,1,2022,4,20,266,27,77309611,6,40,6,6,202,158,A#,Major,54,50,40,61,0,10,6
+Cold Heart - PNAU Remix,"Dua Lipa, Elton John, Pnau",3,2017,11,10,21097,52,1605224506,384,135,"1,034",37,312,116,C#,Major,80,92,80,4,0,10,3
+Dandelions,Ruth B.,1,2017,4,28,3423,21,1116995633,41,100,59,1,32,117,C#,Major,61,45,69,2,0,9,3
+Bones,Imagine Dragons,1,2021,3,11,4198,44,838079900,98,108,327,17,153,114,F,Minor,77,65,72,2,0,7,5
+Set Fire to the Rain,Adele,1,2011,1,1,14739,43,1163620694,88,112,"2,163",5,519,108,D,Minor,61,47,68,0,0,13,3
+Money Trees,"Kendrick Lamar, Jay Rock",2,2012,1,1,26792,32,1093605526,69,113,695,0,458,144,E,Minor,74,37,53,7,0,21,10
+Tak Segampang Itu,Anggi Marito,1,2022,12,2,213,6,179659294,7,6,0,0,48,130,F,Major,51,18,44,76,0,11,3
+LAGUNAS,"Jasiel NuпїЅпїЅez, Peso P",2,2023,6,22,58,18,39058561,2,106,4,2,184,116,B,Major,77,79,62,33,1,15,3
+Mine (Taylor's Version),Taylor Swift,1,2023,7,7,99,15,36912123,21,52,6,1,0,121,G,Major,65,49,78,0,0,17,4
+Everybody Wants To Rule The World,Tears For Fears,1,1985,2,17,41751,25,1205951614,101,32,"2,655",0,666,112,G,Major,64,54,81,36,0,11,6
+No Role Modelz,J. Cole,1,2014,12,9,21164,36,1791000570,80,65,476,0,14,100,A#,Minor,70,47,52,30,0,6,33
+Tattoo,Loreen,1,2023,2,25,2988,59,201660859,74,102,145,18,925,150,D#,Minor,55,30,78,24,0,12,8
+Rara Vez,"Taiu, Milo j",2,2023,2,8,893,38,248088961,19,23,24,3,88,120,F,Minor,84,96,71,18,0,34,17
+VAGABUNDO,"Sebastian Yatra, Manuel Turizo, BeпїЅп",3,2023,5,12,1094,34,90839753,40,58,47,8,203,127,B,Minor,82,89,85,4,0,23,6
+august,Taylor Swift,1,2020,7,24,7324,22,607123776,25,81,61,1,44,90,F,Major,51,42,61,53,0,9,3
+LUNA,"Junior H, Peso Pluma",2,2023,6,22,201,11,55842345,19,117,8,1,74,128,A,Minor,75,79,63,33,0,15,4
+Miracle (with Ellie Goulding),"Calvin Harris, Ellie Goulding",2,2023,3,10,5120,48,211050784,161,115,246,9,638,143,A,Major,64,31,87,4,4,8,4
+Nonsense,Sabrina Carpenter,1,2022,7,15,2346,27,342897938,69,12,38,8,64,139,G#,Major,74,68,68,3,0,26,4
+Que Vuelvas,"Carin Leon, Grupo Frontera",2,2022,12,9,763,26,2762,21,110,21,9,71,162,A#,Major,49,78,64,19,0,11,4
+Por las Noches,Peso Pluma,1,2021,6,11,457,24,330346424,8,116,4,3,2,92,,Major,81,39,60,31,0,7,3
+Feliz CumpleaпїЅпїЅos Fe,Feid,1,2022,8,19,3430,38,601863821,45,69,52,4,3,95,F,Major,87,57,55,10,0,29,7
+Can't Hold Us (feat. Ray Dalton),"Ray Dalton, Ryan Lewis, Macklemore",3,2011,8,16,6074,52,1953533826,201,44,"6,551",2,0,146,D,Major,63,88,93,3,0,10,8
+Watermelon Sugar,Harry Styles,1,2019,11,17,21915,34,2322580122,437,115,"1,212",12,,95,,Major,55,56,82,12,0,34,5
+lovely - Bonus Track,"Billie Eilish, Khalid",2,2017,8,11,15032,30,2355719893,221,96,"1,078",2,136,115,E,Minor,35,12,30,93,0,10,3
+"Rauw Alejandro: Bzrp Music Sessions, Vol. 56","Rauw Alejandro, Bizarrap",2,2023,6,21,871,32,66902503,25,59,32,5,88,128,B,Major,78,59,65,10,0,26,5
+Queencard,(G)I-DLE,1,2023,5,15,451,33,96273746,10,126,7,0,148,130,E,Minor,82,69,83,3,0,27,5
+OMG,NewJeans,1,2023,1,2,1783,27,430977451,26,124,15,1,22,127,A,Minor,80,74,77,36,0,11,4
+Radio,Lana Del Rey,1,2011,1,1,9389,46,284819874,24,122,282,3,368,150,D,Major,42,20,86,21,0,9,9
+"Shakira: Bzrp Music Sessions, Vol. 53","Shakira, Bizarrap",2,2023,1,11,5724,44,721975598,119,108,254,29,22,122,D,Minor,78,50,63,27,0,9,5
+505,Arctic Monkeys,1,2007,4,20,13985,25,1217120710,30,80,588,1,1,140,,Major,52,20,85,0,0,7,5
+"Calling (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, NAV, feat. A Boogie Wit da Hoodie)","Swae Lee, A Boogie Wit da Hoodie, Metro Boomin, NAV",4,2023,6,2,1051,16,109276132,31,37,31,0,189,140,,Major,63,22,54,46,0,12,8
+Trance (with Travis Scott & Young Thug),"Travis Scott, Young Thug, Metro Boomin",3,2022,12,2,1682,46,276259178,24,90,30,1,176,119,C#,Minor,75,48,53,18,0,18,34
+"Tere Vaaste (From ""Zara Hatke Zara Bachke"")","Sachin-Jigar, Shadab Faridi, Altamash Faridi, Amitabh Bhattacharya, Varun Jain",5,2023,5,22,182,8,54225632,3,88,1,0,52,110,G,Minor,76,96,72,32,0,9,4
+Perfect,Ed Sheeran,1,2017,1,1,16596,13,2559529074,7,0,"2,094",0,0,95,G#,Major,60,17,45,16,0,11,2
+Romantic Homicide,d4vd,1,2022,7,20,2335,23,681583126,82,55,50,0,9,132,F#,Major,56,20,55,45,1,32,3
+Believer,Imagine Dragons,1,2017,1,31,18986,23,2594040133,250,121,"2,969",10,31,125,A#,Minor,77,74,78,4,0,23,11
+Novo BalanпїЅ,"Veigh, Bvga Beatz, Supernova Ent, Prod Malax",4,2023,5,19,283,7,81102253,6,9,26,1,66,124,D#,Minor,84,65,50,67,0,13,6
+"Gol Bolinha, Gol Quadrado 2","Mc Pedrinho, DJ 900",2,2023,6,1,293,8,11956641,5,2,30,2,66,133,B,Minor,93,68,65,42,0,12,25
+Without Me,Eminem,1,2002,1,1,21081,43,1687664027,98,76,"3,889",5,0,112,G,Major,92,67,66,0,0,36,9
+QUEMA,"Sog, Ryan Castro, Peso Pluma",3,2023,7,13,437,31,11599388,17,29,26,3,208,97,,Major,79,92,89,5,0,6,5
+Stargirl Interlude,"The Weeknd, Lana Del Rey",2,2016,11,24,1275,32,611700552,13,8,5,0,1,90,F,Minor,59,52,48,38,5,10,11
+Ojitos Lindos,"Bomba EstпїЅпїЅreo, Bad B",2,2022,5,6,6135,38,1133865788,71,113,99,13,28,80,D#,Minor,65,27,69,8,0,53,4
+Somewhere Only We Know,Keane,1,2004,1,1,20015,16,1089402494,107,69,"5,239",0,558,172,A,Major,45,33,59,6,0,8,3
+Those Eyes,New West,1,2019,5,10,1507,14,411747614,24,71,44,1,195,120,E,Major,60,24,35,73,0,31,3
+El Gordo Trae El Mando,Chino Pacas,1,2023,1,27,539,21,255932395,7,71,4,2,13,140,G,Minor,74,96,80,18,0,5,5
+Mi Bello Angel,Natanael Cano,1,2023,6,30,86,8,31873544,7,76,3,1,93,128,A,Minor,81,90,77,1,0,9,5
+Bye,Peso Pluma,1,2023,5,26,324,14,95053634,13,110,8,2,60,122,,Major,78,70,81,57,0,10,5
+Danza Kuduro,"Don Omar, Lucenzo",2,2010,1,1,17138,37,1279434863,119,81,974,1,503,130,,Major,47,86,92,8,0,5,24
+Nosso Quadro,"Ana Castela, AgroPlay",2,2023,2,2,894,9,233801632,14,88,66,3,72,160,A,Major,69,61,71,33,0,31,20
+Locked Out Of Heaven,Bruno Mars,1,2012,12,5,1622,9,1481349984,0,0,356,0,0,144,F,Major,73,87,70,6,0,28,5
+Un Finde | CROSSOVER #2,"Big One, FMK, Ke personajes",3,2023,4,4,561,14,142095275,4,14,12,5,56,192,B,Major,50,85,52,11,0,28,6
+Jimmy Cooks (feat. 21 Savage),"Drake, 21 Savage",2,2022,6,17,5871,27,618885532,81,121,58,1,34,163,,Major,54,40,67,0,0,9,17
+Counting Stars,OneRepublic,1,2013,1,1,29215,43,2011464183,179,97,"3,394",11,153,122,C#,Minor,66,48,71,6,0,12,4
+Ghost,Justin Bieber,1,2021,3,19,5866,24,1167330737,107,38,95,0,,154,D,Major,61,41,74,21,0,40,6
+Under The Influence,Chris Brown,1,2019,10,4,3859,26,929964809,133,181,3,0,,117,A,Minor,73,31,69,6,0,11,4
+PRC,"Natanael Cano, Peso Pluma",2,2023,1,23,961,26,436027885,19,143,10,6,15,138,G,Minor,78,89,83,10,0,12,5
+Gasolina,Daddy Yankee,1,2004,7,13,6457,18,657723613,98,95,453,0,454,96,,Major,86,74,80,33,0,8,6
+One Dance,"Drake, WizKid, Kyla",3,2016,4,4,43257,24,2713922350,433,107,"3,631",0,26,104,C#,Major,77,36,63,1,0,36,5
+Enchanted,Taylor Swift,1,2010,1,1,4564,16,621660989,24,101,113,0,40,164,G#,Major,45,24,62,8,0,16,3
+Save Your Tears,The Weeknd,1,2020,3,20,12688,13,1591223784,197,115,112,0,200,118,,Major,68,61,82,2,0,50,3
+Sure Thing,Miguel,1,2010,5,25,13801,19,950906471,137,125,435,6,285,81,B,Minor,68,51,60,3,0,19,10
+Every Breath You Take - Remastered 2003,The Police,1,1983,1,6,22439,19,1593270737,211,74,929,0,129,117,C#,Major,82,73,45,54,0,7,3
+The Night We Met,Lord Huron,1,2015,2,2,18515,35,1410088830,70,82,939,1,162,174,D,Major,45,10,37,97,25,64,4
+We Found Love,"Rihanna, Calvin Harris",2,2011,1,1,36843,21,1235005533,321,91,"4,607",1,58,128,C#,Major,73,60,77,3,0,11,4
+When I Was Your Man,Bruno Mars,1,2012,12,5,2420,11,1661187319,0,0,806,0,0,145,,Major,60,43,27,94,0,14,4
+Let Me Down Slowly,Alec Benjamin,1,2018,5,25,5897,19,1374581173,0,0,885,0,0,150,C#,Minor,65,51,55,73,0,14,3
+"Am I Dreaming (Metro Boomin & A$AP Rocky, Roisee)","A$AP Rocky, Metro Boomin, Roisee",3,2023,6,2,727,16,94186466,17,60,28,1,44,90,A,Minor,60,13,53,4,0,21,4
+Do I Wanna Know?,Arctic Monkeys,1,2013,1,1,33783,26,1788326445,133,92,"2,733",1,26,85,F,Major,55,42,53,17,0,22,3
+Demons,Imagine Dragons,1,2012,1,1,26694,13,1840364617,65,82,"3,425",4,13,180,D#,Major,33,38,71,20,0,28,5
+ээээээээээээ,YOASOBI,1,2023,4,12,356,16,143573775,35,102,8,1,117,166,C#,Major,57,84,94,11,0,37,9
+Reminder,The Weeknd,1,2016,11,25,6518,17,684675814,45,85,238,1,47,160,G#,Major,71,40,50,16,0,16,22
+Shake It Off,Taylor Swift,1,2014,1,1,21335,13,1113838873,328,70,"1,378",9,20,160,G,Major,65,95,80,5,0,41,16
+Why'd You Only Call Me When You're High?,Arctic Monkeys,1,2013,1,1,23389,29,1267333350,54,70,"1,089",2,1,92,D,Major,70,81,63,4,0,8,4
+SNAP,Rosa Linn,1,2022,3,19,3202,18,726307468,148,80,226,24,0,170,,Major,56,53,64,11,0,45,6
+Shape of You,Ed Sheeran,1,2017,1,6,32181,10,3562543890,33,0,"6,808",7,0,96,C#,Minor,83,93,65,58,0,9,8
+Night Changes,One Direction,1,2014,11,17,7124,18,1131090940,60,20,2,0,,120,G#,Major,67,40,52,86,0,12,4
+Fin de Semana,"Oscar Maydon, Junior H",2,2023,1,13,592,14,307370144,11,84,6,1,30,98,,Major,70,37,54,6,0,9,8
+Creep,Radiohead,1,1992,9,21,36724,7,1271293243,146,72,"6,807",5,80,92,G,Major,53,12,34,1,0,12,4
+Car's Outside,James Arthur,1,2019,10,18,794,10,265882712,38,25,61,0,263,150,A,Major,34,24,56,4,0,11,3
+Apocalypse,Cigarettes After Sex,1,2017,3,21,13091,17,841749534,61,96,790,2,116,94,F,Major,37,17,47,2,46,11,3
+Cheques,Shubh,1,2023,5,19,67,8,47956378,7,10,0,0,57,90,E,Minor,74,36,63,26,0,27,5
+Pink + White,Frank Ocean,1,2016,8,20,21574,30,806397070,112,68,266,1,39,160,A,Major,54,54,55,67,0,42,11
+Circles,Post Malone,1,2019,8,30,19664,16,2132335812,391,73,633,3,37,120,,Major,70,59,75,24,0,9,4
+Just The Way You Are,Bruno Mars,1,2010,1,1,21106,13,1641426668,82,0,"2,946",0,0,109,F,Major,63,46,85,1,0,9,5
+Take Me To Church,Hozier,1,2013,9,13,23804,31,2135158446,187,99,"4,623",1,0,129,E,Minor,57,41,66,63,0,12,5
+Bebe Dame,"Fuerza Regida, Grupo Frontera",2,2022,12,16,849,22,367316268,27,129,21,7,111,157,G,Major,54,75,60,30,0,7,5
+You Belong With Me (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2021,4,9,2619,12,350381515,47,90,1,0,7,130,F#,Major,63,49,73,5,0,9,3
+Titi Me Preguntпї,Bad Bunny,1,2022,5,6,9037,42,1264310836,124,133,139,14,166,107,F,Minor,65,19,72,10,0,13,25
+Better Than Revenge (Taylor's Version),Taylor Swift,1,2023,7,7,86,11,30343206,3,33,3,0,1,146,B,Minor,50,67,89,0,0,19,8
+Shut up My Moms Calling,Hotel Ugly,1,2020,2,10,1788,14,405136812,1,50,19,0,19,139,A,Minor,48,37,41,32,0,10,10
+Have You Ever Seen The Rain?,Creedence Clearwater Revival,1,1968,7,1,15890,14,1145727611,71,37,653,0,167,116,,Major,74,76,70,7,0,13,3
+Es un Secreto,Plan B,1,2010,7,20,492,36,540654286,4,3,19,0,0,95,F#,Minor,84,52,77,12,0,7,4
+POLARIS - Remix,"Feid, Mora, Saiko, Quevedo",4,2023,6,8,773,33,57312735,20,46,21,8,99,170,G#,Minor,62,55,80,15,0,37,7
+Ditto,NewJeans,1,2022,12,19,1154,22,397582059,28,125,11,1,51,134,F#,Minor,81,18,64,3,0,10,11
+Take On Me,a-ha,1,1984,10,19,44927,17,1479115056,34,0,"5,108",6,0,84,F#,Minor,57,86,90,2,0,9,5
+"Annihilate (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, Lil Wayne, Offset)","Swae Lee, Lil Wayne, Offset, Metro Boomin",4,2023,6,2,551,4,86773632,13,46,20,1,10,146,B,Minor,61,20,48,21,0,12,6
+"Angel Pt 1 (feat. Jimin of BTS, JVKE & Muni Long)","Kodak Black, NLE Choppa, Muni Long, JVKE, Jimin",5,2023,5,1,577,14,133753727,22,18,15,1,0,74,A#,Minor,53,24,67,11,0,10,28
+AcrпїЅпїЅs,Shakira,1,2023,5,11,955,29,123124076,37,50,79,11,31,144,B,Major,75,35,48,84,0,10,12
+AMG,"Natanael Cano, Gabito Ballesteros, Peso Pluma",3,2022,11,24,995,19,463564958,12,117,9,5,3,136,B,Minor,77,79,73,15,0,27,10
+"Phir Aur Kya Chahiye (From ""Zara Hatke Zara Bachke"")","Arijit Singh, Sachin-Jigar, Amitabha Bhattacharya",3,2023,5,15,178,6,64533040,6,71,1,0,31,100,E,Major,56,53,55,53,0,12,4
+S-Class,Stray Kids,1,2023,6,2,290,19,65496046,9,101,5,0,73,105,F,Minor,89,67,78,9,0,7,33
+Hits Different,Taylor Swift,1,2023,5,26,547,0,68616963,15,15,6,0,0,106,F,Major,67,24,78,15,0,30,4
+Chanel,"Becky G, Peso Pluma",2,2023,3,30,681,10,161460990,15,92,21,2,26,132,D,Major,85,53,68,40,0,9,4
+Self Love (Spider-Man: Across the Spider-Verse) (Metro Boomin & Coi Leray),"Metro Boomin, Coi Leray",2,2023,6,2,332,5,70106975,18,41,5,0,19,120,A,Major,78,5,30,21,0,13,5
+Area Codes,"Kaliii, Kaliii",2,2023,3,17,1197,13,113509496,44,34,25,1,171,155,C#,Major,82,51,39,2,0,9,49
+Abcdario,"Junior H, Eden MuпїЅп",2,2023,5,13,262,5,89933133,8,60,4,1,109,129,G#,Major,70,42,43,78,0,11,3
+Obsessed,"Abhijay Sharma, Riar Saab",2,2022,9,29,161,6,71007139,10,79,2,0,42,135,F,Minor,80,85,74,62,0,8,9
+PiпїЅпїЅman Deпї,"Semicenk, DoпїЅпїЅu ",2,2023,6,2,185,3,43522589,5,6,4,1,33,98,A#,Minor,73,45,62,28,0,13,13
+FLOWER,JISOO,1,2023,3,31,839,18,232896922,20,110,20,0,69,124,A,Minor,84,64,39,3,0,11,4
+"All The Way Live (Spider-Man: Across the Spider-Verse) (Metro Boomin & Future, Lil Uzi Vert)","Future, Lil Uzi Vert, Metro Boomin",3,2023,6,2,259,0,37126685,5,17,5,0,0,135,A,Minor,77,28,55,18,0,22,15
+Eyes Closed,Ed Sheeran,1,2023,3,23,2915,30,195576623,116,69,107,3,675,107,D,Major,78,39,53,30,0,11,6
+Escapism.,"RAYE, 070 Shake",2,2022,10,12,5129,25,532336353,116,84,114,18,348,96,D,Major,54,25,74,14,0,9,11
+La Jumpa,"Arcangel, Bad Bunny",2,2022,11,30,3794,34,538115192,47,77,53,10,8,123,G#,Major,71,58,70,30,0,32,19
+Karma (feat. Ice Spice),"Taylor Swift, Ice Spice",2,2023,5,26,588,0,46142772,23,21,31,0,0,90,G#,Major,62,7,62,6,0,58,6
+Superhero (Heroes & Villains) [with Future & Chris Brown],"Future, Chris Brown, Metro Boomin",3,2022,12,2,2959,16,401036314,41,69,38,0,36,117,F,Minor,72,45,59,14,0,20,21
+Las Morras,"BLESSD, Peso Pluma",2,2023,4,4,291,8,127026613,8,78,4,1,1,133,A,Minor,78,90,84,31,0,7,4
+CHORRITO PA LAS ANIMAS,Feid,1,2022,12,2,2321,36,345031710,29,65,34,5,3,96,G#,Minor,74,61,83,11,0,35,6
+Ch y la Pizza,"Fuerza Regida, Natanael Cano",2,2022,12,1,536,10,288101651,10,72,8,3,14,149,G#,Major,66,85,60,40,0,14,13
+Snow On The Beach (feat. More Lana Del Rey),"Lana Del Rey, Taylor Swift",2,2023,5,26,359,2,60350538,1,0,9,0,0,110,F#,Minor,66,32,40,81,0,11,3
+Players,Coi Leray,1,2022,11,30,4096,6,335074782,118,48,143,0,240,105,F#,Major,95,62,52,3,0,5,16
+Bite Me,ENHYPEN,1,2023,5,22,349,69,76767396,8,96,5,0,56,105,C#,Major,80,69,78,28,0,11,14
+Stand By Me (feat. Morgan Wallen),"Lil Durk, Morgan Wallen",2,2023,5,26,381,5,46065667,23,82,6,0,113,134,B,Major,76,61,58,6,0,16,3
+Normal,Feid,1,2022,7,8,2461,36,459276435,47,66,45,5,6,170,E,Minor,71,59,56,4,0,27,12
+Hummingbird (Metro Boomin & James Blake),"James Blake, Metro Boomin",2,2023,6,2,277,1,39666245,1,20,5,0,1,81,F#,Major,59,26,60,46,1,25,13
+Seu Brilho Sumiu - Ao Vivo,"Israel & Rodolffo, Mari Fernandez",2,2023,3,1,967,5,138517666,7,29,51,1,29,154,F#,Major,63,75,92,31,0,91,5
+Bad Habit,Steve Lacy,1,2022,6,29,8186,12,822633917,155,72,131,16,29,169,C#,Major,69,69,51,63,0,38,4
+CUFF IT,Beyoncпї,1,2022,7,29,7842,10,595900742,215,88,330,26,23,115,G,Major,78,64,69,4,0,7,14
+Lilith (feat. SUGA of BTS) (Diablo IV Anthem),"Halsey, Suga",2,2023,6,5,215,6,51985779,6,14,8,2,4,84,A,Minor,43,14,74,1,0,19,8
+69,"Nicky Jam, Feid",2,2023,5,18,1134,22,57945987,39,14,48,2,3,93,G#,Major,79,58,62,11,0,11,23
+NiпїЅпїЅa Bo,"Sean Paul, Feid",2,2023,4,21,1305,34,115010040,29,26,43,5,44,91,G,Major,82,47,62,10,0,10,15
+Search & Rescue,Drake,1,2023,4,7,2066,6,175097833,58,70,43,0,182,142,A#,Minor,82,54,44,6,0,33,7
+AMERICA HAS A PROBLEM (feat. Kendrick Lamar),"Kendrick Lamar, Beyoncпї",2,2023,5,19,896,0,57089066,34,2,33,0,1,126,C#,Major,78,20,70,1,0,16,4
+Lavender Haze,Taylor Swift,1,2022,10,21,3763,8,488386797,51,43,38,10,1,97,A#,Major,73,10,44,26,0,16,8
+"Link Up (Metro Boomin & Don Toliver, Wizkid feat. BEAM & Toian) - Spider-Verse Remix (Spider-Man: Across the Spider-Verse )","WizKid, Toian, Metro Boomin, Don Toliver, Beam",5,2023,6,2,197,0,32761689,3,10,3,0,0,101,F,Major,92,59,51,41,51,26,8
+Efecto,Bad Bunny,1,2022,5,6,4004,33,1047480053,34,65,43,6,2,98,G,Minor,80,23,48,14,0,6,5
+Erro Gostoso - Ao Vivo,Simone Mendes,1,2023,1,27,984,5,153454328,8,57,76,2,49,154,F#,Major,59,63,89,18,0,80,9
+Cupido,Tini,1,2023,2,14,1240,24,217672943,51,29,63,4,54,120,A,Major,91,63,58,52,0,31,22
+Just Wanna Rock,Lil Uzi Vert,1,2022,10,17,3995,13,457184829,72,27,47,0,0,150,B,Major,49,4,55,7,0,6,3
+Unstoppable,Sia,1,2016,1,21,7681,13,939844851,119,66,"1,145",2,,174,A,Major,47,27,78,11,0,10,8
+Until I Found You,Stephen Sanchez,1,2021,9,1,4427,4,726434358,69,100,154,20,438,202,A#,Major,34,25,51,69,0,18,4
+Rich Flex,"Drake, 21 Savage",2,2022,11,4,4657,18,573633020,84,84,42,0,23,153,B,Minor,56,42,52,5,0,36,24
+Easy On Me,Adele,1,2021,10,14,10195,20,1406111294,258,87,657,22,9,142,F,Major,60,13,37,58,0,13,3
+CartпїЅпїЅo B,"MC Caverinha, KayBlack",2,2023,5,11,269,4,71573339,7,2,30,1,11,108,A,Minor,84,55,47,26,0,20,64
+Danger (Spider) (Offset & JID),"Offset, JID",2,2023,6,2,214,0,24975653,3,3,6,0,0,143,B,Major,83,25,69,4,0,23,12
+Oi Balde - Ao Vivo,ZпїЅпїЅ Neto & Crist,1,2023,2,14,845,2,145458418,12,57,47,1,33,108,D,Major,67,55,67,60,0,80,5
+The Real Slim Shady,Eminem,1,2000,1,1,20763,27,1424589568,81,53,"3,271",1,17,104,F,Minor,95,78,66,3,0,4,6
+MERCHO,"Migrantes, LiL CaKe, Nico Valdi",3,2022,12,16,1267,20,231332117,41,22,56,4,84,93,F#,Minor,84,96,79,43,0,18,11
+The Color Violet,Tory Lanez,1,2021,12,10,2585,32,415932686,3,79,21,1,54,105,F#,Minor,65,46,53,16,0,9,5
+Glimpse of Us,Joji,1,2022,6,10,6330,6,988515741,109,42,158,3,31,170,G#,Major,44,27,32,89,0,14,5
+Mejor Que Yo,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,5,4,675,1,50847624,9,13,11,0,1,178,C#,Minor,62,56,66,18,0,12,5
+Curtains,Ed Sheeran,1,2023,5,5,715,0,39893489,37,3,27,0,50,176,F#,Minor,50,44,76,10,0,32,5
+UNFORGIVEN (feat. Nile Rodgers),"Nile Rodgers, LE SSERAFIM",2,2023,5,1,327,13,92035115,14,110,9,0,49,104,E,Minor,80,38,88,11,0,11,5
+Haegeum,Agust D,1,2023,4,21,244,12,118810253,6,84,10,2,9,85,G,Major,70,83,84,31,0,47,30
+ConexпїЅпїЅes de MпїЅпїЅfia (feat. Rich ,"Rich The Kid, Matuпї",2,2023,4,30,385,4,77233241,17,7,41,1,29,117,F#,Minor,77,69,58,39,0,26,5
+MIENTRAS ME CURO DEL CORA,Karol G,1,2023,2,24,1020,35,206399629,15,26,30,6,0,80,,Major,52,57,48,86,0,15,39
+Never Felt So Alone,Labrinth,1,2023,4,7,1730,3,117747907,46,5,51,0,20,98,F,Major,44,36,41,50,0,38,5
+X SI VOLVEMOS,"Karol G, Romeo Santos",2,2023,2,2,2127,33,266624541,45,80,53,8,4,178,C#,Minor,79,58,78,34,0,11,25
+ceilings,Lizzy McAlpine,1,2022,4,8,3242,9,293186992,67,55,48,0,6,148,A,Major,51,27,33,48,0,22,3
+Cupid,Fifty Fifty,1,2023,2,24,526,10,139681964,15,93,30,0,320,120,D,Major,77,94,66,65,0,38,3
+I AM,IVE,1,2023,4,10,366,15,123132751,16,102,7,0,55,122,E,Minor,68,38,88,1,0,8,5
+Cupid пїЅпїЅпїЅ Twin Ver. (FIFTY FIFTY) пїЅпїЅпїЅ Spe,sped up 8282,1,1997,1,1,472,2,103762518,0,0,6,0,0,144,F,Major,74,75,73,42,0,9,4
+Shorty Party,"Cartel De Santa, La Kelly",2,2023,3,4,432,12,162887075,8,14,12,2,33,96,D,Major,93,47,47,33,0,10,36
+Super,SEVENTEEN,1,2023,4,24,271,12,91221625,16,103,9,0,55,137,G#,Major,77,35,88,16,0,17,9
+Slut Me Out,NLE Choppa,1,2022,4,22,816,4,190490915,21,4,13,0,4,121,F#,Minor,94,71,61,12,0,53,42
+Double Fantasy (with Future),"The Weeknd, Future",2,2023,4,21,1169,0,96180277,36,65,28,0,0,119,A,Minor,60,10,57,1,0,50,3
+All Of The Girls You Loved Before,Taylor Swift,1,2019,8,23,1282,6,185240616,26,6,19,0,5,96,D,Major,72,40,47,71,0,13,4
+PROVENZA,Karol G,1,2022,4,21,6587,34,885093467,114,104,147,11,20,111,C#,Major,87,53,52,66,1,11,5
+Princess Diana (with Nicki Minaj),"Nicki Minaj, Ice Spice",2,2023,4,14,1444,4,104992946,0,0,0,0,0,148,A,Major,90,74,68,14,0,10,19
+Di Que Si,"Grupo Marca Registrada, Grupo Frontera",2,2023,2,3,356,10,147290338,4,64,4,2,37,182,A,Major,57,80,59,8,0,6,5
+Shivers,Ed Sheeran,1,2021,9,9,10147,30,1302184087,234,71,543,18,,141,D,Major,79,82,86,28,0,4,9
+Igualito a Mi Apпї,"Fuerza Regida, Peso Pluma",2,2022,12,30,265,6,158950978,8,84,5,1,4,145,E,Minor,76,80,81,19,0,6,9
+Shoong! (feat. LISA of BLACKPINK),"TAEYANG, Lisa",2,2023,4,25,351,9,76910644,16,90,10,0,64,110,B,Minor,76,26,70,1,0,41,6
+Komang,Raim Laode,1,2022,8,16,158,4,137123880,5,6,1,1,18,134,G,Major,70,35,41,41,0,10,3
+DESPECHпї,ROSALпїЅ,1,2022,7,28,7613,33,782369383,180,90,422,15,55,130,G,Major,92,78,62,18,0,6,10
+Made You Look,Meghan Trainor,1,2022,10,21,3956,6,502574952,142,23,127,3,16,145,A#,Major,84,88,53,35,0,8,7
+Watch This - ARIZONATEARS Pluggnb Remix,"sped up nightcore, ARIZONATEARS, Lil Uzi Vert",3,2023,2,5,1638,10,207033255,0,0,21,0,0,130,B,Minor,69,36,90,1,10,15,4
+No Se Va,Grupo Frontera,1,2022,4,28,924,18,404887295,17,80,22,9,38,173,,Major,59,69,53,12,0,23,3
+Punto G,Quevedo,1,2022,11,4,1985,35,381161027,34,26,37,5,1,92,B,Minor,75,55,76,25,0,10,15
+Lovers Rock,TV Girl,1,2014,6,5,6339,13,466231982,3,1,36,1,37,105,F,Minor,56,57,87,0,1,10,4
+METAMORPHOSIS,INTERWORLD,1,2021,11,25,1561,24,357580552,18,78,24,0,30,175,G,Minor,59,15,64,43,90,12,10
+Mami Chula,"Quevedo, Jhayco",2,2023,4,27,875,4,61105704,17,13,27,0,43,120,G,Minor,80,33,70,22,0,9,4
+En Paris,"El Chachito, Junior H",2,2022,12,24,406,5,198275403,3,31,2,1,0,139,D#,Minor,70,77,48,37,0,12,5
+Set Me Free Pt.2,Jimin,1,2023,3,17,340,13,168448603,4,71,16,1,9,132,,Minor,59,56,82,12,0,12,6
+I Was Never There,"The Weeknd, Gesaffelstein",2,2018,3,29,4188,15,705469769,30,70,142,0,27,114,A#,Major,32,17,74,14,0,17,3
+Don't ever say love me (feat. RM of BTS),"RM, Colde",2,2023,5,4,105,0,34502215,5,9,5,0,0,145,B,Minor,54,19,48,36,0,37,5
+Shut Down,BLACKPINK,1,2022,9,16,1524,17,482175240,53,120,62,0,2,110,,Major,82,67,69,0,0,18,4
+Gato de Noche,"Nengo Flow, Bad Bunny",2,2022,12,22,2651,30,304118600,21,55,32,3,0,94,G#,Major,89,61,66,17,0,36,16
+Call Out My Name,The Weeknd,1,2018,3,29,11087,6,1449799467,151,107,801,1,105,134,C#,Major,45,17,60,21,0,33,4
+Like Crazy (English Version),Jimin,1,2023,3,24,373,19,173627354,4,72,5,0,5,120,G,Major,62,32,76,0,0,39,4
+Rosa Pastel,"Jasiel NuпїЅпїЅez, Peso P",2,2023,2,2,200,4,90025258,8,77,2,1,1,123,G,Minor,70,86,68,24,0,11,4
+Sunroof,"Nicky Youre, Dazy",2,2021,12,3,3741,17,652704649,156,35,110,19,0,131,A#,Major,77,84,71,35,0,15,4
+Lose Yourself - Soundtrack Version,Eminem,1,2002,1,1,32502,21,1829992958,247,54,"5,567",1,51,171,D,Major,70,6,73,1,0,36,26
+Superman,"Eminem, Dina Rae",2,2002,5,26,7615,14,655466831,18,51,"1,005",0,0,130,E,Minor,80,64,76,2,0,20,6
+Mas Rica Que Ayer,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,3,2,1208,34,146409671,10,41,20,0,1,94,B,Major,82,53,67,34,0,9,8
+People Pt.2 (feat. IU),"IU, Agust D",2,2023,4,7,209,4,95816024,4,45,11,2,24,89,G,Minor,73,44,57,39,0,32,6
+REMIX EXCLUSIVO,Feid,1,2023,3,17,1235,9,117206995,20,8,15,0,6,87,F,Minor,65,71,56,4,0,15,20
+"ArcпїЅпїЅngel: Bzrp Music Sessions, Vol","Arcangel, Bizarrap",2,2023,3,22,654,3,100409613,11,3,18,1,1,124,B,Minor,72,79,78,55,0,15,30
+DOGTOOTH,"Tyler, The Creator",2,2023,3,27,1479,0,80758350,23,0,18,0,33,78,G#,Major,71,80,65,51,0,22,32
+10:35,"TiпїЅпїЅsto, Tate M",2,2022,11,1,4942,26,325592432,190,104,147,18,63,120,G#,Major,70,70,79,7,0,18,10
+SORRY NOT SORRY,"Tyler, The Creator",2,2023,3,31,709,0,58473276,8,1,13,0,0,96,F#,Minor,48,50,80,40,0,37,20
+HAPPY,NF,1,2023,3,25,660,0,52722996,22,7,11,0,78,106,G,Major,73,22,86,31,0,12,4
+La Bebe,Yng Lvcas,1,2021,12,24,489,17,191945597,4,11,5,1,2,170,D,Minor,78,75,46,62,0,12,35
+I Know - PR1SVX Edit,"Kanii, PR1ISVX",2,2023,3,24,407,0,77377503,16,15,5,0,1,134,B,Minor,67,11,76,8,47,30,7
+Late Night Talking,Harry Styles,1,2022,5,20,7461,8,743693613,166,42,199,16,58,115,A#,Major,71,90,73,30,0,11,5
+LeпїЅ,MarпїЅпїЅlia Mendo,1,2022,12,9,993,4,267789608,30,84,88,1,28,130,F#,Major,74,79,87,45,0,30,3
+Save Your Tears (with Ariana Grande) (Remix),"Ariana Grande, The Weeknd",2,2020,3,20,9161,5,1221813483,240,98,468,3,10,118,,Major,65,63,79,3,0,10,3
+Something in the Orange,Zach Bryan,1,2022,4,22,3282,12,449701773,67,84,46,16,117,110,G,Major,59,22,38,42,0,12,3
+VOID,Melanie Martinez,1,2023,3,29,596,0,67070410,29,9,12,0,52,100,A,Major,72,42,66,18,4,19,4
+Dijeron Que No La Iba Lograr,"Fuerza Regida, Chino Pacas",2,2023,3,14,320,6,116334601,5,48,2,1,9,142,G,Minor,70,76,79,26,0,11,7
+Midnight Rain,Taylor Swift,1,2022,10,21,2612,4,433356509,19,29,21,0,0,140,,Major,64,18,37,72,0,12,7
+If We Ever Broke Up,Mae Stephens,1,2023,2,10,2040,4,165584767,81,27,66,9,444,116,G,Major,90,96,73,62,0,9,4
+You Proof,Morgan Wallen,1,2022,5,13,2128,9,367814306,37,88,9,0,14,120,A,Major,73,64,85,25,0,61,3
+LA INOCENTE,"Feid, Mora",2,2022,4,1,2598,37,477033549,28,57,43,8,85,92,F,Minor,76,46,79,31,0,7,6
+Malas Decisiones,Kenia OS,1,2022,10,26,542,2,156214700,23,2,21,0,0,110,G#,Minor,81,64,79,5,0,31,3
+Murder In My Mind,Kordhell,1,2022,1,21,2459,20,448843705,20,68,50,0,22,120,A#,Major,71,57,97,1,0,13,11
+Gangsta's Paradise,"Coolio, L.V.",2,1995,7,11,10624,17,1357608774,21,0,386,0,,80,G#,Major,63,40,61,9,0,56,6
+CAIRO,"Karol G, Ovy On The Drums",2,2022,11,13,2418,26,294352144,52,66,55,1,16,115,F,Minor,95,43,69,47,0,9,31
+I Love You So,The Walters,1,2014,11,28,7536,7,972164968,44,19,135,0,6,76,A#,Major,58,46,67,65,0,13,4
+Dark Red,Steve Lacy,1,2017,2,20,10431,7,920045682,71,53,181,0,10,172,F#,Major,60,77,78,45,0,12,6
+Say You Won't Let Go,James Arthur,1,2016,9,9,15722,16,2420461338,231,37,"1,509",0,13,99,A#,Major,40,45,56,69,0,9,5
+The Hills,The Weeknd,1,2015,5,27,25744,4,1947371785,122,94,"1,992",0,18,136,,Minor,36,12,57,9,0,14,8
+Heart To Heart,Mac DeMarco,1,2019,5,10,1640,0,244658767,27,27,29,1,1,150,G#,Minor,90,64,14,67,35,11,10
+Peaches (from The Super Mario Bros. Movie),Jack Black,1,2023,4,7,34,0,68216992,0,0,0,0,0,92,A#,Minor,71,41,31,79,0,10,5
+Marisola - Remix,"Duki, NICKI NICOLE, Cris Mj, Standly, Stars Music Chile",5,2022,12,15,1845,16,223582566,20,8,30,2,0,95,C#,Major,77,72,87,17,0,7,5
+LOKERA,"Brray, Rauw Alejandro, Lyanno",3,2022,7,25,3301,30,471819764,72,64,64,6,3,102,B,Minor,83,58,83,21,0,10,5
+Low,SZA,1,2022,12,9,1911,0,272377463,23,71,14,0,9,145,,Minor,70,34,55,43,0,16,6
+Numb,Linkin Park,1,2003,3,24,20111,5,1361425037,39,0,"7,341",0,0,110,A,Major,50,24,86,0,0,64,4
+Tormenta (feat. Bad Bunny),"Gorillaz, Bad Bunny",2,2023,2,24,1529,0,149778242,32,18,39,2,0,95,,Major,64,30,77,46,0,38,6
+on the street (with J. Cole),"j-hope, J. Cole",2,2023,3,3,615,2,116599790,22,82,8,0,9,94,B,Minor,68,81,82,53,0,9,13
+One Thing At A Time,Morgan Wallen,1,2022,12,2,811,4,148469433,11,58,5,0,21,142,G,Major,61,92,91,0,0,26,3
+Miss You,"Robin Schulz, Oliver Tree",2,2022,8,5,5730,10,497225336,108,16,197,3,165,145,F#,Minor,59,20,74,1,0,15,5
+AinпїЅпїЅпїЅt Tha,Morgan Wallen,1,2023,3,3,356,4,88791109,4,20,0,0,0,121,F#,Minor,64,67,80,0,0,36,3
+ThinkinпїЅпїЅпїЅ B,Morgan Wallen,1,2023,3,3,604,6,125917280,22,101,0,0,66,140,D#,Minor,66,43,76,49,0,12,3
+Private Landing (feat. Justin Bieber & Future),"Don Toliver, Future, Justin Bieber",3,2023,2,23,1190,0,105062254,29,3,18,0,19,137,C#,Minor,84,44,67,8,0,11,6
+Everything I Love,Morgan Wallen,1,2023,1,31,579,0,95623148,11,54,0,0,103,104,G#,Major,56,72,85,0,0,15,3
+Heaven,Niall Horan,1,2023,2,17,1553,2,144584800,61,6,48,0,150,92,F,Major,57,68,76,7,0,33,3
+LET GO,Central Cee,1,2022,12,15,2301,20,298063749,49,23,110,0,8,146,D,Minor,74,51,45,86,0,21,38
+Sial,Mahalini,1,2023,1,23,134,4,166570053,4,6,0,0,23,120,D,Major,56,20,43,89,0,12,4
+I Wrote The Book,Morgan Wallen,1,2023,1,31,430,0,83021468,15,17,0,0,0,144,D,Major,68,83,81,9,0,8,4
+"Apna Bana Le (From ""Bhediya"")","Arijit Singh, Sachin-Jigar",2,2022,11,5,86,0,139836056,11,101,0,0,48,94,A,Major,59,44,56,80,0,6,3
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,629,14,303216294,32,3,9,0,0,94,G#,Major,73,65,79,5,2,11,6
+PLAYA DEL INGLпїЅ,"Myke Towers, Quevedo",2,2022,12,15,1701,15,221409663,30,15,34,2,47,113,G,Minor,79,66,74,8,0,11,5
+Man Made A Bar (feat. Eric Church),"Morgan Wallen, Eric Church",2,2023,3,3,329,0,58890931,14,35,1,0,0,148,E,Major,50,49,76,12,0,12,3
+Red Ruby Da Sleeze,Nicki Minaj,1,2023,3,3,1168,0,81419389,45,11,20,0,21,98,C#,Major,70,29,73,12,0,11,26
+Kahani Suno 2.0,Kaifi Khalil,1,2022,5,31,162,6,156777415,1,10,1,0,1,140,B,Major,58,26,38,91,0,10,4
+Nobody Gets Me,SZA,1,2022,12,9,2536,6,284908316,59,100,58,13,2,100,G,Major,36,28,28,81,0,18,3
+PERO Tпї,"Karol G, Quevedo",2,2023,2,23,387,11,93438910,11,15,14,3,1,140,F#,Major,86,68,79,39,0,11,29
+Hype Boy,NewJeans,1,2022,8,1,892,17,363472647,20,119,12,2,7,100,E,Minor,59,78,94,27,0,29,23
+Bloody Mary,Lady Gaga,1,2011,1,1,3909,0,372476382,66,26,277,3,734,100,A,Minor,59,49,65,2,0,13,3
+MonotonпїЅ,"Ozuna, Shakira",2,2022,10,19,3645,15,380726517,118,34,150,4,19,132,,Minor,87,82,70,42,0,21,5
+эээ98 Braves,Morgan Wallen,1,2023,3,3,282,0,56533272,6,15,0,0,0,142,D,Major,49,48,67,10,0,26,3
+WANDA,Quevedo,1,2023,1,20,888,22,175399345,11,24,7,1,7,176,E,Minor,72,96,63,25,0,21,7
+Thought You Should Know,Morgan Wallen,1,2022,5,6,968,4,203221468,16,53,1,0,61,140,F#,Major,53,51,70,49,0,14,3
+In The End,Linkin Park,1,2000,10,24,25065,6,1624165576,63,0,"6,808",2,0,105,D#,Minor,55,40,90,1,0,32,6
+Zona De Perigo,Leo Santana,1,2022,12,8,531,4,134294498,20,1,71,2,0,135,F,Major,81,97,77,75,0,35,3
+Lovezinho,Treyce,1,2022,7,28,242,0,70069745,12,2,13,0,4,128,E,Minor,82,61,59,30,0,12,4
+I Like You (A Happier Song) (with Doja Cat),"Post Malone, Doja Cat",2,2022,6,3,5281,14,609293408,94,21,80,15,38,101,F,Major,74,43,69,12,0,12,7
+Neverita,Bad Bunny,1,2022,5,6,2590,30,671365962,20,64,35,6,0,122,A#,Major,88,43,50,7,0,14,5
+Vista Al Mar,Quevedo,1,2022,9,8,1769,34,362361576,16,19,21,3,4,105,,Minor,76,49,56,80,12,10,13
+Sem AlianпїЅпїЅa no ,"MC Xenon, Os Gemeos da Putaria",2,2022,12,23,454,4,93587665,6,1,21,0,1,83,C#,Major,53,40,36,73,0,11,33
+Enemy (with JID) - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, JID, Arcane",4,2021,9,3,6180,7,1223481149,122,88,580,21,10,77,B,Minor,72,59,76,24,0,42,28
+Revenge,XXXTENTACION,1,2017,8,25,3600,11,1022258230,7,0,203,0,2,140,B,Minor,75,18,25,78,0,11,26
+Bombonzinho - Ao Vivo,"Israel & Rodolffo, Ana Castela",2,2022,11,3,1254,6,263453310,26,69,73,2,6,158,C#,Major,65,72,95,31,0,92,5
+LA CANCIпїЅ,"J Balvin, Bad Bunny",2,2019,6,28,6398,31,1435127549,177,109,305,3,5,176,G,Major,75,43,65,15,0,11,32
+QuпїЅпїЅ Ago,"Yuridia, Angela Aguilar",2,2022,10,20,660,15,236857112,19,59,18,5,52,98,B,Major,73,88,57,56,0,5,2
+Love Again,The Kid Laroi,1,2023,1,27,1283,0,147538971,57,4,48,0,0,107,B,Minor,66,47,40,72,0,11,3
+After Hours,The Weeknd,1,2020,2,19,8084,6,698086140,45,115,218,1,221,109,F,Minor,66,16,57,10,1,12,3
+About Damn Time,Lizzo,1,2022,7,15,2332,2,723894473,0,0,25,0,0,109,A#,Minor,84,72,74,10,0,34,7
+Born With A Beer In My Hand,Morgan Wallen,1,2023,3,3,203,0,34450974,5,9,0,0,0,148,,Major,53,61,81,5,0,36,4
+эээээээээээээээээээээ,Fujii Kaze,1,2020,5,20,685,14,403097450,24,94,9,0,23,158,F#,Minor,60,52,76,17,0,19,5
+Besos Moja2,"Wisin & Yandel, ROSALпїЅ",2,2022,9,29,2460,13,309483971,53,7,56,3,1,94,F,Minor,74,64,73,6,0,10,6
+Maan Meri Jaan,King,1,2022,10,12,288,6,319566866,11,80,1,0,8,96,F#,Minor,70,40,51,35,0,10,4
+Moscow Mule,Bad Bunny,1,2022,5,6,4572,33,909001996,74,113,85,9,2,100,F,Minor,80,29,67,29,0,12,3
+My Universe,"Coldplay, BTS",2,2021,9,24,6127,13,1061966512,0,0,0,0,0,105,A,Major,58,42,68,1,0,14,4
+Devil DonпїЅпїЅпїЅ,Morgan Wallen,1,2023,3,3,166,0,32526947,2,10,0,0,0,125,,Major,53,32,66,38,0,9,3
+LLYLM,ROSALпїЅ,1,2023,1,27,1838,0,124988687,105,41,114,1,59,170,F#,Minor,56,56,63,13,0,19,27
+I'm Not Here To Make Friends,"Sam Smith, Calvin Harris, Jessie Reyez",3,2023,1,27,1890,0,103787664,86,1,49,0,9,115,,Major,70,84,90,17,0,41,6
+TRUSTFALL,P!nk,1,2023,1,27,2098,16,134255790,88,24,101,7,451,122,G#,Major,64,25,89,0,0,15,9
+ANTIFRAGILE,LE SSERAFIM,1,2022,10,17,761,12,301051721,23,95,11,0,3,105,A#,Minor,88,82,80,8,0,11,8
+Boy's a liar,PinkPantheress,1,2022,11,30,1225,0,156338624,27,0,28,13,0,133,F,Major,66,74,84,25,0,21,4
+VIBE (feat. Jimin of BTS),"TAEYANG, Jimin",2,2023,1,13,415,2,152850295,15,40,21,1,15,100,,Major,79,60,68,7,0,26,4
+Shirt,SZA,1,2022,10,28,3469,0,309653982,71,95,31,0,2,120,D#,Minor,82,55,45,15,3,9,10
+Lift Me Up - From Black Panther: Wakanda Forever - Music From and Inspired By,Rihanna,1,2022,10,28,3311,0,297328960,129,31,212,1,41,177,A,Major,25,17,30,90,0,13,3
+STAR WALKIN' (League of Legends Worlds Anthem),Lil Nas X,1,2022,9,22,2616,0,332506354,113,17,208,0,192,142,D,Minor,64,31,72,15,0,9,5
+"Sex, Drugs, Etc.",Beach Weather,1,2016,11,4,3006,16,480507035,47,60,87,12,124,144,E,Minor,57,47,84,1,1,52,4
+Boy With Luv (feat. Halsey),"Halsey, BTS",2,2019,4,12,4260,0,1065580332,113,92,259,0,1,120,B,Minor,65,80,86,9,0,19,10
+"Hey, Mickey!",Baby Tate,1,2016,9,27,482,0,122763672,9,1,12,4,3,135,D,Major,92,73,51,55,0,15,6
+Calm Down,RпїЅп,1,2022,2,9,4013,10,445763624,107,44,750,22,,107,B,Major,81,82,78,38,0,12,4
+Jhoome Jo Pathaan,"Arijit Singh, Vishal Dadlani, Sukriti Kakar, Vishal-Shekhar, Shekhar Ravjiani, Kumaar",6,2022,12,22,138,4,1365184,13,78,2,0,0,105,G,Major,82,62,74,10,0,33,7
+Escapism. - Sped Up,"RAYE, 070 Shake",2,2022,11,25,1368,0,184308753,12,1,11,0,8,108,F#,Minor,44,38,77,9,0,9,20
+Space Song,Beach House,1,2015,1,1,17852,4,789753877,69,76,335,0,,147,,Minor,51,62,79,22,13,14,3
+Dreamers [Music from the FIFA World Cup Qatar 2022 Official Soundtrack],"BTS, Jung Kook, FIFA Sound",3,2022,11,20,889,20,323358833,11,78,35,0,21,115,,Major,71,34,88,16,0,44,4
+Te Felicito,"Shakira, Rauw Alejandro",2,2022,4,21,4796,9,606361689,124,66,212,13,1,174,F,Major,70,57,64,23,0,8,32
+MuпїЅпїЅ,"Steve Aoki, Tini, La Joaqui",3,2023,1,12,658,6,120972253,33,7,53,2,0,90,A#,Minor,68,83,71,3,0,31,8
+TV,Billie Eilish,1,2022,7,21,3009,2,338564981,68,89,65,0,25,141,E,Minor,41,9,25,84,1,14,4
+I'm Not The Only One,Sam Smith,1,2014,1,1,17492,3,1606986953,136,24,"1,959",0,30,82,F,Major,68,50,49,56,0,8,4
+Heather,Conan Gray,1,2020,3,20,6170,7,1301799902,82,1,231,0,2,92,F,Major,47,25,43,62,0,32,3
+"Besharam Rang (From ""Pathaan"")","Vishal-Shekhar, Shilpa Rao, Caralisa Monteiro, Kumaar, Vishal Dadlani, Shekhar Ravjiani",6,2022,12,12,130,4,140187018,21,79,2,0,0,116,G#,Minor,77,65,80,6,0,15,4
+One Kiss (with Dua Lipa),"Calvin Harris, Dua Lipa",2,2017,6,2,27705,10,1897517891,537,122,"2,726",6,,124,A,Minor,79,59,86,4,0,8,11
+Sugar Rush Ride,TOMORROW X TOGETHER,1,2023,1,27,359,0,107642809,12,56,13,0,13,125,A#,Minor,71,83,89,1,0,17,9
+Pink Venom,BLACKPINK,1,2022,8,19,1963,16,551305895,57,119,77,1,13,90,,Major,80,71,69,2,0,27,10
+WAIT FOR U (feat. Drake & Tems),"Drake, Future, Tems",3,2022,4,27,5491,14,556585270,128,84,75,0,35,83,C#,Major,46,34,64,31,0,7,34
+Don't Start Now,Dua Lipa,1,2019,10,31,27119,0,2303033973,532,77,"1,535",3,8,124,B,Minor,79,68,79,1,0,10,8
+After Dark,Mr.Kitty,1,2014,8,8,1776,14,646886885,1,9,3,0,0,140,G#,Major,58,4,60,7,41,8,3
+Eu Gosto Assim - Ao Vivo,"Gustavo Mioto, Mari Fernandez",2,2022,9,16,1473,4,222612678,27,64,66,1,4,154,,Major,64,61,91,15,0,72,4
+INDUSTRY BABY (feat. Jack Harlow),"Jack Harlow, Lil Nas X",2,2021,7,23,13315,0,1814349763,300,47,690,0,,150,D#,Minor,74,89,70,2,0,5,6
+MIDDLE OF THE NIGHT,Elley Duhпї,1,2020,1,10,4057,8,872137015,78,21,240,1,52,186,E,Minor,41,9,61,2,0,12,5
+Atlantis,Seafret,1,2015,4,22,3045,6,571386359,43,53,134,1,32,166,G#,Minor,40,23,48,5,0,12,3
+PUNTO 40,"Baby Rasta, Rauw Alejandro",2,2022,9,22,3006,12,304079786,54,32,66,2,0,107,,Major,87,20,83,0,4,31,9
+Evoque Prata,"DJ Escobar, MC MENOR SG, MC MENOR HR",3,2022,9,9,852,0,174006928,14,1,50,0,0,87,G,Major,87,52,52,31,0,28,24
+How Do I Say Goodbye,Dean Lewis,1,2022,8,5,2163,15,284785823,72,97,58,0,154,82,G#,Major,40,39,64,21,0,7,7
+Blind,SZA,1,2022,12,9,1484,0,163284000,22,51,12,0,0,114,A,Minor,46,60,28,91,0,21,4
+Die For You,Joji,1,2022,11,4,1703,0,246390068,38,45,36,16,0,148,G#,Major,47,15,52,38,13,29,5
+Doja,Central Cee,1,2022,7,20,4169,44,482257456,57,44,183,1,11,140,F#,Major,91,97,57,38,0,40,29
+Gatita,Bellakath,1,2022,10,3,1054,0,168684524,9,0,15,0,1,101,G,Major,90,76,81,15,24,33,6
+Rumble,"Skrillex, Flowdan, Fred again..",3,2022,1,17,2849,0,78489819,39,45,27,0,1,140,C#,Minor,81,6,84,5,23,6,6
+Niagara Falls (Foot or 2) [with Travis Scott & 21 Savage],"Travis Scott, 21 Savage, Metro Boomin",3,2022,12,2,1602,0,195516622,12,22,12,0,2,88,G,Minor,49,24,66,19,0,18,29
+Yonaguni,Bad Bunny,1,2021,6,4,9644,28,1260594497,120,86,164,4,0,180,C#,Major,64,44,65,28,0,14,12
+Super Freaky Girl,Nicki Minaj,1,2022,8,12,4827,0,428685680,104,17,76,9,2,133,D,Major,95,91,89,6,0,31,24
+Running Up That Hill (A Deal With God),Kate Bush,1,1985,9,16,21811,0,1024858327,117,1,676,3,0,108,A#,Minor,63,20,55,72,0,6,6
+Dream On,Aerosmith,1,1973,1,5,168,0,838586769,0,0,5,0,0,80,F,Minor,39,24,43,39,0,23,3
+Limbo,Freddie Dredd,1,2022,8,11,688,0,199386237,14,1,17,0,2,75,B,Minor,80,46,62,3,6,11,46
+Where Are You Now,"Lost Frequencies, Calum Scott",2,2021,7,30,10565,44,972509632,238,122,557,17,58,121,F#,Minor,67,26,64,52,0,17,10
+WORTH NOTHING,"Twisted, Oliver Tree",2,2022,9,28,1612,0,213438580,34,54,34,0,2,140,D,Minor,58,17,62,18,0,20,8
+Bad Habits,Ed Sheeran,1,2020,9,3,12755,8,1555511105,344,97,945,15,,126,B,Minor,81,59,90,5,0,36,3
+KICK BACK,Kenshi Yonezu,1,2022,10,12,574,4,210038833,38,101,26,0,0,102,C#,Major,58,29,94,0,0,9,11
+Evergreen (You DidnпїЅпїЅпїЅt Deserve Me A,Omar Apollo,1,2022,4,8,2499,0,227918678,70,0,49,0,0,82,A,Major,70,31,34,60,1,11,4
+Good Days,SZA,1,2020,12,24,10426,2,826623384,133,109,182,1,10,121,C#,Minor,46,53,78,23,0,72,6
+Levitating (feat. DaBaby),"Dua Lipa, DaBaby",2,2020,3,27,15894,8,1802514301,198,13,544,0,60,103,F#,Minor,70,92,83,1,0,7,6
+Woman,Doja Cat,1,2021,6,25,9424,0,1329090101,202,50,463,4,,108,F,Minor,82,88,76,9,0,12,9
+Shut up My Moms Calling - (Sped Up),Hotel Ugly,1,2022,9,14,713,7,181831132,2,4,6,0,0,85,F,Minor,65,36,47,31,0,12,10
+Ferrari,"James Hype, Miggy Dela Rosa",2,2022,3,14,7758,28,462791599,173,79,175,0,168,125,C#,Minor,84,70,69,1,0,5,5
+"You're On Your Own, Kid",Taylor Swift,1,2022,10,21,2537,2,348647203,8,18,20,0,1,120,D,Major,69,40,39,41,0,13,6
+"Kesariya (From ""Brahmastra"")","Pritam, Arijit Singh, Amitabh Bhattacharya",3,2022,7,17,292,6,366599607,26,98,4,0,0,94,,Major,58,44,57,57,0,10,3
+Agudo MпїЅпїЅgi,"Styrx, utku INC, Thezth",3,1930,1,1,323,0,90598517,4,0,14,0,0,130,F#,Minor,65,49,80,22,4,7,5
+Payphone,"Maroon 5, Wiz Khalifa",2,2012,1,1,14143,4,1479264469,56,38,"1,891",1,,110,E,Major,74,51,74,2,0,29,4
+All I Want for Christmas Is You,Mariah Carey,1,1994,10,28,25653,0,1449779435,387,132,"2,094",0,,150,G,Major,34,33,63,16,0,7,4
+Last Christmas,Wham!,1,1984,1,1,22153,0,1159176109,274,111,"1,302",0,,107,B,Minor,74,88,65,28,0,46,3
+Rockin' Around The Christmas Tree,Brenda Lee,1,1958,1,1,14994,0,769213520,191,168,206,0,,140,G#,Major,70,85,41,71,0,45,5
+Jingle Bell Rock,Bobby Helms,1,1957,1,1,10326,0,741301563,165,99,104,0,,119,D,Major,74,78,37,84,0,6,3
+It's Beginning To Look A Lot Like Christmas,Michael Bublпї,1,2011,10,14,12353,0,807561936,35,0,549,0,0,93,E,Major,35,38,23,91,0,29,3
+Santa Tell Me,Ariana Grande,1,2013,12,13,9408,0,834129063,231,106,439,0,,133,G,Major,46,53,63,5,0,30,18
+It's the Most Wonderful Time of the Year,Andy Williams,1,1963,10,14,8879,0,663832097,182,107,160,0,1,202,G,Major,24,76,60,77,0,12,4
+Let It Snow! Let It Snow! Let It Snow!,Dean Martin,1,1959,11,16,6512,0,446390129,88,1,277,0,0,134,C#,Major,45,72,24,91,0,18,4
+Snowman,Sia,1,2017,1,1,5140,0,690104769,85,110,500,0,,105,C#,Major,72,33,51,48,0,9,3
+Underneath the Tree,Kelly Clarkson,1,2013,10,25,6596,0,485285717,144,99,251,0,0,160,G#,Major,51,69,81,0,0,21,5
+Feliz Navidad,JosпїЅпїЅ Felic,1,1970,11,1,3788,0,520034544,21,3,10,0,0,148,D,Major,50,96,82,47,0,34,4
+Holly Jolly Christmas,Michael Bublпї,1,2011,10,14,7655,0,476244795,5,0,291,0,0,151,G,Major,65,70,47,87,0,9,4
+Mistletoe,Justin Bieber,1,2011,1,1,9577,0,629173063,195,111,310,0,0,162,F#,Minor,67,88,54,51,0,9,4
+Sleigh Ride,The Ronettes,1,1963,11,22,10114,0,404664135,114,74,262,0,0,92,D,Major,53,84,77,40,0,32,3
+Seek & Destroy,SZA,1,2022,12,9,1007,0,98709329,5,31,1,0,0,152,C#,Major,65,35,65,44,18,21,7
+Love Language,SZA,1,2022,12,9,1127,0,110849052,16,63,8,0,0,65,A,Minor,71,55,26,85,0,13,8
+Happy Xmas (War Is Over),"John Lennon, The Harlem Community Choir, The Plastic Ono Band, Yoko Ono",4,1971,12,1,10829,0,460492795,130,1,390,0,0,147,D,Major,33,39,61,32,0,77,3
+Used (feat. Don Toliver),"SZA, Don Toliver",2,2022,12,8,1042,0,94005786,7,29,3,0,0,150,A#,Minor,73,71,69,53,0,32,9
+A Holly Jolly Christmas - Single Version,Burl Ives,1,1952,1,1,7930,0,395591396,108,120,73,0,0,140,,Major,67,81,36,64,0,15,3
+The Christmas Song (Merry Christmas To You) - Remastered 1999,Nat King Cole,1,1946,11,1,11500,0,389771964,140,72,251,0,0,139,C#,Major,36,22,15,84,0,11,4
+Wonderful Christmastime - Edited Version / Remastered 2011,Paul McCartney,1,1979,11,16,1685,0,403939487,1,0,29,0,0,95,B,Major,75,74,58,36,0,9,3
+Do They Know It's Christmas? - 1984 Version,Band Aid,1,1984,11,25,14169,0,481697415,209,30,449,0,0,115,,Major,60,23,57,0,2,27,3
+Ghost in the Machine (feat. Phoebe Bridgers),"SZA, Phoebe Bridgers",2,2022,12,9,1634,0,110073250,16,20,4,0,0,125,F#,Major,62,59,43,84,3,11,5
+Special,SZA,1,2022,12,9,906,0,88092256,6,21,3,0,0,76,,Major,60,19,20,78,0,11,5
+Merry Christmas Everyone,Shakin' Stevens,1,1984,1,1,1087,0,351636786,90,35,5,0,0,101,C#,Minor,72,91,87,14,0,13,3
+Let It Snow! Let It Snow! Let It Snow!,"Frank Sinatra, B. Swanson Quartet",2,1950,1,1,10585,0,473248298,126,108,406,0,0,143,D,Major,60,86,32,88,0,34,6
+SOS,SZA,1,2022,12,9,827,0,73981293,6,18,1,0,0,119,G,Minor,51,51,66,67,0,9,23
+Open Arms (feat. Travis Scott),"SZA, Travis Scott",2,2022,12,8,1420,4,155653938,13,87,17,0,46,78,A,Major,67,22,59,76,1,15,16
+White Christmas,"Bing Crosby, John Scott Trotter & His Orchestra, Ken Darby Singers",3,1942,1,1,11940,0,395591396,73,79,123,0,0,96,A,Major,23,19,25,91,0,40,3
+Driving Home for Christmas - 2019 Remaster,Chris Rea,1,1986,1,1,888,0,429504768,50,0,6,0,0,180,A,Major,51,87,58,36,0,18,4
+Christmas (Baby Please Come Home),Darlene Love,1,1963,11,22,9122,0,242767149,121,58,212,0,0,126,D#,Major,34,35,76,39,0,8,5
+Gone Girl,SZA,1,2022,12,9,892,0,65362788,3,17,2,0,0,150,F,Major,43,42,44,57,0,15,6
+F2F,SZA,1,2022,12,9,989,0,67540165,5,9,1,0,0,90,D,Major,53,47,74,9,0,34,4
+Notice Me,SZA,1,2022,12,9,819,0,62019074,14,22,0,0,0,160,F,Major,72,78,68,28,0,11,12
+Merry Christmas,"Ed Sheeran, Elton John",2,2017,11,10,2209,0,135723538,72,90,141,0,0,114,,Major,59,60,94,24,0,10,4
+It's Beginning to Look a Lot Like Christmas (with Mitchell Ayres & His Orchestra),"Perry Como, The Fontane Sisters, Mitchell Ayres & His Orchestra",3,1958,1,1,6290,0,295998468,89,39,158,0,0,113,G,Major,73,72,32,77,0,15,5
+My Only Wish (This Year),Britney Spears,1,2000,11,7,6952,0,261116938,115,53,286,0,0,147,,Major,67,69,72,17,0,19,3
+Antidepresan,"Mabel Matiz, Mert Demir",2,2022,11,4,313,2,136689549,10,6,7,1,9,100,B,Minor,70,92,59,3,0,10,3
+Wild Flower (with youjeen),RM,1,2022,12,2,353,2,135611421,2,74,14,0,2,155,G#,Major,49,42,77,3,0,12,9
+I Hate U,SZA,1,2021,12,3,4094,0,356709897,66,96,43,0,0,107,G,Minor,54,41,39,51,0,11,16
+Raindrops (Insane) [with Travis Scott],"Travis Scott, Metro Boomin",2,2022,12,2,880,0,110649992,3,7,10,0,0,112,G#,Major,80,15,54,9,0,38,5
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,573,0,301869854,1,0,18,0,24,166,C#,Major,70,57,57,9,20,11,7
+Deck The Hall - Remastered 1999,Nat King Cole,1,1959,1,1,3299,0,127027715,65,39,41,0,0,107,F#,Minor,69,96,36,81,0,8,4
+Smoking on my Ex Pack,SZA,1,2022,12,9,811,0,57144458,6,11,3,0,0,81,G#,Major,47,33,68,24,0,22,38
+Conceited,SZA,1,2022,12,9,899,0,56870689,2,14,2,0,0,150,C#,Major,79,77,46,5,0,11,7
+Snow On The Beach (feat. Lana Del Rey),"Taylor Swift, Lana Del Rey",2,2022,10,21,2415,0,323437194,33,57,30,0,11,110,A,Major,66,19,32,69,0,12,4
+Maroon,Taylor Swift,1,2022,10,21,2304,0,317726339,12,16,14,0,0,108,G,Major,64,4,40,6,0,10,6
+TubarпїЅпїЅo Te,"Dj LK da EscпїЅпїЅcia, Tchakabum, mc jhenny, M",4,2022,9,28,1003,0,116144341,21,0,44,0,0,130,E,Minor,89,48,74,30,0,7,36
+Bejeweled,Taylor Swift,1,2022,10,21,2699,0,328207708,39,35,22,2,0,164,G,Major,70,39,56,6,0,9,7
+Tarot,"Bad Bunny, Jhay Cortez",2,2022,5,6,2482,20,608228647,27,77,22,2,0,114,B,Minor,80,42,68,2,0,66,4
+You Make It Feel Like Christmas (feat. Blake Shelton),"Gwen Stefani, Blake Shelton",2,2005,9,20,2577,0,180577478,108,56,30,0,0,93,F,Major,63,93,88,1,0,12,4
+Desesperados,"Chencho Corleone, Rauw Alejandro",2,2021,6,25,6821,34,809306935,83,58,128,7,0,90,C#,Minor,87,51,69,36,0,9,8
+Too Late,SZA,1,2022,12,8,714,0,49262961,0,9,2,0,0,128,B,Major,45,35,68,78,0,39,8
+Party,"Bad Bunny, Rauw Alejandro",2,2022,5,6,3185,4,614555082,38,64,37,3,36,97,A,Major,83,47,80,2,0,24,9
+Run Rudolph Run - Single Version,Chuck Berry,1,1958,1,1,8612,0,245350949,120,30,52,0,1,152,G,Minor,69,94,71,79,0,7,8
+Jingle Bells - Remastered 1999,Frank Sinatra,1,1957,1,1,4326,0,178660459,32,3,65,0,0,175,G#,Major,51,94,34,73,0,10,5
+Far,SZA,1,2022,12,9,680,0,51641685,2,15,1,0,0,116,D,Major,61,48,55,67,0,16,8
+On Time (with John Legend),"John Legend, Metro Boomin",2,2022,12,2,398,0,78139948,2,2,6,0,2,80,F,Minor,33,51,59,76,0,44,6
+GATпїЅпїЅ,"Maldy, Karol G",2,2022,8,25,3328,13,322336177,39,50,57,3,1,93,B,Minor,63,34,86,26,0,21,39
+эээabcdefu,Gayle,1,2021,8,13,7215,0,1007612429,170,12,575,18,,122,E,Major,70,42,54,30,0,37,5
+Sacrifice,The Weeknd,1,2022,1,7,4440,0,326792833,81,77,133,0,,122,G,Major,70,91,79,3,0,7,10
+Is There Someone Else?,The Weeknd,1,2022,1,7,2881,6,391251368,13,89,34,0,3,135,A,Minor,70,60,58,4,0,16,3
+Fingers Crossed,"Lauren Spencer Smith, Lauren Spencer Smith, Lauren Spencer Smith",3,2022,1,5,2235,0,349585590,65,7,70,16,6,109,F,Major,60,45,47,62,0,31,5
+Out of Time,The Weeknd,1,2022,1,7,3711,0,339659802,49,88,62,0,,93,,Minor,65,82,74,27,0,32,5
+Do It To It,"Cherish, ACRAZE",2,2021,8,20,12403,0,674772936,183,63,465,0,11,125,B,Minor,85,64,81,2,5,7,9
+We Don't Talk About Bruno,"Adassa, Mauro Castillo, Stephanie Beatriz, Encanto - Cast, Rhenzy Feliz, Diane Guerrero, Carolina Gaitan",7,2021,11,19,2785,0,432719968,95,89,44,0,,206,,Minor,58,83,45,36,0,11,8
+Pepas,Farruko,1,2021,6,24,14114,17,1309887447,252,109,965,20,,130,G,Major,76,44,77,1,0,13,3
+How Do I Make You Love Me?,The Weeknd,1,2022,1,7,1915,0,119238316,7,47,15,0,0,121,G,Minor,80,62,51,2,0,9,8
+Gasoline,The Weeknd,1,2022,1,7,2297,0,116903579,11,29,14,0,0,123,F#,Minor,74,35,73,0,0,21,5
+Infinity,Jaymes Young,1,2017,6,23,4375,0,888046992,24,0,396,0,0,122,B,Minor,67,50,67,15,0,30,4
+Less Than Zero,The Weeknd,1,2022,1,7,2800,0,200660871,18,77,61,0,1,143,,Major,53,50,79,0,0,8,3
+Take My Breath,The Weeknd,1,2021,8,6,2597,0,130655803,17,80,38,0,0,121,A#,Minor,70,35,77,1,0,26,4
+good 4 u,Olivia Rodrigo,1,2021,5,14,15563,6,1887039593,259,55,461,1,,166,F#,Minor,56,68,66,28,0,11,18
+"Here We GoпїЅпїЅпїЅ Again (feat. Tyler, the Cr","The Weeknd, Tyler, The Creator",3,2022,1,7,1420,0,88103848,7,18,7,0,0,135,C#,Major,41,27,64,36,0,60,3
+Best Friends,The Weeknd,1,2022,1,7,1292,0,101114984,3,18,14,0,0,87,E,Minor,49,49,59,44,0,35,21
+Kiss Me More (feat. SZA),"SZA, Doja Cat",2,2021,4,9,15867,0,1575467011,382,65,497,0,12,111,G#,Major,77,74,66,30,0,13,3
+I Heard You're Married (feat. Lil Wayne),"The Weeknd, Lil Wayne",2,2022,1,7,1178,0,91656026,9,10,9,0,0,110,D,Major,75,85,84,10,0,31,19
+Need To Know,Doja Cat,1,2021,6,11,6672,0,1042568408,125,36,150,0,,130,C#,Major,66,19,61,30,0,9,7
+MONTERO (Call Me By Your Name),Lil Nas X,1,2020,9,18,12329,0,1735441776,275,19,738,0,,179,G#,Minor,61,76,51,30,0,38,15
+love nwantiti (ah ah ah),Ckay,1,2019,7,26,5669,2,726837877,74,0,262,14,,93,F,Minor,74,53,73,61,0,13,4
+Dawn FM,The Weeknd,1,2022,1,7,811,0,53933526,1,8,6,0,0,78,A,Minor,27,10,49,62,0,49,5
+Surface Pressure,Jessica Darrow,1,2021,11,19,1756,0,267758538,38,48,20,0,0,180,D,Major,65,37,58,2,0,4,31
+Starry Eyes,The Weeknd,1,2022,1,7,1014,0,74601456,1,17,11,0,0,86,A,Minor,28,13,41,50,0,19,3
+THATS WHAT I WANT,Lil Nas X,1,2021,9,17,7963,0,920797189,173,7,298,0,4,88,C#,Minor,74,55,85,1,0,5,22
+One Right Now (with The Weeknd),"The Weeknd, Post Malone",2,2021,11,5,4771,0,539595276,68,18,75,0,1,97,C#,Major,68,72,78,4,0,7,5
+Beggin,MпїЅпїЅne,1,2017,12,8,8559,0,1367810478,183,64,964,9,75,134,B,Minor,71,59,80,13,0,36,5
+Mon Amour - Remix,"Aitana, zzoilo",2,2020,9,21,3221,2,578207856,67,13,139,0,40,116,D,Major,75,36,76,12,0,10,10
+Lo Siento BB:/ (with Bad Bunny & Julieta Venegas),"Julieta Venegas, Bad Bunny, Tainy",3,2021,10,5,3423,26,775542072,61,65,53,6,0,170,E,Minor,64,14,70,9,0,9,8
+MONEY,Lisa,1,2021,9,10,2566,13,863625566,44,109,131,0,,140,C#,Minor,83,40,55,16,0,14,23
+The Motto,"TiпїЅпїЅsto, Ava",2,2021,11,4,9151,6,656013912,240,107,268,0,5,118,G,Minor,75,46,76,3,0,9,4
+Happier Than Ever,Billie Eilish,1,2021,7,30,8476,0,1056760045,138,133,283,0,,65,,Major,31,31,24,76,0,14,4
+Moth To A Flame (with The Weeknd),"The Weeknd, Swedish House Mafia",2,2021,10,22,7495,17,611994237,114,172,284,2,,120,,Minor,56,16,67,0,0,11,4
+traitor,"Juan Cruz Toledo, Huilen Toledo",2,2021,5,21,5257,6,1230855859,85,43,134,0,,176,D#,Major,29,12,33,68,0,12,5
+Toxic,BoyWithUke,1,2021,9,10,1795,0,582981380,34,23,118,0,,180,G#,Minor,59,69,61,84,0,46,36
+drivers license,Olivia Rodrigo,1,2021,1,8,12685,3,1858144199,185,61,485,0,,144,A#,Major,59,21,43,76,0,10,7
+MalvadпїЅпї,"XamпїЅпїЅ, Gustah, Neo B",3,2021,11,30,648,1,240684449,14,3,81,0,0,133,F#,Minor,82,52,61,38,0,14,27
+All Too Well (10 Minute Version) (Taylor's Version) (From The Vault),Taylor Swift,1,2021,11,12,4635,5,583687007,50,49,30,1,2,93,,Major,63,21,52,28,0,9,3
+DonпїЅпїЅпїЅt Break My,The Weeknd,1,2022,1,7,1184,0,63803529,1,5,6,0,0,122,A#,Major,77,25,62,34,0,23,3
+Oh My God,Adele,1,2021,11,19,4431,0,466214729,105,7,199,0,0,88,C#,Major,53,55,73,9,0,3,5
+Entre Nosotros (Remix) [con Nicki Nicole],"Lit Killah, Maria Becerra, Tiago pzk, NICKI NICOLE",4,2022,1,5,759,3,236940480,32,0,12,0,0,170,F,Minor,70,61,44,40,0,37,4
+A Tale By Quincy,The Weeknd,1,2022,1,7,733,0,41924466,0,2,2,0,0,94,F,Minor,46,55,50,71,0,10,11
+I AM WOMAN,Emmy Meli,1,2021,11,18,2795,0,225259194,45,0,107,0,0,170,A#,Major,65,46,47,12,0,13,16
+Medallo,"Justin Quiles, Lenny TavпїЅпїЅrez, BL",3,2021,10,27,2780,2,393230256,54,21,57,1,0,90,E,Minor,79,79,70,57,0,66,8
+It'll Be Okay,Shawn Mendes,1,2021,12,1,1950,0,287201015,56,8,104,0,10,78,G,Major,40,7,29,62,0,9,3
+Softcore,The Neighbourhood,1,2018,3,9,3947,12,599770206,33,102,93,0,30,94,D,Major,57,36,58,5,0,15,3
+Super Gremlin,Kodak Black,1,2021,10,30,2551,0,342779426,52,15,35,0,1,73,D,Major,83,11,41,0,0,36,14
+Volvпї,"Aventura, Bad Bunny",2,2021,8,3,5375,10,673801126,138,24,133,0,1,176,C#,Major,73,79,86,42,0,7,18
+Todo De Ti,Rauw Alejandro,1,2020,11,2,11975,8,1168642797,188,75,268,6,16,128,D#,Minor,81,57,63,40,1,10,4
+Love Nwantiti - Remix,"Ckay, AX'EL, Dj Yo!",3,2019,8,30,2696,0,540539717,42,2,57,0,,120,G#,Major,58,44,60,44,9,5,6
+Smokin Out The Window,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,11,5,4963,0,383550148,63,40,76,0,0,82,D,Major,63,85,62,6,0,35,4
+Meet Me At Our Spot,"THE ANXIETY, Willow, Tyler Cole",3,2020,3,13,6734,0,530511203,47,14,90,0,1,95,D,Major,77,40,47,2,0,9,3
+Every Angel is Terrifying,The Weeknd,1,2022,1,7,715,0,37307967,0,1,2,0,0,118,,Major,44,52,94,11,0,4,29
+Tacones Rojos,Sebastian Yatra,1,2021,10,22,3047,9,510876816,77,31,85,5,28,123,B,Minor,75,93,86,8,0,14,3
+Peaches (feat. Daniel Caesar & Giveon),"Justin Bieber, Daniel Caesar, Giveon",3,2021,3,19,14140,0,1445941661,231,52,612,6,,90,,Major,63,49,68,38,0,42,18
+Dakiti,"Bad Bunny, Jhay Cortez",2,2020,10,30,11215,21,1763363713,189,166,525,9,25,110,E,Minor,73,14,57,40,0,11,5
+"Tiago PZK: Bzrp Music Sessions, Vol. 48","Bizarrap, Tiago pzk",2,2021,12,29,1678,12,374191487,20,4,15,1,3,96,C#,Minor,66,76,82,47,0,10,32
+LпїЅпїЅпї,Stromae,1,2022,1,9,2035,0,108809090,41,122,394,0,2,88,D,Minor,56,58,55,35,0,23,11
+NostпїЅпїЅl,"Chris Brown, Rvssian, Rauw Alejandro",3,2021,9,8,2780,2,436695353,86,76,59,0,16,98,A,Minor,73,60,85,17,0,24,5
+Better Days (NEIKED x Mae Muller x Polo G),"NEIKED, Mae Muller, Polo G",3,2021,9,24,4091,0,421040617,105,2,73,13,1,110,,Minor,72,67,68,0,0,14,4
+Life Goes On,Oliver Tree,1,2020,7,17,2868,0,501541661,43,15,116,0,,80,,Major,70,57,49,19,0,12,8
+Sad Girlz Luv Money Remix (feat. Kali Uchis),"Kali Uchis, Amaarae, Moliy",3,2021,9,16,3643,0,354065229,69,3,70,0,3,110,C#,Minor,86,31,53,43,0,11,6
+Butter,BTS,1,2021,5,21,4779,6,1143647827,180,135,223,0,5,110,G#,Major,79,70,36,0,0,6,11
+pushin P (feat. Young Thug),"Young Thug, Future, Gunna",3,2022,1,7,3517,0,311395144,54,28,43,0,0,78,C#,Minor,77,49,42,1,1,13,19
+You Right,"Doja Cat, The Weeknd",2,2021,6,24,5073,0,672656250,83,9,100,0,4,129,G#,Major,83,44,62,2,0,8,6
+deja vu,Olivia Rodrigo,1,2021,4,1,7545,4,1256880657,117,39,141,0,46,181,A,Major,44,22,60,61,0,42,9
+Dynamite,BTS,1,2020,8,21,8528,5,1692897992,239,163,583,0,,114,F#,Minor,75,74,77,1,0,9,10
+TO THE MOON,Jnr Choi,1,2021,11,5,2979,0,245095641,44,0,159,0,0,144,D,Major,74,39,65,5,1,11,35
+Lost in the Fire,"The Weeknd, Gesaffelstein",2,2019,1,11,7731,2,686734357,110,145,447,0,46,101,D,Major,66,18,68,9,0,12,4
+Salimo de Noche,"Trueno, Tiago pzk",2,2021,10,21,1057,0,261414174,17,5,21,0,0,84,D,Major,67,78,63,29,0,12,5
+Volando - Remix,"Sech, Bad Bunny, Mora",3,2021,7,8,3272,19,610045621,101,34,70,1,2,154,F#,Major,66,63,69,21,0,11,7
+Leave The Door Open,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,3,5,14417,0,1115880852,237,123,569,0,10,148,F,Major,59,72,62,18,0,9,3
+Knife Talk (with 21 Savage ft. Project Pat),"Drake, Project Pat, 21 Savage",3,2021,9,3,5199,0,594482982,45,43,45,0,3,146,F,Minor,85,22,37,13,0,7,30
+Don't Be Shy,"TiпїЅпїЅsto, Kar",2,2021,8,1,6026,0,566954746,171,51,187,1,21,120,B,Minor,77,51,79,20,0,26,6
+Love Grows (Where My Rosemary Goes),Edison Lighthouse,1,1970,1,1,2877,0,12,16,0,54,0,0,110,A,Major,53,75,69,7,0,17,3
+LA FAMA (with The Weeknd),"The Weeknd, ROSALпїЅ",2,2021,11,11,4640,3,374706940,81,93,507,6,4,136,,Minor,77,82,30,95,0,13,5
+The Family Madrigal,"Olga Merediz, Stephanie Beatriz, Encanto - Cast",3,2021,11,19,1150,0,184937148,20,38,12,0,0,141,C#,Major,59,56,63,12,0,6,36
+Phantom Regret by Jim,The Weeknd,1,2022,1,7,768,0,31959571,1,1,3,0,0,108,A,Minor,46,23,48,75,30,14,4
+Dos Oruguitas,Sebastian Yatra,1,2021,11,19,925,0,167076418,24,47,74,0,0,94,,Major,42,47,36,76,0,9,5
+Freaks,Surf Curse,1,2015,5,10,3006,3,824420218,23,21,121,0,13,180,A,Major,35,41,94,0,63,5,5
+Acapulco,Jason Derulo,1,2021,9,1,3098,0,363467642,111,5,182,1,0,122,A#,Major,77,51,79,5,0,16,5
+Daddy Issues,The Neighbourhood,1,2015,10,30,9771,4,1127468248,42,70,384,0,3,85,A#,Major,59,33,52,7,15,12,3
+thought i was playing,"21 Savage, Gunna",2,2022,1,7,807,0,60680939,3,0,5,0,0,148,C#,Major,68,29,73,0,0,7,7
+ELEVEN,IVE,1,2021,12,1,521,1,247737946,17,89,11,0,0,120,A,Major,83,59,73,6,0,5,11
+Mood (feat. Iann Dior),"24kgoldn, Iann Dior",2,2020,7,24,12854,0,1699402402,237,27,636,0,,91,G,Minor,70,76,72,22,0,27,4
+What Else Can I Do?,"Stephanie Beatriz, Diane Guerrero",2,2021,11,19,802,0,154797871,13,27,8,0,0,120,E,Major,72,54,71,26,0,10,4
+DANCE CRIP,Trueno,1,2021,11,17,731,0,198883004,14,14,24,0,4,106,,Major,86,86,79,11,0,8,9
+Miserable Man,David Kushner,1,2022,1,7,788,0,124407432,13,0,32,1,0,110,A#,Major,63,31,35,93,0,29,3
+happier,Olivia Rodrigo,1,2021,5,21,3069,4,850608354,25,46,105,0,45,169,F#,Major,39,36,45,81,0,8,13
+Praise God,Kanye West,1,2021,8,29,4651,0,376333030,24,6,105,0,0,118,C#,Major,80,21,55,1,0,26,17
+Get Into It (Yuh),Doja Cat,1,2021,6,25,4999,0,516784627,43,19,73,12,0,92,G#,Minor,91,79,66,32,0,9,16
+Before You Go,Lewis Capaldi,1,2019,11,1,8327,24,1608045237,205,130,625,0,25,112,D#,Major,45,19,60,63,0,9,6
+Sky,Playboi Carti,1,2020,12,25,3297,3,506778838,25,3,52,0,1,140,D,Major,79,56,91,26,0,13,21
+Rolling in the Deep,Adele,1,2010,11,29,35684,6,1472799873,195,125,"6,280",2,78,105,G#,Major,73,52,76,13,0,5,3
+Sobrio,Maluma,1,2021,7,8,3506,10,513643924,103,76,100,1,1,178,F,Major,76,63,77,14,0,15,22
+Peru,"Ed Sheeran, Fireboy DML",2,2021,12,23,2999,0,261286503,60,17,154,0,22,108,G,Minor,96,71,42,57,0,8,9
+favorite crime,Olivia Rodrigo,1,2021,5,21,3681,0,783706581,20,21,99,0,7,173,A,Major,40,19,29,86,0,34,4
+Thunder,"Prezioso, Gabry Ponte, LUM!X",3,2021,5,7,4846,10,422691058,54,16,259,0,13,101,C#,Major,67,40,90,3,0,34,6
+The Business,TiпїЅпї,1,2020,1,1,14311,0,1062345656,255,32,582,0,14,120,G#,Minor,80,24,62,41,2,11,23
+positions,Ariana Grande,1,2020,10,23,8207,0,1252563873,175,55,95,0,2,144,,Major,73,66,80,44,0,9,12
+I WANNA BE YOUR SLAVE,MпїЅпїЅne,1,2021,3,19,4873,0,851070493,65,88,434,3,13,133,C#,Major,75,96,61,0,0,18,4
+Vai LпїЅпїЅ Em Casa ,"MarпїЅпїЅlia MendonпїЅпїЅa, George Henrique &",2,2021,10,22,772,0,263894529,7,3,89,0,0,158,G#,Minor,46,62,83,53,0,97,28
+The Feels,TWICE,1,2021,10,1,1150,0,345903614,20,99,44,0,2,120,A,Major,81,92,90,9,0,8,7
+HEARTBREAK ANNIVERSARY,Giveon,1,2020,2,21,5398,4,951637566,111,127,210,0,37,129,,Major,61,59,46,56,0,13,5
+No Lie,"Sean Paul, Dua Lipa",2,2016,11,18,7370,0,956865266,92,127,"1,219",0,62,102,G,Major,74,45,89,5,0,26,13
+OUT OUT (feat. Charli XCX & Saweetie),"Charli XCX, Jax Jones, Joel Corry, Saweetie",4,2021,8,13,6890,0,427486004,122,11,201,0,1,124,G#,Minor,79,79,84,2,0,5,5
+Pope Is a Rockstar,SALES,1,2016,4,20,1966,0,156658366,4,2,50,0,0,90,E,Minor,73,31,45,85,24,11,3
+2055,Sleepy hallow,1,2021,4,14,2226,0,624515457,29,0,44,0,0,161,F#,Minor,78,65,52,46,0,12,31
+Bored,Billie Eilish,1,2017,3,30,4204,0,777765388,39,45,250,0,0,120,G,Major,60,11,33,90,0,8,5
+Happier Than Ever - Edit,Billie Eilish,1,2021,7,28,1959,0,412795151,19,0,38,0,0,81,,Major,45,12,57,7,0,23,3
+Astronaut In The Ocean,Masked Wolf,1,2019,1,1,7191,0,1138474110,146,18,478,0,7,150,E,Minor,78,47,70,18,0,15,9
+Ley Seca,"Anuel Aa, Jhay Cortez",2,2021,9,2,2012,0,355219175,101,12,38,0,0,105,G#,Major,76,58,84,10,0,13,10
+Every Summertime,NIKI,1,2021,8,10,1211,2,290228626,30,2,5,0,6,79,F#,Major,63,76,67,38,0,6,4
+Talking To The Moon,Bruno Mars,1,2010,10,4,7109,2,1062956628,5,0,862,0,0,146,C#,Minor,52,7,61,51,0,11,3
+you broke me first,Tate McRae,1,2020,4,17,6638,0,1180094974,167,19,318,0,1,124,E,Major,64,8,37,79,0,9,5
+The Nights,Avicii,1,2014,1,1,17354,8,1456081449,92,122,"1,282",0,55,126,F#,Major,53,66,85,2,0,24,4
+Take My Breath,The Weeknd,1,2021,8,6,6392,0,432702334,174,73,344,0,0,121,G#,Major,75,53,74,2,0,11,5
+Way 2 Sexy (with Future & Young Thug),"Drake, Future, Young Thug",3,2021,9,3,5481,0,489945871,144,30,86,0,0,136,B,Minor,80,33,60,0,0,32,14
+CпїЅпїЅ,Rauw Alejandro,1,2021,6,25,2636,3,465959382,36,82,39,0,5,102,A,Minor,77,26,63,58,0,11,5
+Enemy - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, Arcane",3,2021,10,27,824,0,1223481149,8,8,8,2,0,77,G,Major,73,54,74,23,0,41,23
+Dance Monkey,Tones and I,1,2019,5,10,24529,0,2864791672,533,167,"3,595",6,,98,F#,Minor,82,54,59,69,0,18,10
+Lucid Dreams,Juice WRLD,1,2017,6,15,14749,0,2288695111,188,34,710,0,5,84,B,Minor,44,22,48,38,0,33,24
+QuпїЅпїЅ MпїЅпї,"J Balvin, Maria Becerra",2,2021,1,28,8087,0,720825549,92,34,131,0,0,102,G#,Major,89,77,82,3,0,17,11
+All of Me,John Legend,1,2013,8,1,27221,0,2086124197,308,118,"4,534",2,77,120,G#,Major,42,33,26,92,0,13,3
+Smells Like Teen Spirit - Remastered 2021,Nirvana,1,1991,9,10,49991,9,1690192927,265,121,"12,367",4,160,117,C#,Major,52,73,91,0,0,11,7
+Arcade,Duncan Laurence,1,2019,3,7,6646,0,991336132,107,47,584,1,,72,A,Minor,45,27,33,82,0,14,4
+Fair Trade (with Travis Scott),"Drake, Travis Scott",2,2021,9,3,5403,6,593917618,118,116,96,0,3,168,C#,Major,67,29,47,5,0,22,26
+Bar,"Tini, L-Gante",2,2021,11,11,755,4,200972675,22,3,0,0,0,94,C#,Major,52,68,69,13,0,33,8
+The Rumbling (TV Size),SiM,1,2022,1,10,254,0,71014967,0,4,23,0,0,145,G#,Major,41,65,88,0,0,26,5
+family ties (with Kendrick Lamar),"Kendrick Lamar, Baby Keem",2,2021,8,27,6308,5,560222750,114,15,63,0,2,134,C#,Major,71,14,61,1,0,23,33
+Mr. Brightside,The Killers,1,2003,9,23,51979,15,1806617704,306,99,"5,063",2,120,148,C#,Major,35,24,93,0,0,10,8
+Blessed-Cursed,ENHYPEN,1,2022,1,10,246,0,77337771,2,12,10,0,0,127,E,Minor,60,40,89,9,0,60,6
+AM Remix,"J Balvin, Nio Garcia, Bad Bunny",3,2021,6,24,6556,0,528544703,93,5,67,1,0,172,F#,Minor,74,79,66,11,0,8,16
+Streets,Doja Cat,1,2019,11,7,5728,0,865640097,85,87,179,0,12,90,B,Major,75,19,46,21,4,34,8
+Shallow,"Lady Gaga, Bradley Cooper",2,2018,9,27,16636,12,2159346687,368,155,"2,854",6,121,96,G,Major,57,30,40,38,0,26,3
+Polaroid Love,ENHYPEN,1,2022,1,10,461,0,211372494,10,56,17,0,0,138,G,Minor,74,65,67,46,0,36,4
+Leave Before You Love Me (with Jonas Brothers),"Marshmello, Jonas Brothers",2,2021,4,28,4893,4,651732901,143,24,110,0,70,120,G,Major,72,67,72,0,0,13,4
+Permission to Dance,BTS,1,2021,7,9,1801,2,608334048,77,134,74,0,2,125,A,Major,70,65,74,1,0,34,4
+Friday (feat. Mufasa & Hypeman) - Dopamine Re-Edit,"Riton, Nightcrawlers, Mufasa & Hypeman, Dopamine",4,2021,1,15,12043,0,863756573,209,54,710,0,18,123,D,Major,82,80,86,1,0,30,13
+RAPSTAR,Polo G,1,2021,4,9,4731,0,797402345,141,12,78,0,0,81,F#,Major,79,44,54,41,0,13,24
+'Till I Collapse,"Eminem, Nate Dogg",2,2002,5,26,22923,0,1695712020,78,46,"2,515",1,0,171,C#,Major,55,10,85,7,0,8,20
+Memories,Maroon 5,1,2019,9,20,9974,2,1759567999,272,67,"1,066",1,19,91,B,Major,77,60,32,84,0,8,5
+Se Le Ve,"Arcangel, De La Ghetto, Justin Quiles, Lenny TavпїЅпїЅrez, Sech, Dalex, Dimelo Flow, Rich Music",8,2021,8,12,1560,0,223319934,72,0,0,0,0,84,G,Minor,56,61,76,10,0,14,11
+25k jacket (feat. Lil Baby),"Gunna, Lil Baby",2,2022,1,7,620,0,54937991,17,3,3,0,0,115,F,Minor,90,74,54,16,0,13,28
+When IпїЅпїЅпїЅm Gone (with Katy ,"Katy Perry, Alesso",2,2021,12,29,3270,0,226897599,89,21,65,0,0,125,,Major,69,70,89,4,0,49,3
+EsqueпїЅпїЅa-Me Se For C,"MarпїЅпїЅlia MendonпїЅпїЅa, Maiara &",2,2021,10,14,580,0,258316038,24,92,93,0,0,122,F#,Minor,80,62,69,28,0,13,7
+MiпїЅпїЅn,"Tini, Maria Becerra",2,2021,4,29,3406,16,596152090,61,23,70,1,0,92,D,Major,85,92,54,16,0,29,7
+SпїЅпїЅ,"Anuel Aa, Myke Towers, Jhay Cortez",3,2021,11,18,903,0,177129919,30,26,15,0,0,90,F#,Minor,63,75,75,17,0,11,8
+MAMIII,"Karol G, Becky G",2,2022,2,10,6809,28,716591492,151,102,175,5,29,94,E,Minor,84,90,70,9,0,14,8
+Still D.R.E.,"Dr. Dre, Snoop Dogg",2,1999,1,1,33966,0,1210599487,141,78,"6,591",1,0,93,B,Major,81,53,78,18,0,6,24
+Stay Alive (Prod. SUGA of BTS),Jung Kook,1,2022,2,11,590,5,246376690,4,113,20,0,1,130,D,Minor,51,50,76,30,0,10,7
+Boyfriend,Dove Cameron,1,2022,2,11,3766,0,496311364,76,0,102,0,2,180,G,Minor,35,23,61,23,0,19,6
+The Joker And The Queen (feat. Taylor Swift),"Ed Sheeran, Taylor Swift",2,2022,2,11,1430,0,146789379,46,1,34,0,0,134,,Major,53,31,31,92,0,28,3
+The Next Episode,"Dr. Dre, Snoop Dogg",2,1999,1,1,31762,0,843309044,142,40,"5,451",1,953,95,D#,Minor,92,31,89,3,0,8,25
+Light Switch,Charlie Puth,1,2022,1,19,4049,0,500340342,119,6,85,1,1,184,F#,Major,69,91,63,11,0,9,31
+City of Gods,"Kanye West, Alicia Keys, Fivio Foreign",3,2022,2,11,2096,0,107255472,34,3,30,0,0,147,G#,Minor,47,50,80,10,0,32,38
+Brividi,"Mahmood, Blanco",2,2022,2,2,1175,0,135079152,34,1,31,0,0,123,G,Major,52,44,60,40,0,26,3
+Lost,Frank Ocean,1,2012,1,1,29499,11,822239726,124,27,587,0,4,123,A#,Minor,91,49,61,3,0,17,22
+In Da Club,50 Cent,1,2002,1,1,30427,7,1202722675,235,106,"5,221",1,35,90,F#,Minor,90,79,71,26,0,7,37
+she's all i wanna be,Tate McRae,1,2022,2,4,2711,0,343197054,105,12,51,0,12,160,D,Minor,61,65,64,1,0,12,4
+Ginseng Strip 2002,Yung Lean,1,2013,8,16,4310,0,240769997,13,0,113,1,3,115,C#,Major,60,37,71,8,0,48,4
+All For Us - from the HBO Original Series Euphoria,"Labrinth, Zendaya",2,2019,8,4,5342,0,426204830,33,123,7,0,4,141,D#,Major,37,17,67,2,0,34,9
+Notion,The Rare Occasions,1,2016,8,5,2393,0,421135627,22,13,65,0,6,160,A,Major,31,30,88,7,0,8,8
+Formula,Labrinth,1,2019,10,4,3444,7,554875730,24,85,102,0,1,145,B,Major,57,23,66,4,6,15,4
+Mount Everest,Labrinth,1,2019,6,21,5443,0,467727006,45,1,80,0,12,89,,Minor,46,43,43,23,8,8,22
+Excuses,"Intense, AP Dhillon, Gurinder Gill",3,2020,7,24,272,4,327498031,7,21,2,0,0,95,F,Minor,84,49,72,8,0,15,8
+Cigarettes,Juice WRLD,1,2021,12,10,975,0,185408548,11,0,10,0,0,160,D,Major,60,47,62,3,0,38,4
+"CayпїЅпїЅ La Noche (feat. Cruz CafunпїЅпїЅ, Abhir Hathi, Bejo, EL IMA)","Quevedo, La Pantera, Juseph, Cruz CafunпїЅпїЅ, BпїЅпїЅjo, Abhir Hathi",7,2022,1,14,1034,1,245400167,19,5,12,0,0,174,F,Minor,67,74,75,44,0,7,30
+California Love - Original Version (Explicit),"Dr. Dre, 2Pac, Roger",3,1995,12,28,18773,0,579395142,128,17,"1,663",0,0,92,G,Major,77,76,84,3,0,38,4
+Forgot About Dre,"Eminem, Dr. Dre",2,1999,1,1,19067,0,675039469,78,15,"1,674",0,3,134,G#,Major,93,61,74,9,0,17,8
+Down Under (feat. Colin Hay),"Luude, Colin Hay",2,2021,11,19,3541,2,252871192,57,13,50,1,7,172,B,Minor,31,4,86,1,0,28,17
+Mujeriego,Ryan Castro,1,2021,12,17,1492,0,231996128,44,63,91,0,24,80,A,Major,76,92,62,6,0,8,13
+HUMBLE.,Kendrick Lamar,1,2017,3,30,33206,1,1929770265,284,114,"1,481",0,5,150,C#,Minor,91,42,60,0,0,9,12
+Stan,"Eminem, Dido",2,1999,11,21,17115,0,918915401,83,63,"4,180",0,0,80,F#,Minor,78,53,74,4,0,45,21
+Contection,"GODZZ__-, Zakaria",2,2020,1,16,6955,0,1180896317,65,45,398,0,1,166,A#,Minor,81,83,75,14,0,29,34
+Swim,Chase Atlantic,1,2017,10,4,2742,0,498960285,5,1,62,0,0,120,G#,Major,67,8,54,27,0,8,4
+A Tu Merced,Bad Bunny,1,2020,2,29,4214,11,685071800,21,20,40,0,0,92,,Major,86,89,79,17,0,11,6
+Numb Little Bug,Em Beihold,1,2022,1,28,2026,0,258714692,47,3,42,12,6,85,G#,Minor,74,61,52,30,0,26,9
+212,"Mainstreet, Chefin",2,2022,1,15,352,0,143139338,10,0,39,0,0,154,D,Minor,79,86,52,66,0,9,7
+ProblemпїЅ,"Alvaro Diaz, Rauw Alejandro",2,2021,10,22,1517,0,209768491,42,7,15,0,4,92,D,Minor,73,37,74,28,0,14,6
+Bussin,"Nicki Minaj, Lil Baby",2,2022,2,11,847,0,64714573,25,0,14,0,0,140,B,Major,89,75,70,6,0,13,5
+Worst Day,Future,1,2022,2,11,910,0,50746620,20,3,24,0,0,89,C#,Major,65,60,60,11,0,10,40
+Malvada,ZпїЅпїЅ Fe,1,2022,1,28,601,0,154119539,28,73,64,0,0,135,F,Minor,89,89,86,16,0,8,5
+Hrs and Hrs,Muni Long,1,2021,11,19,1800,0,181328253,43,36,46,13,4,140,G#,Minor,51,66,53,60,0,11,18
+Alien Blues,Vundabar,1,2015,7,24,1930,0,370068639,3,0,28,0,1,82,D#,Major,47,44,76,8,91,9,3
+Thinking Out Loud,Ed Sheeran,1,2014,1,1,33032,0,2280566092,363,129,"3,895",0,28,79,D,Major,78,58,45,47,0,18,3
+Still Don't Know My Name,Labrinth,1,2019,10,4,6332,0,563902868,47,116,266,0,0,88,F,Major,31,31,63,47,27,21,12
+Christmas Tree,V,1,2021,12,24,509,9,317622165,8,106,6,0,8,139,F,Major,44,18,38,70,0,12,4
+Mal Feito - Ao Vivo,"MarпїЅпїЅlia MendonпїЅпїЅa, Hugo & G",2,2022,1,14,971,2,291709698,35,104,93,1,0,124,,Minor,73,68,83,55,0,90,7
+When I R.I.P.,Labrinth,1,2019,10,4,2578,0,203680270,8,67,66,0,0,80,G#,Minor,39,45,55,73,0,9,21
+Do We Have A Problem?,"Nicki Minaj, Lil Baby",2,2022,2,4,1064,0,81350745,42,1,26,0,0,120,C#,Minor,84,54,51,47,0,12,40
+Forever,Labrinth,1,2019,10,4,3618,0,282883169,21,86,138,0,2,80,E,Minor,56,19,46,92,72,11,3
+Gospel (with Eminem),"Eminem, Dr. Dre",2,2022,2,4,1040,0,64787943,8,0,29,0,0,117,C#,Major,92,62,86,11,0,24,24
+SeпїЅпїЅo,"Shawn Mendes, Camila Cabello",2,2019,6,19,15010,2,2484812918,453,50,"1,785",1,8,117,A,Minor,76,77,52,4,0,8,3
+NEW MAGIC WAND,"Tyler, The Creator",2,2019,5,16,4708,0,461437791,13,7,55,0,1,140,F,Minor,62,46,73,10,0,67,11
+Adore You,Harry Styles,1,2019,12,6,13454,1,1439191367,246,71,519,2,5,99,G#,Major,68,57,77,2,0,10,5
+La Santa,"Daddy Yankee, Bad Bunny",2,2020,2,29,4890,20,759208783,52,42,100,0,0,93,C#,Major,74,59,87,3,0,8,5
+Something In The Way - Remastered 2021,Nirvana,1,1991,9,24,9514,0,368646862,45,27,"1,197",0,43,106,G#,Major,44,8,20,74,42,11,3
+Sweetest Pie,"Dua Lipa, Megan Thee Stallion",2,2022,3,11,3501,0,299634472,69,2,51,11,0,124,G,Major,81,68,63,17,0,10,22
+Bam Bam (feat. Ed Sheeran),"Camila Cabello, Ed Sheeran",2,2022,3,4,6111,4,756907987,185,40,492,9,35,95,G#,Major,76,96,70,18,0,33,4
+Una Noche en MedellпїЅ,Cris Mj,1,2022,1,21,5415,32,682475162,46,16,53,1,2,96,A#,Minor,87,82,53,10,0,5,8
+Envolver,Anitta,1,2021,11,11,4673,2,546191065,123,113,180,1,4,92,E,Minor,81,40,73,15,0,9,8
+Starlight,Dave,1,2022,3,3,1856,3,229473310,29,40,31,1,1,124,G,Major,95,36,37,35,0,10,28
+Hati-Hati di Jalan,Tulus,1,2022,3,3,200,2,202677468,12,4,0,0,0,72,F#,Major,64,76,44,70,9,12,4
+"I'm Tired - From ""Euphoria"" An Original HBO Series",Labrinth,1,2022,2,4,1888,0,121913181,26,1,58,0,0,71,,Minor,28,26,20,19,0,30,3
+DANпїЅпїЅA,"Mc Pedrinho, Pedro Sampaio",2,2022,2,1,911,2,208166039,45,0,99,1,1,135,A,Minor,78,55,57,4,0,10,8
+Yo Voy (feat. Daddy Yankee),Zion & Lennox,1,2004,5,4,2954,2,527033089,18,82,0,0,5,95,A#,Major,81,56,70,4,0,5,24
+"Residente: Bzrp Music Sessions, Vol. 49","Residente, Bizarrap",2,2022,3,3,461,0,94616487,7,11,13,0,0,71,C#,Minor,59,70,74,56,0,11,40
+Jordan,Ryan Castro,1,2021,4,30,2844,2,394030335,29,2,35,1,0,180,A#,Minor,80,71,68,6,0,10,37
+Nail Tech,Jack Harlow,1,2022,2,18,2939,0,193443895,42,0,24,0,0,150,E,Minor,65,11,58,0,0,12,9
+Chale,Eden MuпїЅп,1,2022,2,18,695,11,299648208,16,41,13,1,1,189,G#,Major,55,86,44,40,0,7,4
+DARARI,Treasure,1,2022,2,15,328,0,182978249,10,21,7,0,9,85,,Major,72,55,64,49,0,7,4
+Ya No Somos Ni Seremos,Christian Nodal,1,2022,2,18,866,16,319757142,27,84,32,7,11,140,G,Major,59,73,45,44,0,34,3
+Thinking with My Dick,"Kevin Gates, Juicy J",2,2013,7,16,1550,0,109091573,0,0,14,0,0,81,,Major,77,68,70,6,0,17,20
+Freaky Deaky,"Tyga, Doja Cat",2,2022,2,25,1729,0,153240879,26,1,19,0,0,104,D,Minor,80,24,65,2,0,9,4
+this is what falling in love feels like,JVKE,1,2021,9,3,2005,0,346127840,16,5,43,0,7,129,B,Major,42,33,44,62,0,8,6
+La Zona,Bad Bunny,1,2020,2,29,1188,0,312622938,13,1,15,0,1,94,C#,Minor,76,81,80,20,0,25,4
+Bohemian Rhapsody - Remastered 2011,Queen,1,1975,10,31,40112,3,2197010679,321,162,"5,691",8,17,71,,Minor,41,23,40,27,0,30,5
+Hope,XXXTENTACION,1,2018,3,16,3659,0,1200808494,11,10,267,0,7,146,A,Minor,59,23,46,66,0,15,6
+Levitating,Dua Lipa,1,2020,3,27,9833,0,797196073,233,82,531,1,1,103,F#,Minor,69,90,88,5,0,29,8
+Wake Me Up - Radio Edit,Avicii,1,2013,1,1,50887,34,1970673297,315,160,"6,284",1,46,124,D,Major,53,66,78,0,0,16,5
+"jealousy, jealousy",Olivia Rodrigo,1,2021,5,21,3257,0,665765558,10,0,70,0,0,164,A#,Minor,70,71,58,24,0,7,13
+MonпїЅпїЅy so,YEAT,1,2021,9,10,1473,0,263779030,2,0,12,0,10,138,D,Major,69,35,57,12,0,10,9
+Demasiadas Mujeres,C. Tangana,1,2020,10,8,2226,0,339473453,36,2,11,0,14,126,A,Minor,67,37,46,13,0,10,39
+Something Just Like This,"The Chainsmokers, Coldplay",2,2017,2,22,23375,21,2204080728,336,188,"2,692",3,30,103,B,Minor,61,47,65,3,0,17,4
+Closer,"The Chainsmokers, Halsey",2,2016,5,31,28032,0,2591224264,315,159,"2,179",0,44,95,G#,Major,75,64,52,41,0,11,3
+O.O,NMIXX,1,2022,2,22,290,0,135444283,9,66,10,0,0,200,B,Minor,39,28,77,4,0,6,29
+Somebody That I Used To Know,"Gotye, Kimbra",2,2011,1,1,42798,0,1457139296,217,136,"6,508",1,,129,,Major,86,75,52,54,0,10,4
+Tom's Diner,"AnnenMayKantereit, Giant Rooks",2,2019,6,28,2605,0,236872197,15,48,50,0,3,98,F#,Minor,68,33,43,38,0,36,14
+First Class,Jack Harlow,1,2022,4,8,8737,0,694525298,163,32,137,15,12,107,G#,Major,91,32,56,3,0,11,10
+Plan A,Paulo Londra,1,2022,3,23,1105,0,240661097,32,0,19,0,0,174,,Major,58,56,83,5,0,7,4
+Fuera del mercado,Danny Ocean,1,2022,2,17,2499,21,421365166,68,24,43,1,0,92,G#,Major,45,27,67,32,0,13,14
+X пїЅпїЅLTIMA,"Daddy Yankee, Bad Bunny",2,2022,3,25,2697,1,349746291,55,3,32,0,0,90,G,Major,81,59,83,9,0,11,5
+When You're Gone,Shawn Mendes,1,2022,3,31,2092,0,255120451,75,11,44,0,14,147,F,Major,60,58,69,2,0,58,4
+In My Head,Lil Tjay,1,2022,4,1,1185,0,190981339,21,0,31,0,0,143,C#,Major,68,41,55,16,0,10,12
+Wait a Minute!,Willow,1,2015,1,11,11985,0,924193303,79,80,250,3,10,101,D#,Minor,76,63,71,3,0,10,3
+LOVE DIVE,IVE,1,2022,4,5,753,8,305771063,28,124,13,0,1,118,C#,Minor,70,54,71,0,0,33,4
+Pantysito,"Feid, Alejo, Robi",3,2022,3,18,2995,0,273005485,49,17,30,0,0,98,G,Minor,83,63,74,14,0,16,6
+Chance,Paulo Londra,1,2022,4,6,225,0,89566512,11,0,7,0,0,138,C#,Minor,72,22,46,24,0,9,6
+Cool for the Summer,Demi Lovato,1,2015,1,1,9243,0,677389855,155,5,577,0,6,114,F,Minor,59,30,62,1,0,8,4
+psychofreak (feat. WILLOW),"Camila Cabello, Willow",2,2022,4,7,918,0,75476209,24,0,52,0,0,180,G,Minor,63,45,64,34,0,9,8
+Angel Baby,Troye Sivan,1,2021,9,9,1959,9,408843328,52,25,32,0,10,145,B,Major,56,41,57,1,0,13,3
+Vampiro,"MatuпїЅпїЅ, Wiu, ",3,2022,1,30,540,4,187772591,26,3,39,0,0,115,G#,Minor,78,63,64,1,0,7,4
+Si Quieren Frontear,"De La Ghetto, Duki, Quevedo",3,2022,3,31,859,0,178512385,14,0,11,0,0,82,A#,Major,79,48,84,13,0,21,23
+Right On,Lil Baby,1,2022,4,8,1116,0,101780047,31,9,15,0,1,166,D,Major,70,22,61,2,0,10,34
+Me Arrepentпї,"Ak4:20, Cris Mj, Pailita",3,2022,3,30,273,2,118381354,12,2,4,0,0,92,,Major,86,91,79,29,0,60,16
+That's Hilarious,Charlie Puth,1,2022,4,8,686,2,146363130,11,6,12,0,15,108,F#,Major,71,55,44,74,0,11,6
+Soy El Unico,Yahritza Y Su Esencia,1,2022,3,25,226,0,126443991,5,0,4,0,1,84,E,Minor,71,63,45,45,0,11,3
+RUMBATпїЅ,Daddy Yankee,1,2022,3,25,1264,0,157990698,20,4,52,0,1,95,D#,Minor,69,90,91,6,0,35,4
+sentaDONA (Remix) s2,"LuпїЅпїЅsa Sonza, MC Frog, Dj Gabriel do Borel, Davi K",4,2022,3,17,870,0,176290831,32,0,49,0,0,135,D#,Minor,93,77,45,25,0,13,27
+Falling,Harry Styles,1,2019,12,13,7556,0,1023187129,124,24,254,0,8,110,E,Major,57,6,27,84,0,9,3
+Sigue,"Ed Sheeran, J Balvin",2,1996,11,24,1370,0,106933107,46,8,60,0,0,88,G,Major,89,59,64,5,0,19,7
+Fim de Semana no Rio,teto,1,2022,3,30,315,2,139193812,27,2,31,0,0,119,C#,Minor,87,28,50,12,0,10,10
+MANIAC,Stray Kids,1,2022,3,18,651,0,212234990,6,188,20,0,0,120,C#,Major,58,71,80,15,0,7,41
+There's Nothing Holdin' Me Back,Shawn Mendes,1,2016,9,23,12382,0,1714490998,229,57,"1,370",2,71,122,D,Major,86,97,80,36,0,9,6
+IDGAF (with blackbear),"Blackbear, BoyWithUke",2,2022,3,18,625,0,197643795,10,2,13,0,1,98,F,Major,78,83,75,41,0,27,8
+Golden,Harry Styles,1,2019,12,13,8429,1,807015863,85,24,200,0,2,140,E,Minor,45,25,84,21,0,13,6
+Get Lucky - Radio Edit,"Pharrell Williams, Nile Rodgers, Daft Punk",3,2013,1,1,52898,0,933815613,203,1,"8,215",0,0,116,F#,Minor,79,87,81,4,0,10,4
+Ain't Shit,Doja Cat,1,2021,6,25,3436,0,499710590,32,6,46,0,1,124,D#,Major,86,62,49,51,0,35,21
+"Nobody Like U - From ""Turning Red""","Jordan Fisher, Josh Levi, Finneas O'Connell, 4*TOWN (From Disney and PixarпїЅпїЅпїЅs Turning Red), Topher Ngo, Grayson Vill",6,2022,2,25,918,0,120847157,34,39,30,0,0,105,A,Minor,91,73,72,13,0,9,15
+Still Life,BIGBANG,1,2022,4,5,181,0,53909146,16,14,7,0,0,118,G#,Major,68,24,58,44,0,6,3
+Photograph,Ed Sheeran,1,2014,6,20,18778,3,2236667932,228,105,"2,453",0,84,108,E,Major,61,20,38,61,0,10,5
+Love Yourself,Justin Bieber,1,2015,11,9,22730,5,2123309722,289,87,"2,430",0,36,100,E,Major,61,53,38,84,0,28,44
+N95,Kendrick Lamar,1,2022,5,13,5542,0,301242089,52,16,65,0,206,140,D#,Minor,81,39,66,38,0,12,14
+About Damn Time,Lizzo,1,2022,4,14,9021,0,723894473,242,49,272,21,24,109,A#,Minor,84,72,74,10,0,34,7
+Die Hard,"Kendrick Lamar, Blxst, Amanda Reifer",3,2022,5,13,4627,0,237351106,38,13,32,0,0,101,C#,Minor,78,40,74,36,0,17,27
+DespuпїЅпїЅs de la P,Bad Bunny,1,2022,5,6,2229,0,461558540,27,44,24,0,5,78,F,Major,56,61,90,36,0,18,31
+Un Ratito,Bad Bunny,1,2022,5,6,1112,6,417230415,7,30,13,1,1,93,,Minor,79,22,55,31,0,12,5
+United In Grief,Kendrick Lamar,1,2022,5,13,2575,0,156898322,4,5,12,0,51,87,G#,Major,52,32,83,24,0,17,43
+Father Time (feat. Sampha),"Kendrick Lamar, Sampha",2,2022,5,13,3107,0,127309180,4,0,22,0,0,153,A#,Minor,55,50,78,19,0,11,35
+Yo No Soy Celoso,Bad Bunny,1,2022,5,6,1179,0,313113297,7,21,11,0,0,142,,Major,87,93,59,28,0,17,5
+Rich Spirit,Kendrick Lamar,1,2022,5,13,3486,0,173702135,20,10,33,0,0,96,A#,Minor,85,41,43,39,0,12,21
+Cooped Up (with Roddy Ricch),"Post Malone, Roddy Ricch",2,2022,5,12,2942,0,271666301,42,28,43,0,0,125,,Major,50,39,78,4,0,11,33
+Me Fui de Vacaciones,Bad Bunny,1,2022,5,6,1443,0,305650299,9,11,22,1,0,85,A#,Major,71,43,65,23,0,9,5
+Silent Hill,"Kendrick Lamar, Kodak Black",2,2022,5,13,3028,0,123216717,22,0,23,0,0,140,C#,Minor,92,78,57,46,0,14,9
+La Corriente,"Tony Dize, Bad Bunny",2,2022,5,6,1796,8,479655659,8,25,18,1,0,196,B,Minor,66,58,79,23,0,22,20
+Count Me Out,Kendrick Lamar,1,2022,5,13,2729,0,126191104,3,7,13,0,1,134,G,Major,78,51,43,69,0,14,9
+Andrea,"Buscabulla, Bad Bunny",2,2022,5,6,1195,0,344055883,8,30,13,1,1,103,C#,Minor,80,45,62,76,0,10,38
+Dos Mil 16,Bad Bunny,1,2022,5,6,892,3,338422004,10,24,11,0,0,130,C#,Major,82,50,67,12,0,13,5
+We Cry Together,"Kendrick Lamar, Taylour Paige",2,2022,5,13,1635,0,68895644,4,1,6,0,0,108,B,Major,65,52,69,31,0,8,36
+Savior,"Kendrick Lamar, Sam Dew, Baby Keem",3,2022,5,13,2291,0,86176890,9,0,8,0,0,123,G#,Major,61,66,71,53,0,32,46
+Un Coco,Bad Bunny,1,2022,5,6,1029,28,403231558,5,28,9,0,0,152,B,Major,84,74,69,21,0,18,6
+Otro Atardecer,"Bad Bunny, The MarпїЅп",2,2022,5,6,1681,7,319546754,10,30,13,0,33,108,D,Major,78,55,60,59,0,7,4
+Worldwide Steppers,Kendrick Lamar,1,2022,5,13,1480,0,61739839,1,0,5,0,0,72,A#,Minor,56,56,47,76,0,8,36
+Aguacero,Bad Bunny,1,2022,5,6,829,0,283359161,4,15,10,0,0,121,F#,Minor,86,67,65,42,0,35,7
+Purple Hearts,"Kendrick Lamar, Ghostface Killah, Summer Walker",3,2022,5,13,2308,0,76831876,7,0,7,0,0,138,D#,Minor,57,71,82,19,0,15,29
+Un Verano Sin Ti,Bad Bunny,1,2022,5,6,1004,1,283332261,8,12,9,0,0,188,F,Minor,50,41,50,69,0,12,6
+ULTRA SOLO,"Polima WestCoast, Pailita",2,2022,2,14,1367,0,307752576,48,4,34,1,0,110,C#,Major,80,26,85,23,0,11,21
+EnsпїЅпїЅпїЅпїЅame ,Bad Bunny,1,2022,5,6,1112,3,279737940,7,25,12,0,0,105,G#,Major,81,77,79,19,0,47,8
+El ApagпїЅ,Bad Bunny,1,2022,5,6,1209,0,212351890,9,7,14,0,1,118,G#,Major,63,60,70,5,0,9,31
+Callaita,"Bad Bunny, Tainy",2,2019,5,31,9539,15,1304313953,162,116,355,7,0,176,D,Major,61,24,62,60,0,24,31
+Dua Lipa,Jack Harlow,1,2022,5,6,1992,0,150500965,35,0,3,0,0,158,B,Major,83,41,65,0,10,11,8
+Agosto,Bad Bunny,1,2022,5,6,897,0,246127838,6,20,8,0,0,115,C#,Minor,85,72,58,9,0,49,12
+House Of Memories,Panic! At The Disco,1,2016,1,15,2948,0,582863434,10,2,150,0,0,110,B,Minor,51,48,82,0,0,5,3
+Mr. Morale,"Kendrick Lamar, Tanna Leone",2,2022,5,13,1860,0,58687425,1,0,3,0,0,174,A,Major,73,26,54,30,0,34,32
+That That (prod. & feat. SUGA of BTS),"PSY, Suga",2,2022,4,29,802,0,212109195,16,81,23,0,0,130,E,Major,91,91,96,3,0,3,9
+In The Stars,Benson Boone,1,2022,4,29,2224,8,382199619,48,40,87,1,210,78,A#,Major,36,30,54,34,0,14,5
+Rich - Interlude,Kendrick Lamar,1,2022,5,13,1103,0,41210087,0,0,0,0,0,104,G,Major,44,74,42,88,0,9,9
+SUPERMODEL,MпїЅпїЅne,1,2022,5,13,2265,0,231657891,93,12,173,11,3,121,G,Major,64,80,88,0,0,12,6
+Stefania (Kalush Orchestra),KALUSH,1,2022,3,10,555,0,53729194,10,4,4,0,0,105,D,Major,83,32,82,14,0,12,4
+Thousand Miles,The Kid Laroi,1,2022,4,22,2050,0,244741137,52,9,46,0,1,81,G,Major,38,20,66,9,0,9,8
+Crown,Kendrick Lamar,1,2022,5,13,1493,0,42485571,2,0,10,0,0,170,C#,Minor,37,14,24,80,0,11,4
+Auntie Diaries,Kendrick Lamar,1,2022,5,13,1545,0,37778188,1,0,4,0,0,78,G,Major,43,60,38,76,1,48,38
+PUFFIN ON ZOOTIEZ,Future,1,2022,4,29,2350,0,254218729,28,42,23,0,0,125,G#,Major,88,28,66,6,0,13,31
+Mirror,Kendrick Lamar,1,2022,5,13,1929,0,53603447,2,0,4,0,0,92,E,Minor,66,29,65,23,0,8,7
+Beautiful Girl,Luciano,1,2022,4,22,710,4,160035717,16,11,18,0,0,140,B,Minor,84,61,42,31,0,9,9
+"Paulo Londra: Bzrp Music Sessions, Vol. 23","Bizarrap, Paulo Londra",2,2022,4,25,928,0,164163229,19,0,7,0,0,96,,Major,61,32,90,25,0,10,9
+Savior - Interlude,Kendrick Lamar,1,2022,5,13,1194,0,37091576,0,0,3,0,0,118,F,Minor,66,83,43,84,0,19,19
+Pasoori,"Shae Gill, Ali Sethi",2,2022,2,6,349,6,284249832,10,22,3,0,0,92,B,Minor,71,67,60,7,0,6,4
+Mother I Sober (feat. Beth Gibbons of Portishead),"Kendrick Lamar, Beth Gibbons",2,2022,5,13,1890,0,33381454,3,0,2,0,0,140,G#,Minor,49,50,37,87,0,11,35
+TUS LпїЅпїЅGR,"Sech, Mora",2,2022,4,1,1308,2,184622518,23,16,9,0,5,174,C#,Major,68,45,71,18,0,11,25
+Where Did You Go?,"MNEK, Jax Jones",2,2022,1,26,4531,0,300983101,135,74,119,1,18,127,A#,Major,77,53,78,19,0,29,4
+I Tried to Tell Y'all,"Ugly Dray, Tesla Jnr",2,2022,5,6,1657,0,121077868,15,3,3,0,0,96,B,Major,71,37,52,62,0,11,36
+Honest (feat. Don Toliver),"Justin Bieber, Don Toliver",2,2022,4,29,1351,0,106919680,26,1,17,0,0,150,G#,Minor,82,82,66,13,0,11,6
+ZOOM,Jessi,1,2022,4,13,608,0,136996305,5,29,14,0,0,100,F#,Major,87,46,60,1,0,13,16
+SloMo,Chanel,1,2021,12,24,1211,0,65719930,31,0,19,0,2,105,C#,Minor,73,59,81,13,0,9,6
+FEARLESS,LE SSERAFIM,1,2022,5,2,629,0,229497852,18,75,9,0,0,104,G,Major,86,43,62,5,0,13,14
+10 Things I Hate About You,Leah Kate,1,2022,3,23,1301,0,185550869,23,1,15,0,0,154,G#,Major,54,45,79,1,0,17,5
+SPACE MAN,Sam Ryder,1,2022,2,22,1329,0,54682594,42,51,32,0,0,80,B,Major,47,33,83,18,0,10,5
+With you,"HA SUNG WOON, Jimin",2,2022,4,24,343,2,240580042,4,35,11,1,1,150,D#,Major,53,14,43,64,0,13,3
+Iris,The Goo Goo Dolls,1,1998,3,31,13101,9,1284942608,137,5,582,0,0,156,B,Minor,32,49,72,0,0,9,4
+The Heart Part 5,Kendrick Lamar,1,2022,5,8,2939,0,71423324,29,0,30,0,0,98,G#,Minor,76,79,81,18,0,6,34
+San Lucas,Kevin Kaarl,1,2019,11,7,407,1,244891912,5,0,5,0,0,92,G,Major,58,27,36,86,0,9,3
+This Love (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2022,5,6,1492,0,132171975,26,2,15,0,2,144,E,Major,47,7,50,32,0,7,4
+Good Looking,Suki Waterhouse,1,2017,10,20,2264,0,184706613,11,6,25,0,1,150,E,Major,37,27,56,8,0,13,3
+Flowers,Lauren Spencer Smith,1,2021,8,9,801,0,184826429,42,9,24,1,1,138,D#,Major,70,31,44,84,0,9,39
+Yet To Come,BTS,1,2022,6,10,829,0,302006641,32,110,26,0,0,172,C#,Major,56,68,89,4,0,33,19
+Run BTS,BTS,1,2022,6,10,736,0,330881149,5,132,17,0,3,77,G#,Major,72,70,82,2,0,4,17
+Music For a Sushi Restaurant,Harry Styles,1,2022,5,20,4449,1,334733572,80,11,66,0,1,107,B,Major,72,36,72,26,6,11,4
+Matilda,Harry Styles,1,2022,5,20,3218,3,366214458,29,10,79,0,0,114,D,Major,51,39,29,90,0,10,4
+For Youth,BTS,1,2022,6,10,327,0,114546317,5,40,12,0,0,117,D,Major,63,29,51,43,0,25,4
+Daylight,Harry Styles,1,2022,5,20,2775,0,290833204,21,11,40,0,0,146,,Major,69,63,45,48,0,18,4
+Vegas (From the Original Motion Picture Soundtrack ELVIS),Doja Cat,1,2022,5,6,4576,0,448500832,79,13,93,0,17,160,G#,Minor,80,74,60,8,0,14,26
+Cash In Cash Out,"Pharrell Williams, Tyler, The Creator, 21 Savage",4,2022,6,10,2313,0,136676504,34,0,29,0,0,120,G,Major,88,15,56,1,0,8,6
+Potion (with Dua Lipa & Young Thug),"Calvin Harris, Dua Lipa, Young Thug",3,2022,5,27,3983,0,190625045,73,45,119,0,0,100,B,Minor,82,76,70,16,0,8,5
+Born Singer,BTS,1,2022,6,10,279,0,79095270,0,18,6,0,0,158,G#,Minor,60,68,84,4,0,24,11
+Little Freak,Harry Styles,1,2022,5,20,2302,0,273194684,20,3,39,0,0,142,D#,Major,56,40,54,72,0,10,4
+La Llevo Al Cielo (Ft. пїЅпїЅengo F,"Nengo Flow, Anuel Aa, Chris Jedi, Chencho Corleone",4,2022,5,20,3559,3,333146475,36,1,31,0,1,170,A,Minor,80,77,85,11,0,17,14
+True Love,"Kanye West, XXXTENTACION",2,2022,5,27,2129,0,194902696,23,1,44,1,0,84,F,Minor,71,39,86,2,0,51,25
+Satellite,Harry Styles,1,2022,5,20,3291,5,311482393,43,28,79,0,208,139,,Major,58,30,46,14,0,9,3
+Pass The Dutchie,Musical Youth,1,1982,1,1,5328,0,195918494,54,76,900,0,0,151,G,Major,73,88,67,20,0,32,5
+"Villano Antillano: Bzrp Music Sessions, Vol. 51","Bizarrap, Villano Antillano",2,2022,6,8,1401,0,248511839,26,16,17,0,1,128,C#,Minor,82,42,75,6,0,63,6
+Love Of My Life,Harry Styles,1,2022,5,20,1933,0,233671263,13,2,31,0,0,118,G,Major,56,20,54,67,0,6,5
+Grapejuice,Harry Styles,1,2022,5,20,1986,0,199587884,7,1,15,0,0,183,F,Major,65,88,72,36,14,20,3
+So Good,Halsey,1,2022,6,9,1057,0,91781263,51,14,19,0,0,83,D#,Minor,63,29,62,4,0,18,4
+Belly Dancer,"BYOR, Imanbek",2,2022,2,18,5115,13,383835984,109,38,301,1,33,122,C#,Major,85,42,80,6,0,17,14
+Keep Driving,Harry Styles,1,2022,5,20,2094,1,236060709,8,1,18,0,0,165,A,Major,72,90,48,32,0,18,23
+Cinema,Harry Styles,1,2022,5,20,2171,0,189236868,18,1,28,0,0,106,A,Minor,83,90,64,35,5,9,4
+Die Young (feat. 347aidan),"Sleepy hallow, 347aidan",2,2022,5,25,896,0,160845341,19,0,15,0,0,77,B,Major,81,68,58,83,0,11,34
+Only Love Can Hurt Like This,Paloma Faith,1,2014,1,1,5148,0,588955257,90,22,365,0,114,91,G#,Major,57,30,89,10,0,33,8
+Hold My Hand,Lady Gaga,1,2022,5,3,2528,0,238350348,63,8,270,2,105,148,G,Major,51,21,63,5,0,41,3
+Daydreaming,Harry Styles,1,2022,5,20,1900,1,187703102,15,1,23,0,0,114,E,Minor,71,90,81,31,2,13,3
+Numb,"Marshmello, Khalid",2,2022,6,10,3879,2,295307001,107,76,86,1,9,120,,Minor,91,63,77,12,1,10,5
+Nos Comemos (feat. Ozuna),"Ozuna, Tiago pzk",2,2022,6,2,896,0,138334433,0,0,2,0,0,92,F#,Major,83,56,82,10,0,9,5
+Me and Your Mama,Childish Gambino,1,2016,11,10,8775,0,445590495,33,60,107,1,0,118,F,Major,56,25,45,1,3,7,3
+Crazy What Love Can Do,"David Guetta, Ella Henderson, Becky Hill",3,2022,3,18,5290,0,286739476,139,73,142,0,5,123,E,Minor,60,46,71,3,0,16,4
+SLOW DANCING IN THE DARK,Joji,1,2018,9,12,10211,0,1122364376,38,79,65,0,1,89,D#,Major,52,28,48,54,1,19,3
+Antes de Perderte,Duki,1,2022,6,2,584,8,157136970,12,1,8,0,1,110,F,Minor,81,61,93,49,0,12,11
+Boyfriends,Harry Styles,1,2022,5,20,1517,0,137070925,26,2,30,0,0,118,,Major,42,32,20,94,0,11,4
+295,Sidhu Moose Wala,1,2021,5,15,246,4,183273246,4,106,0,0,7,90,B,Minor,68,54,76,21,0,11,20
+Tak Ingin Usai,Keisya Levronka,1,2022,5,13,220,4,184807630,16,5,0,0,6,130,,Major,49,14,40,82,0,11,3
+En El Radio Un Cochinero,Victor Cibrian,1,2022,5,13,514,0,164856284,5,36,1,0,0,154,F#,Minor,70,97,62,47,0,10,4
+Master of Puppets (Remastered),Metallica,1,1986,3,3,6080,0,704171068,112,198,406,1,0,105,E,Minor,54,59,83,0,44,20,4
+BREAK MY SOUL,Beyoncпї,1,2022,6,21,9724,0,354614964,222,61,259,14,2,115,C#,Minor,70,87,88,4,0,26,8
+ULTRA SOLO REMIX,"De La Ghetto, Feid, Polima WestCoast, Paloma Mami, Pailita",5,2022,6,16,2341,0,279717388,37,2,38,2,0,110,C#,Major,91,59,82,8,0,6,8
+Massive,Drake,1,2022,6,17,5263,0,195628667,66,89,61,0,11,125,E,Minor,51,5,68,12,2,15,6
+Betty (Get Money),Yung Gravy,1,2022,6,10,2402,0,221752937,45,2,26,0,1,102,C#,Major,73,62,75,0,0,34,8
+Ojos Marrones,Lasso,1,2022,2,6,795,11,263280370,26,18,15,1,4,120,G#,Minor,81,72,65,4,0,14,4
+POP!,Nayeon,1,2022,6,24,571,0,213505179,19,21,14,0,2,97,D,Major,80,36,86,4,0,3,5
+Layla,"SchпїЅпїЅrze, DJ R",2,2022,3,24,832,3,130419412,18,124,24,1,0,140,F,Minor,44,41,92,0,0,44,7
+MORE,j-hope,1,2022,7,1,565,0,155795783,6,52,11,0,0,97,D,Major,78,31,72,1,0,11,4
+Sweet Child O' Mine,Guns N' Roses,1,1987,1,1,41231,1,1553497987,228,151,"6,720",3,99,125,F#,Major,45,67,90,9,11,10,5
+Last Last,Burna Boy,1,2022,5,12,4526,12,293466523,156,275,150,3,128,88,D#,Minor,80,55,56,13,0,8,9
+SNAP,Rosa Linn,1,2022,3,19,1818,0,711366595,3,0,63,0,353,170,,Major,56,52,64,11,0,45,7
+Sticky,Drake,1,2022,6,17,2814,0,191448892,38,105,25,0,2,137,A#,Minor,88,8,49,9,0,9,14
+Hot Shit (feat. Ye & Lil Durk),"Kanye West, Lil Durk, Cardi B",3,2022,7,1,1601,0,85924992,11,0,2,0,0,157,A,Major,88,52,69,0,0,8,23
+Ai Preto,"L7nnon, DJ Biel do Furduncinho, Bianca",3,2022,6,3,894,4,176103902,28,0,54,0,0,130,F#,Major,95,83,57,54,0,10,25
+La Loto,"Anitta, Tini, Becky G",3,2022,7,6,945,0,121189256,49,3,57,0,0,90,C#,Major,85,80,83,10,0,8,11
+die first,Nessa Barrett,1,2022,6,24,767,0,131746175,25,0,22,0,0,183,G#,Minor,44,44,67,7,0,12,13
+Afraid To Feel,LF System,1,2022,5,2,5898,5,244790012,129,55,128,0,101,128,C#,Major,58,68,91,2,0,27,11
+Baile no Morro,"Mc Vitin Da Igrejinha, MC Tairon, DJ Win",3,2022,6,10,685,2,129314708,17,0,24,0,30,130,D#,Minor,71,78,40,46,0,7,45
+cпїЅпїЅmo dormi,Rels B,1,2022,8,4,1452,35,331511413,16,15,20,0,0,126,C#,Major,63,56,43,24,0,12,23
+Bad Decisions (with BTS & Snoop Dogg),"Snoop Dogg, BTS, Benny Blanco",3,2022,8,5,1456,0,219196651,53,2,33,0,0,120,,Major,77,94,87,2,0,23,12
+STAYING ALIVE (feat. Drake & Lil Baby),"Drake, DJ Khaled, Lil Baby",3,2022,8,5,2107,0,170732845,51,1,50,0,0,130,E,Minor,72,18,46,7,0,28,8
+Caile,Luar La L,1,2020,12,18,1494,2,273914335,17,12,15,0,0,122,,Major,70,46,76,30,0,9,45
+Si Te La Encuentras Por Ahпї,Feid,1,2022,8,5,1379,4,179061440,23,10,18,0,0,172,G#,Minor,74,46,58,15,0,13,8
+GIVENCHY,Duki,1,2022,7,20,625,4,185236961,13,18,12,0,0,103,G#,Major,61,38,62,14,0,23,40
+ALIEN SUPERSTAR,Beyoncпї,1,2022,7,29,2688,0,171788484,39,47,36,0,0,122,A#,Minor,55,46,64,0,0,17,10
+Mary On A Cross,Ghost,1,2019,9,13,2668,2,387080183,38,266,78,0,141,130,B,Major,47,56,90,0,0,10,4
+Attention,NewJeans,1,2022,8,1,799,12,264717480,14,141,9,0,1,105,A#,Minor,81,70,65,24,0,8,4
+THE SHADE,Rex Orange County,1,2022,3,11,1189,6,244928911,17,10,16,0,4,120,F,Major,90,73,51,39,0,9,6
+"Come Back Home - From ""Purple Hearts""",Sofia Carson,1,2022,7,12,367,0,97610446,28,67,195,0,0,145,G,Major,56,43,53,24,0,12,4
+El Rescate,"Grupo Marca Registrada, Junior H",2,2022,7,22,527,4,287278853,10,43,3,1,0,99,G,Minor,79,64,59,28,0,11,14
+Heartless,Kanye West,1,2008,1,1,17504,34,887906111,63,39,"1,315",0,2,88,A#,Minor,79,66,65,5,0,25,14
+"Stay With Me (with Justin Timberlake, Halsey, & Pharrell)","Calvin Harris, Halsey, Pharrell Williams, Justin Timberlake",4,2022,7,15,3113,0,123473120,54,6,124,1,0,126,A,Major,81,90,73,28,0,29,4
+Siempre Pendientes,"Peso Pluma, Luis R Conriquez",2,2022,8,15,685,5,295152154,15,79,4,2,0,136,,Major,77,71,75,33,1,13,4
+JGL,"Luis R Conriquez, La Adictiva",2,2022,2,18,782,9,323455692,15,33,6,1,0,113,G#,Major,70,97,59,55,0,27,12
+Don't You Worry,"David Guetta, Shakira, Black Eyed Peas",3,2022,6,16,2442,0,240918092,81,4,248,1,6,132,B,Major,82,49,88,20,0,21,3
+Pipoco,"Melody, Ana Castela, Dj Chris No Beat",3,2022,5,20,1112,4,191873381,22,2,65,1,3,135,G#,Major,77,74,74,47,0,34,8
+Hold Me Closer,"Elton John, Britney Spears",2,2017,11,10,4967,0,284216603,165,10,177,4,73,126,,Major,67,49,77,11,0,19,11
+Forget Me,Lewis Capaldi,1,2022,9,9,2520,4,239411309,93,95,84,9,202,102,C#,Minor,67,72,74,30,0,36,4
+After LIKE,IVE,1,2022,8,22,767,12,265548837,20,129,11,0,12,125,,Major,68,80,92,10,0,9,12
+Bound 2,Kanye West,1,2013,1,1,19806,7,703301727,33,11,274,0,0,149,C#,Major,37,28,66,14,0,9,5
+B.O.T.A. (Baddest Of Them All) - Edit,"Interplanetary Criminal, Eliza Rose",2,2022,6,15,5153,6,244585109,102,53,113,12,0,137,,Major,74,71,89,24,61,15,5
+Talk that Talk,TWICE,1,2022,8,26,615,0,189476119,14,77,15,1,2,120,D#,Minor,77,78,91,14,0,33,12
+BILLIE EILISH.,Armani White,1,2022,1,20,2537,0,277132266,49,1,67,11,1,100,C#,Major,90,75,50,11,0,9,26
+Ferxxo 100,Feid,1,2022,6,3,1647,30,278920007,20,49,23,2,2,164,G#,Minor,70,58,57,25,0,15,7
+KU LO SA - A COLORS SHOW,Oxlade,1,2022,6,10,2019,8,222410722,117,72,107,1,7,93,A#,Minor,65,79,66,31,0,22,7
+Prohibidox,Feid,1,2022,9,13,1473,12,185392587,25,36,25,1,0,180,C#,Minor,65,52,80,5,0,6,25
+Static,Steve Lacy,1,2022,7,15,1613,0,202452860,21,15,13,0,0,79,C#,Major,34,22,31,43,63,10,7
+The Scientist,Coldplay,1,2002,8,5,30992,6,1608164312,124,25,"7,827",1,0,146,F,Major,56,21,44,73,0,11,2
+Sparks,Coldplay,1,2000,7,10,10826,4,624101957,24,0,805,0,0,103,C#,Major,37,17,27,75,5,10,3
+Talk,YEAT,1,2022,9,2,920,0,148461629,10,1,8,0,0,140,E,Minor,70,26,76,8,0,54,23
+XQ Te Pones Asпї,"Yandel, Feid",2,2022,9,13,308,0,47093942,6,1,6,0,0,92,A#,Major,81,48,70,13,0,15,7
+Selfish,PnB Rock,1,2016,6,23,2468,0,380319238,15,0,0,0,0,102,C#,Minor,64,4,60,11,0,19,4
+Sin SeпїЅп,"Ovy On The Drums, Quevedo",2,2022,7,22,1097,2,209106362,18,10,13,1,1,118,B,Minor,82,75,85,33,1,11,4
+Lady Mi Amor,Feid,1,2022,9,13,330,0,53987404,3,0,2,0,0,93,D,Major,78,75,62,6,0,15,6
+Poland,Lil Yachty,1,2022,6,23,1584,0,115331792,38,0,24,0,0,150,F,Minor,70,26,56,14,83,11,5
+THE LONELIEST,MпїЅпїЅne,1,2022,10,7,1585,5,225093344,78,65,328,1,198,130,D,Major,52,24,60,0,0,8,3
+Bye Bye,"Marshmello, Juice WRLD",2,2022,10,14,766,0,84697729,16,0,9,0,0,83,D#,Minor,65,24,53,6,0,51,4
+BABY OTAKU,"Fran C, Polima WestCoast, Nickoog Clk, Pablito Pesadilla",4,2022,8,18,836,0,159240673,14,1,13,0,0,102,A,Major,84,43,75,5,0,6,8
+Nxde,(G)I-DLE,1,2022,10,17,430,6,170709584,14,116,9,0,11,136,E,Minor,73,65,91,4,0,48,18
+Miss You,Southstar,1,1982,5,16,2020,0,154356956,77,10,119,0,40,145,A,Major,66,24,58,17,0,19,5
+we fell in love in october,girl in red,1,2018,11,21,6858,0,723043854,31,21,15,0,4,130,G,Major,57,24,37,11,18,16,3
+2 Be Loved (Am I Ready),Lizzo,1,2022,7,14,3682,6,247689123,41,0,158,2,68,156,G,Major,72,92,77,9,0,8,11
+Celestial,Ed Sheeran,1,2022,9,29,1639,0,176474912,86,14,80,0,37,123,D,Major,57,50,85,5,0,16,4
+Typa Girl,BLACKPINK,1,2022,9,16,452,10,235549288,2,129,13,0,1,132,G,Major,92,53,62,7,0,63,10
+I Really Want to Stay at Your House,"Rosa Walton, Hallie Coggins",2,2020,12,18,668,1,140430339,0,0,31,0,,125,D#,Minor,49,13,74,0,0,9,4
+California Breeze,Lil Baby,1,2022,10,14,991,0,85559365,36,38,13,0,3,162,F,Minor,74,22,67,0,0,11,46
+Bamba (feat. Aitch & BIA),"Luciano, Aitch, BпїЅ",3,2022,9,22,869,7,146223492,14,12,12,2,28,138,A#,Major,80,82,81,14,0,13,36
+Casei Com a Putaria,"MC Ryan SP, Love Funk, Mc Paiva ZS",3,2022,7,1,648,4,187701588,0,0,30,0,0,161,A#,Minor,59,62,60,12,0,5,44
+Major Distribution,"Drake, 21 Savage",2,2022,11,4,1545,0,154863153,22,7,15,0,0,131,G#,Minor,91,23,55,1,0,7,32
+Pussy & Millions (feat. Travis Scott),"Drake, Travis Scott, 21 Savage",3,2022,11,4,1930,0,191333656,24,8,17,0,1,122,E,Minor,75,45,63,6,0,35,12
+Vigilante Shit,Taylor Swift,1,2022,10,21,1948,0,253650850,12,9,16,0,0,80,E,Minor,80,16,28,17,0,12,39
+Question...?,Taylor Swift,1,2022,10,21,1608,0,223064273,10,3,12,0,0,109,G,Major,75,11,50,20,0,30,17
+On BS,"Drake, 21 Savage",2,2022,11,4,1338,0,170413877,9,20,7,0,0,158,A,Major,84,33,36,2,0,39,59
+Mastermind,Taylor Swift,1,2022,10,21,1936,0,218320587,7,5,13,0,0,126,E,Major,66,12,35,55,0,9,14
+Circo Loco,"Drake, 21 Savage",2,2022,11,4,1794,0,141720999,26,9,17,0,3,104,C#,Major,73,25,61,1,0,32,7
+Labyrinth,Taylor Swift,1,2022,10,21,1597,0,187339835,6,3,15,0,0,110,,Major,48,15,31,80,22,12,4
+Spin Bout U,"Drake, 21 Savage",2,2022,11,4,1652,2,198365537,26,52,10,0,95,130,G,Major,77,20,70,1,0,16,5
+Sweet Nothing,Taylor Swift,1,2022,10,21,1747,0,186104310,9,6,13,0,2,177,,Major,34,39,16,97,0,12,5
+"Would've, Could've, Should've",Taylor Swift,1,2022,10,21,1715,0,177503916,4,5,8,0,0,158,G,Major,48,55,84,43,0,15,12
+Con La Brisa,"Ludwig Goransson, Foudeqush",2,2022,11,4,486,0,71095708,8,1,7,0,0,114,D,Minor,62,25,44,51,33,14,3
+Privileged Rappers,"Drake, 21 Savage",2,2022,11,4,1007,0,112436403,6,5,3,0,0,144,F,Major,93,62,61,0,0,12,20
+The Astronaut,Jin,1,2022,10,28,481,9,203436468,10,100,15,1,27,125,F,Major,54,22,76,0,0,14,3
+BackOutsideBoyz,Drake,1,2022,11,4,1045,0,93367537,8,5,2,0,0,142,F,Minor,85,40,43,4,0,39,32
+Broke Boys,"Drake, 21 Savage",2,2022,11,4,1060,0,106249219,3,8,5,0,0,120,D,Major,64,11,53,1,0,25,27
+The Great War,Taylor Swift,1,2022,10,21,1274,0,181382590,1,6,11,0,0,96,F,Major,57,55,74,22,0,8,4
+My Mind & Me,Selena Gomez,1,2022,11,3,953,0,91473363,61,13,37,1,0,144,A,Major,60,24,39,57,0,8,3
+Bigger Than The Whole Sky,Taylor Swift,1,2022,10,21,1180,0,121871870,4,0,8,0,0,166,F#,Major,42,7,24,83,1,12,6
+A Veces (feat. Feid),"Feid, Paulo Londra",2,2022,11,3,573,0,73513683,2,0,7,0,0,92,C#,Major,80,81,67,4,0,8,6
+En La De Ella,"Feid, Sech, Jhayco",3,2022,10,20,1320,0,133895612,29,26,17,0,0,97,C#,Major,82,67,77,8,0,12,5
+Alone,Burna Boy,1,2022,11,4,782,2,96007391,27,18,32,1,0,90,E,Minor,61,32,67,15,0,11,5

kozlov_alexey_lab_5/README.md

@@ -0,0 +1,116 @@
+# Лабораторная работа №5. Регрессия
+## 14 вариант
+___
+
+### Задание:
+Использовать метод гребневой регрессиии, самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной вами задачи.
+
+### Описание используемого набора данных:
+Объектом исследования является набор данных, который размещен на платформе Kaggle (https://www.kaggle.com/datasets/nelgiriyewithana/top-spotify-songs-2023/data). Он представляет собой полный список самых известных песен 2023 года, перечисленных на Spotify. Данный набор представлен в виде файла spotify.csv
+
+Столбцами являются:
+1.	track_name – Название композиции
+2.	artist(s)_name – Имя исполнителя/имена исполнителей песни.
+3.	artist_count – Количество исполнителей, участвовавших в со-здании песни
+4.	released_year – Год, когда песня была выпущена
+5.	released_month – Месяц, когда песня была выпущена
+6.	released_day – День месяца, когда песня была выпущена.
+7.	in_spotify_playlists – Количество плейлистов Spotify, в которые песня включена
+8.	in_spotify_charts – Присутствие и рейтинг песни в чартах Spotify.
+9.	streams – Общее количество прослушиваний в Spotify.
+10.	in_apple_playlists – Количество плейлистов Apple Music, в которые песня включена.
+11.	in_apple_charts – Присутствие и рейтинг песни в чартах Apple Music.
+12.	in_deezer_playlists – Количество плейлистов Deezer, в ко-торые песня включена.
+13.	in_deezer_charts – Присутствие и рейтинг песни в чартах Deezer
+14.	in_shazam_charts – Присутствие и рейтинг песни в чартах Shazam.
+15.	bpm – Количество ударов в минуту, показатель темпа песни.
+16.	key – Тональность песни.
+17.	mode – Режим песни (мажорный или минорный).
+18.	danceability_% – Процент, указывающий, насколько песня подходит для танцев. 
+19.	valence_% - Позитивность музыкального содержания пес-ни
+20.	energy_% - Воспринимаемый уровень энергии песни
+21.	acousticness_% - Количество акустического звука в песне
+22.	instrumentalness_% - Количество инструментального кон-тента в песне
+23.	liveness_% - Наличие элементов живого исполнения
+24.	speechiness_% - Количество произнесенных слов в песне
+
+Задачей регрессии на данном наборе данных является прогнозирование значения столбца «in_spotify_playlists» по столбцам «streams», «in_apple_playlists», «in_deezer_playlists» и «bpm».
+___
+
+### Запуск
+- Запустить файл lab5.py
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * sklearn 
+    * matplotlib
+    * numpy
+    * pandas
+
+### Описание программы
+Код программы выполняет следующие действия:
+
+1. Импортирует необходимые библиотеки: pandas, numpy, Ridge из sklearn.linear_model, mean_absolute_error и mean_squared_error из sklearn.metrics, train_test_split из sklearn.model_selection, StandardScaler из sklearn.preprocessing.
+
+2. Загружает данные из файла "spotify.csv" в объект DataFrame.
+
+3. Удаляет строки с пропущенными значениями из DataFrame.
+
+4. Удаляет столбец 'artist(s)_name' из DataFrame.
+
+5. Удаляет запятые из значений в столбце 'in_deezer_playlists'.
+
+6. Приводит столбец 'in_deezer_playlists' к числовому типу данных (int64).
+
+7. Удаляет запятые из значений в столбце 'in_shazam_charts'.
+
+8. Приводит столбец 'in_shazam_charts' к числовому типу данных (int64).
+
+9. Создает словарь соответствия числовых значений и названий трека.
+
+10. Заменяет значения в столбце 'track_name' на числовые, используя словарь.
+
+11. Создает словарь соответствия числовых значений и названий тональности.
+
+12. Заменяет значения в столбце 'key' на числовые, используя словарь.
+
+13. Создает словарь соответствия числовых значений и режимов песни.
+
+14. Заменяет значения в столбце 'mode' на числовые, используя словарь.
+
+15. Создает список regrData содержащий имена столбцов для обучения модели.
+
+16. Разделяет данные на обучающую и тестовую выборки с помощью функции train_test_split.
+
+17. Создает объект StandardScaler и выполняет масштабирование данных обучающей и тестовой выборок.
+
+18. Создает объект Ridge регрессора с параметром alpha=1.0.
+
+19. Обучает регрессор на масштабированных обучающих данных.
+
+20. Прогнозирует значения для тестовой выборки.
+
+21. Вычисляет среднюю абсолютную ошибку (MAE) и среднеквадратичную ошибку (MSE) между фактическими и прогнозируемыми значениями.
+
+22. Вычисляет коэффициент детерминации модели (Score).
+
+23. Выводит значения MAE, MSE и Score на экран.
+
+___
+### Пример работы
+
+![Graphics](output.png)
+```text
+Значение метрик ошибки (MAE и MSE) и коэффициент детерминации (Score)
+```
+
+### Вывод
+Значение MAE равно 1491.2695835796214, это означает, что в среднем модель ошибается на примерно 1491 единицу при прогнозировании значений целевой переменной. Чем меньше значение MAE, тем более точные предсказания даёт модель.
+
+Значение MSE (среднеквадратическая ошибка) равно 7440679.027329878. Оно вычисляется как среднее значение квадратов разницы между предсказанными и наблюдаемыми значениями. Чем меньше значение MSE, тем ближе предсказанные значения к наблюдаемым.
+
+Score (оценка модели) равен 0.853940909276013. Это означает, что модель объясняет около 85.39% дисперсии в данных. Чем ближе значение score к 1, тем более точная модель.
+
+В целом, значения MSE и score указывают на достаточно низкую точность модели. Возможно, стоит использовать другие алгоритмы или настраивать параметры текущей модели для получения более точных прогнозов.

kozlov_alexey_lab_5/lab5.py

@@ -0,0 +1,55 @@
+import pandas as pd
+import numpy as np
+from sklearn.linear_model import Ridge
+from sklearn.metrics import mean_absolute_error, mean_squared_error
+from sklearn.model_selection import train_test_split
+from sklearn.preprocessing import StandardScaler
+
+# Загрузить данные
+data = pd.read_csv("spotify.csv")
+# Удалить все строки с пропусками
+data = data.dropna()
+data.drop('artist(s)_name', axis=1, inplace=True)
+# Удалить запятые из значений в столбце
+data['in_deezer_playlists'] = data['in_deezer_playlists'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_deezer_playlists'] = data['in_deezer_playlists'].astype(np.int64)
+# Удалить запятые из значений в столбце
+data['in_shazam_charts'] = data['in_shazam_charts'].str.replace(',', '')
+# Привести столбец к числовому типу данных
+data['in_shazam_charts'] = data['in_shazam_charts'].astype(np.int64)
+# Создаем словарь соответствия числовых значений и названий трека
+track_name_dict = {name: index for index, name in enumerate(data['track_name'].unique())}
+# Заменяем значения в столбце на числовые
+data['track_name'] = data['track_name'].map(track_name_dict)
+# Создаем словарь соответствия числовых значений и названий тональности
+key_dict = {'C': 0, 'C#': 1, 'D': 2, 'D#': 3, 'E': 4, 'F': 5, 'F#': 6,
+            'G': 7, 'G#': 8, 'A': 9, 'A#': 10, 'B': 11}
+# Заменяем значения в столбце на числовые
+data['key'] = data['key'].map(key_dict)
+# Создаем словарь соответствия числовых значений и режимов песни
+mode_dict = {'Major': 0, 'Minor': 1}
+# Заменяем значения в столбце на числовые
+data['mode'] = data['mode'].map(mode_dict)
+
+regrData = ['in_apple_playlists', 'in_deezer_playlists', 'streams', 'bpm']
+y = data['in_spotify_playlists']
+x_train, x_test, y_train, y_test = train_test_split(data[regrData], y, test_size=0.2, random_state=42)
+
+scaler = StandardScaler()
+X_train_scaled = scaler.fit_transform(x_train)
+X_test_scaled = scaler.transform(x_test)
+
+ridge = Ridge(alpha=1.0)
+ridge.fit(X_train_scaled, y_train)
+
+y_pred = ridge.predict(X_test_scaled)
+
+mae = mean_absolute_error(y_test, y_pred)
+mse = mean_squared_error(y_test, y_pred)
+
+score = ridge.score(X_test_scaled, y_test)
+
+print("MAE:", mae)
+print("MSE:", mse)
+print("Score:", score)

kozlov_alexey_lab_5/spotify.csv

@@ -0,0 +1,954 @@
+track_name,artist(s)_name,artist_count,released_year,released_month,released_day,in_spotify_playlists,in_spotify_charts,streams,in_apple_playlists,in_apple_charts,in_deezer_playlists,in_deezer_charts,in_shazam_charts,bpm,key,mode,danceability_%,valence_%,energy_%,acousticness_%,instrumentalness_%,liveness_%,speechiness_%
+Seven (feat. Latto) (Explicit Ver.),"Latto, Jung Kook",2,2023,7,14,553,147,141381703,43,263,45,10,826,125,B,Major,80,89,83,31,0,8,4
+LALA,Myke Towers,1,2023,3,23,1474,48,133716286,48,126,58,14,382,92,C#,Major,71,61,74,7,0,10,4
+vampire,Olivia Rodrigo,1,2023,6,30,1397,113,140003974,94,207,91,14,949,138,F,Major,51,32,53,17,0,31,6
+Cruel Summer,Taylor Swift,1,2019,8,23,7858,100,800840817,116,207,125,12,548,170,A,Major,55,58,72,11,0,11,15
+WHERE SHE GOES,Bad Bunny,1,2023,5,18,3133,50,303236322,84,133,87,15,425,144,A,Minor,65,23,80,14,63,11,6
+Sprinter,"Dave, Central Cee",2,2023,6,1,2186,91,183706234,67,213,88,17,946,141,C#,Major,92,66,58,19,0,8,24
+Ella Baila Sola,"Eslabon Armado, Peso Pluma",2,2023,3,16,3090,50,725980112,34,222,43,13,418,148,F,Minor,67,83,76,48,0,8,3
+Columbia,Quevedo,1,2023,7,7,714,43,58149378,25,89,30,13,194,100,F,Major,67,26,71,37,0,11,4
+fukumean,Gunna,1,2023,5,15,1096,83,95217315,60,210,48,11,953,130,C#,Minor,85,22,62,12,0,28,9
+La Bebe - Remix,"Peso Pluma, Yng Lvcas",2,2023,3,17,2953,44,553634067,49,110,66,13,339,170,D,Minor,81,56,48,21,0,8,33
+un x100to,"Bad Bunny, Grupo Frontera",2,2023,4,17,2876,40,505671438,41,205,54,12,251,83,F#,Minor,57,56,72,23,0,27,5
+Super Shy,NewJeans,1,2023,7,7,422,55,58255150,37,202,21,5,168,150,F,Minor,78,52,82,18,0,15,7
+Flowers,Miley Cyrus,1,2023,1,12,12211,115,1316855716,300,215,745,58,"1,021",118,,Major,71,65,68,6,0,3,7
+Daylight,David Kushner,1,2023,4,14,3528,98,387570742,80,156,182,24,"1,281",130,D,Minor,51,32,43,83,0,9,3
+As It Was,Harry Styles,1,2022,3,31,23575,130,2513188493,403,198,863,46,,174,F#,Minor,52,66,73,34,0,31,6
+Kill Bill,SZA,1,2022,12,8,8109,77,1163093654,183,162,161,12,187,89,G#,Major,64,43,73,5,17,16,4
+Cupid - Twin Ver.,Fifty Fifty,1,2023,2,24,2942,77,496795686,91,212,78,6,0,120,B,Minor,78,76,59,43,0,34,3
+"What Was I Made For? [From The Motion Picture ""Barbie""]",Billie Eilish,1,2023,7,13,873,104,30546883,80,227,95,24,"1,173",78,,Major,44,14,9,96,0,10,3
+Classy 101,"Feid, Young Miko",2,2023,3,31,2610,40,335222234,43,100,54,14,187,100,B,Major,86,67,66,14,0,12,16
+Like Crazy,Jimin,1,2023,3,24,596,68,363369738,8,104,23,2,29,120,G,Major,63,36,73,0,0,36,4
+LADY GAGA,"Gabito Ballesteros, Junior H, Peso Pluma",3,2023,6,22,332,26,86444842,11,163,10,4,0,140,F,Minor,65,87,74,22,0,42,4
+I Can See You (TaylorпїЅпїЅпїЅs Version) (From The ,Taylor Swift,1,2023,7,7,516,38,52135248,73,119,42,1,150,123,F#,Major,69,82,76,6,0,6,3
+I Wanna Be Yours,Arctic Monkeys,1,2013,1,1,12859,110,1297026226,24,98,582,2,73,135,,Minor,48,44,42,12,2,11,3
+"Peso Pluma: Bzrp Music Sessions, Vol. 55","Bizarrap, Peso Pluma",2,2023,5,31,1313,40,200647221,17,152,32,11,139,133,F,Minor,85,81,67,26,0,12,5
+Popular (with Playboi Carti & Madonna) - The Idol Vol. 1 (Music from the HBO Original Series),"The Weeknd, Madonna, Playboi Carti",3,2023,6,2,1945,87,115364561,74,182,87,14,"1,093",99,C#,Major,85,83,68,7,0,36,20
+SABOR FRESA,Fuerza Regida,1,2023,6,22,250,26,78300654,16,149,10,5,168,130,G,Minor,79,96,86,9,0,9,9
+Calm Down (with Selena Gomez),"RпїЅпїЅma, Selena G",2,2022,3,25,7112,77,899183384,202,119,318,38,96,107,B,Major,80,82,80,43,0,14,4
+MOJABI GHOST,"Tainy, Bad Bunny",2,2023,6,29,859,40,61245289,35,109,41,14,211,122,F#,Minor,81,74,71,14,0,56,4
+Last Night,Morgan Wallen,1,2023,1,31,2420,19,429829812,52,107,15,1,325,204,F#,Major,52,52,68,46,0,15,4
+Dance The Night (From Barbie The Album),Dua Lipa,1,2023,5,25,2988,101,127408954,0,0,143,38,0,110,B,Minor,67,78,85,2,0,33,5
+Rush,Troye Sivan,1,2023,7,13,864,78,22581161,71,135,50,1,294,126,F,Minor,74,35,84,0,0,11,6
+TULUM,"Peso Pluma, Grupo Frontera",2,2023,6,28,266,34,52294266,20,185,13,8,197,168,F#,Major,56,63,87,39,0,11,5
+Creepin',"The Weeknd, 21 Savage, Metro Boomin",3,2022,12,2,6036,88,843957510,113,149,245,23,27,98,C#,Minor,71,17,61,36,0,8,5
+Anti-Hero,Taylor Swift,1,2022,10,21,9082,56,999748277,242,142,165,9,310,97,E,Major,64,51,63,12,0,19,5
+TQG,"Karol G, Shakira",2,2023,2,23,4284,49,618990393,115,123,184,18,354,180,E,Minor,72,61,63,67,0,9,28
+Los del Espacio,"Big One, Duki, Lit Killah, Maria Becerra, FMK, Rusherking, Emilia, Tiago pzk",8,2023,6,1,1150,31,123122413,22,33,34,7,184,120,,Major,81,63,68,11,0,11,4
+FrпїЅпїЅgil (feat. Grupo Front,"Yahritza Y Su Esencia, Grupo Frontera",2,2023,4,7,672,34,188933502,19,108,24,9,212,150,F#,Major,61,39,73,37,0,11,3
+Blank Space,Taylor Swift,1,2014,1,1,11434,53,1355959075,154,123,410,2,81,96,F,Major,75,57,68,9,0,13,6
+Style,Taylor Swift,1,2014,1,1,7830,42,786181836,94,111,151,4,82,95,D,Major,60,48,79,0,0,12,4
+TQM,Fuerza Regida,1,2023,5,19,584,28,176553476,16,159,15,6,100,125,F,Minor,79,96,85,27,0,11,6
+El Azul,"Junior H, Peso Pluma",2,2023,2,10,692,25,354495408,10,107,6,3,62,144,A,Minor,56,84,65,23,0,10,6
+Sunflower - Spider-Man: Into the Spider-Verse,"Post Malone, Swae Lee",2,2018,10,9,24094,78,2808096550,372,117,843,4,69,90,D,Major,76,91,50,54,0,7,5
+I'm Good (Blue),"Bebe Rexha, David Guetta",2,2022,8,26,12482,80,1109433169,291,184,537,45,727,128,G,Minor,56,38,97,4,0,35,4
+See You Again,"Tyler, The Creator, Kali Uchis",3,2017,7,21,13387,64,1047101291,77,58,247,1,311,79,F#,Major,56,58,56,37,0,11,10
+Barbie World (with Aqua) [From Barbie The Album],"Nicki Minaj, Aqua, Ice Spice",3,2023,6,23,1117,80,65156199,82,145,65,16,"1,133",144,,Major,77,75,58,52,0,23,25
+Angels Like You,Miley Cyrus,1,2020,11,27,3372,19,570515054,65,48,138,1,102,122,F,Major,67,49,64,10,0,10,3
+I Ain't Worried,OneRepublic,1,2022,5,13,8431,76,1085685420,241,127,458,37,332,140,,Major,71,82,81,11,0,6,5
+Die For You,The Weeknd,1,2016,11,24,2483,59,1647990401,68,21,24,0,259,134,C#,Minor,59,51,52,9,0,15,7
+Starboy,"The Weeknd, Daft Punk",2,2016,9,21,29536,79,2565529693,281,137,"2,445",1,140,186,G,Major,68,49,59,16,0,13,28
+Die For You - Remix,"Ariana Grande, The Weeknd",2,2023,2,24,3408,47,518745108,87,86,74,1,16,67,C#,Minor,53,50,53,23,0,44,7
+El Cielo,"Feid, Myke Towers, Sky Rompiendo",3,2023,6,2,1298,38,107753850,44,64,57,10,110,106,A#,Minor,72,17,64,7,0,10,5
+Baby Don't Hurt Me,"David Guetta, Anne-Marie, Coi Leray",3,2023,4,6,4277,66,177740666,145,111,213,11,810,128,G,Major,60,23,91,0,0,12,3
+AMARGURA,Karol G,1,2023,2,24,1133,39,153372011,14,71,23,10,176,107,F#,Minor,92,55,70,18,0,15,7
+(It Goes Like) Nanana - Edit,Peggy Gou,1,2023,6,15,2259,59,57876440,0,0,109,17,0,130,G,Minor,67,96,88,12,19,8,4
+Another Love,Tom Odell,1,2012,10,15,18371,83,1813673666,250,122,"3,394",19,,123,E,Minor,45,13,54,70,0,9,4
+Blinding Lights,The Weeknd,1,2019,11,29,43899,69,3703895074,672,199,"3,421",20,,171,C#,Major,50,38,80,0,0,9,7
+Moonlight,Kali Uchis,1,2023,2,24,2649,42,256483385,67,79,57,1,615,137,G,Minor,64,88,72,51,0,17,5
+La Bachata,Manuel Turizo,1,2022,5,26,6804,45,1214083358,139,111,161,15,210,125,G,Minor,84,85,68,58,0,22,4
+S91,Karol G,1,2023,7,14,525,41,16011326,34,115,39,6,216,128,,Minor,86,42,72,59,0,9,19
+cardigan,Taylor Swift,1,2020,7,24,7923,29,812019557,106,112,142,4,215,130,,Minor,61,53,58,55,0,27,4
+TпїЅпї,"dennis, MC Kevin o Chris",2,2023,5,4,731,15,111947664,27,17,73,4,167,130,B,Major,86,59,96,50,1,9,5
+Boy's a liar Pt. 2,"PinkPantheress, Ice Spice",2,2023,2,3,5184,41,156338624,154,84,102,14,37,133,F,Major,70,86,81,25,0,25,5
+Left and Right (Feat. Jung Kook of BTS),"Charlie Puth, BTS, Jung Kook",3,2022,6,24,3107,39,720434240,38,0,4,0,0,101,D,Major,88,72,59,62,0,9,3
+BESO,"Rauw Alejandro, ROSALпїЅ",2,2023,3,24,4053,50,357925728,82,121,182,12,171,95,F,Minor,77,53,64,74,0,17,14
+Hey Mor,"Ozuna, Feid",2,2022,10,6,4637,38,674072710,63,79,89,11,16,98,C#,Minor,90,40,59,0,0,10,29
+Yellow,Chris Molitor,1,1999,1,1,31358,43,1755214421,196,2,"4,053",5,0,173,B,Major,43,28,66,0,0,23,3
+Karma,Taylor Swift,1,2022,10,21,3818,23,404562836,37,55,32,0,272,90,G#,Major,64,10,62,7,0,48,7
+People,Libianca,1,2022,12,2,3506,56,373199958,105,64,169,8,529,198,A#,Minor,59,71,42,55,0,10,7
+Overdrive,Post Malone,1,2023,7,14,410,36,14780425,36,32,31,1,26,140,C#,Major,56,48,73,0,0,35,4
+Enchanted (Taylor's Version),Taylor Swift,1,2023,7,7,148,24,39578178,32,93,8,2,5,82,G#,Major,51,22,53,1,0,15,3
+BABY HELLO,"Rauw Alejandro, Bizarrap",2,2023,6,23,1004,35,54266102,42,80,58,3,169,130,C#,Minor,77,84,89,17,0,43,5
+Heat Waves,Glass Animals,1,2020,6,28,22543,63,2557975762,386,144,707,28,,81,B,Major,76,53,53,44,0,9,9
+golden hour,JVKE,1,2022,7,15,4511,36,751134527,70,58,109,18,230,94,C#,Minor,51,14,59,65,18,25,3
+Sweater Weather,The Neighbourhood,1,2012,5,14,16413,61,2282771485,166,87,"1,056",1,,124,A#,Major,61,41,81,5,2,10,3
+"Quevedo: Bzrp Music Sessions, Vol. 52","Bizarrap, Quevedo",2,2022,7,6,8506,45,1356565093,94,65,164,14,176,128,D,Major,62,55,78,1,3,23,4
+Viva La Vida,Coldplay,1,2008,1,1,33898,62,1592909789,233,0,"4,095",9,0,138,F,Minor,49,42,62,9,0,11,3
+Here With Me,d4vd,1,2022,7,17,3246,23,635412045,94,85,68,1,84,132,E,Major,58,27,48,50,0,12,3
+Unholy (feat. Kim Petras),"Sam Smith, Kim Petras",2,2022,9,22,8576,42,1230675890,216,108,331,26,154,131,D,Major,71,24,47,1,0,27,9
+Yandel 150,"Yandel, Feid",2,2022,12,20,3618,38,585695368,47,74,80,14,194,168,F#,Minor,78,58,73,5,0,10,7
+CORAZпїЅпїЅN VA,Maria Becerra,1,2023,6,22,370,20,43857627,12,16,18,4,93,98,C#,Major,68,40,79,33,0,30,6
+Riptide,Vance Joy,1,1975,1,1,31123,55,2009094673,300,65,"1,003",1,0,102,C#,Major,48,50,73,43,0,15,4
+Until I Found You (with Em Beihold) - Em Beihold Version,"Em Beihold, Stephen Sanchez",2,2022,4,22,2790,30,600976848,60,96,71,0,115,101,A#,Major,34,32,57,78,0,20,3
+Novidade na пїЅпї,"Mc Livinho, DJ Matt D",2,2023,6,23,267,9,39709092,9,6,25,2,72,130,F,Major,63,36,34,76,0,35,9
+Back To December (Taylor's Version),Taylor Swift,1,2023,7,7,139,17,39228929,16,72,5,0,8,142,D,Major,50,20,64,1,0,12,3
+STAY (with Justin Bieber),"Justin Bieber, The Kid Laroi",2,2021,7,9,17050,36,2665343922,492,99,798,31,0,170,C#,Major,59,48,76,4,0,10,5
+El Merengue,"Marshmello, Manuel Turizo",2,2023,3,3,2114,44,223633238,80,75,110,11,323,124,G#,Minor,78,70,68,3,1,11,4
+Someone You Loved,Lewis Capaldi,1,2018,11,8,17836,53,2887241814,440,125,"1,800",0,,110,C#,Major,50,45,41,75,0,11,3
+Me Porto Bonito,"Chencho Corleone, Bad Bunny",2,2022,5,6,8870,43,1440757818,104,120,141,26,49,92,C#,Minor,91,43,71,9,0,9,8
+Makeba,Jain,1,2015,6,22,6060,53,165484133,150,148,"2,703",22,"1,451",116,D,Major,82,40,66,39,51,25,7
+MONTAGEM - FR PUNK,"Ayparia, unxbected",2,2012,6,20,641,50,58054811,1,52,8,0,"1,170",129,A,Major,63,84,82,70,8,9,7
+Fast Car,Luke Combs,1,2023,3,24,1446,12,157058870,57,97,35,0,429,98,G#,Major,71,67,60,19,0,12,3
+What It Is (Solo Version),Doechii,1,2023,3,17,804,25,95131998,29,76,24,0,162,172,C#,Minor,74,76,76,6,0,10,9
+Coco Chanel,"Bad Bunny, Eladio Carrion",2,2023,3,17,1962,38,250305248,28,89,29,5,82,150,D,Major,68,14,76,4,0,10,4
+DonпїЅпїЅпїЅt Bl,Taylor Swift,1,2017,11,8,4875,23,685032533,19,45,0,0,10,136,A,Minor,62,19,53,11,0,6,4
+Still With You,Jung Kook,1,2020,6,5,31,39,38411956,2,107,8,0,0,88,C#,Minor,53,34,47,9,0,83,4
+All My Life (feat. J. Cole),"J. Cole, Lil Durk",2,2023,5,12,2175,23,144565150,69,145,69,2,478,143,D#,Major,83,69,44,15,0,10,33
+Say Yes To Heaven,Lana Del Rey,1,2023,3,17,2000,46,127567540,49,105,63,1,0,100,F#,Minor,49,17,35,71,9,11,3
+Snooze,SZA,1,2022,12,9,2839,25,399686758,58,156,42,1,236,143,F,Major,56,39,55,14,0,11,13
+Summertime Sadness,Lana Del Rey,1,2011,1,1,20333,52,983637508,89,143,"1,632",3,200,112,C#,Minor,56,24,66,7,0,12,3
+Take Two,BTS,1,2023,6,9,674,47,118482347,20,106,25,4,78,93,G,Major,62,57,59,3,0,38,3
+Lover,Taylor Swift,1,2012,1,1,8448,23,882831184,160,110,163,0,5,206,G,Major,43,50,55,50,0,15,10
+Too Many Nights (feat. Don Toliver & with Future),"Future, Metro Boomin, Don Toliver",3,2022,12,2,2110,58,286400165,17,119,19,2,266,88,G,Minor,68,17,71,15,0,11,5
+Chemical,Post Malone,1,2023,4,14,2528,39,172825906,56,91,59,3,486,170,D,Major,50,37,90,0,0,12,5
+Mockingbird,Eminem,1,2004,1,1,12985,61,1241559043,49,98,"2,394",5,204,84,E,Minor,62,24,67,21,0,13,28
+New Jeans,NewJeans,1,2023,7,7,77,35,29562220,8,166,4,4,34,134,E,Minor,81,53,72,51,0,12,5
+Primera Cita,Carin Leon,1,2022,4,20,266,27,77309611,6,40,6,6,202,158,A#,Major,54,50,40,61,0,10,6
+Cold Heart - PNAU Remix,"Dua Lipa, Elton John, Pnau",3,2017,11,10,21097,52,1605224506,384,135,"1,034",37,312,116,C#,Major,80,92,80,4,0,10,3
+Dandelions,Ruth B.,1,2017,4,28,3423,21,1116995633,41,100,59,1,32,117,C#,Major,61,45,69,2,0,9,3
+Bones,Imagine Dragons,1,2021,3,11,4198,44,838079900,98,108,327,17,153,114,F,Minor,77,65,72,2,0,7,5
+Set Fire to the Rain,Adele,1,2011,1,1,14739,43,1163620694,88,112,"2,163",5,519,108,D,Minor,61,47,68,0,0,13,3
+Money Trees,"Kendrick Lamar, Jay Rock",2,2012,1,1,26792,32,1093605526,69,113,695,0,458,144,E,Minor,74,37,53,7,0,21,10
+Tak Segampang Itu,Anggi Marito,1,2022,12,2,213,6,179659294,7,6,0,0,48,130,F,Major,51,18,44,76,0,11,3
+LAGUNAS,"Jasiel NuпїЅпїЅez, Peso P",2,2023,6,22,58,18,39058561,2,106,4,2,184,116,B,Major,77,79,62,33,1,15,3
+Mine (Taylor's Version),Taylor Swift,1,2023,7,7,99,15,36912123,21,52,6,1,0,121,G,Major,65,49,78,0,0,17,4
+Everybody Wants To Rule The World,Tears For Fears,1,1985,2,17,41751,25,1205951614,101,32,"2,655",0,666,112,G,Major,64,54,81,36,0,11,6
+No Role Modelz,J. Cole,1,2014,12,9,21164,36,1791000570,80,65,476,0,14,100,A#,Minor,70,47,52,30,0,6,33
+Tattoo,Loreen,1,2023,2,25,2988,59,201660859,74,102,145,18,925,150,D#,Minor,55,30,78,24,0,12,8
+Rara Vez,"Taiu, Milo j",2,2023,2,8,893,38,248088961,19,23,24,3,88,120,F,Minor,84,96,71,18,0,34,17
+VAGABUNDO,"Sebastian Yatra, Manuel Turizo, BeпїЅп",3,2023,5,12,1094,34,90839753,40,58,47,8,203,127,B,Minor,82,89,85,4,0,23,6
+august,Taylor Swift,1,2020,7,24,7324,22,607123776,25,81,61,1,44,90,F,Major,51,42,61,53,0,9,3
+LUNA,"Junior H, Peso Pluma",2,2023,6,22,201,11,55842345,19,117,8,1,74,128,A,Minor,75,79,63,33,0,15,4
+Miracle (with Ellie Goulding),"Calvin Harris, Ellie Goulding",2,2023,3,10,5120,48,211050784,161,115,246,9,638,143,A,Major,64,31,87,4,4,8,4
+Nonsense,Sabrina Carpenter,1,2022,7,15,2346,27,342897938,69,12,38,8,64,139,G#,Major,74,68,68,3,0,26,4
+Que Vuelvas,"Carin Leon, Grupo Frontera",2,2022,12,9,763,26,2762,21,110,21,9,71,162,A#,Major,49,78,64,19,0,11,4
+Por las Noches,Peso Pluma,1,2021,6,11,457,24,330346424,8,116,4,3,2,92,,Major,81,39,60,31,0,7,3
+Feliz CumpleaпїЅпїЅos Fe,Feid,1,2022,8,19,3430,38,601863821,45,69,52,4,3,95,F,Major,87,57,55,10,0,29,7
+Can't Hold Us (feat. Ray Dalton),"Ray Dalton, Ryan Lewis, Macklemore",3,2011,8,16,6074,52,1953533826,201,44,"6,551",2,0,146,D,Major,63,88,93,3,0,10,8
+Watermelon Sugar,Harry Styles,1,2019,11,17,21915,34,2322580122,437,115,"1,212",12,,95,,Major,55,56,82,12,0,34,5
+lovely - Bonus Track,"Billie Eilish, Khalid",2,2017,8,11,15032,30,2355719893,221,96,"1,078",2,136,115,E,Minor,35,12,30,93,0,10,3
+"Rauw Alejandro: Bzrp Music Sessions, Vol. 56","Rauw Alejandro, Bizarrap",2,2023,6,21,871,32,66902503,25,59,32,5,88,128,B,Major,78,59,65,10,0,26,5
+Queencard,(G)I-DLE,1,2023,5,15,451,33,96273746,10,126,7,0,148,130,E,Minor,82,69,83,3,0,27,5
+OMG,NewJeans,1,2023,1,2,1783,27,430977451,26,124,15,1,22,127,A,Minor,80,74,77,36,0,11,4
+Radio,Lana Del Rey,1,2011,1,1,9389,46,284819874,24,122,282,3,368,150,D,Major,42,20,86,21,0,9,9
+"Shakira: Bzrp Music Sessions, Vol. 53","Shakira, Bizarrap",2,2023,1,11,5724,44,721975598,119,108,254,29,22,122,D,Minor,78,50,63,27,0,9,5
+505,Arctic Monkeys,1,2007,4,20,13985,25,1217120710,30,80,588,1,1,140,,Major,52,20,85,0,0,7,5
+"Calling (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, NAV, feat. A Boogie Wit da Hoodie)","Swae Lee, A Boogie Wit da Hoodie, Metro Boomin, NAV",4,2023,6,2,1051,16,109276132,31,37,31,0,189,140,,Major,63,22,54,46,0,12,8
+Trance (with Travis Scott & Young Thug),"Travis Scott, Young Thug, Metro Boomin",3,2022,12,2,1682,46,276259178,24,90,30,1,176,119,C#,Minor,75,48,53,18,0,18,34
+"Tere Vaaste (From ""Zara Hatke Zara Bachke"")","Sachin-Jigar, Shadab Faridi, Altamash Faridi, Amitabh Bhattacharya, Varun Jain",5,2023,5,22,182,8,54225632,3,88,1,0,52,110,G,Minor,76,96,72,32,0,9,4
+Perfect,Ed Sheeran,1,2017,1,1,16596,13,2559529074,7,0,"2,094",0,0,95,G#,Major,60,17,45,16,0,11,2
+Romantic Homicide,d4vd,1,2022,7,20,2335,23,681583126,82,55,50,0,9,132,F#,Major,56,20,55,45,1,32,3
+Believer,Imagine Dragons,1,2017,1,31,18986,23,2594040133,250,121,"2,969",10,31,125,A#,Minor,77,74,78,4,0,23,11
+Novo BalanпїЅ,"Veigh, Bvga Beatz, Supernova Ent, Prod Malax",4,2023,5,19,283,7,81102253,6,9,26,1,66,124,D#,Minor,84,65,50,67,0,13,6
+"Gol Bolinha, Gol Quadrado 2","Mc Pedrinho, DJ 900",2,2023,6,1,293,8,11956641,5,2,30,2,66,133,B,Minor,93,68,65,42,0,12,25
+Without Me,Eminem,1,2002,1,1,21081,43,1687664027,98,76,"3,889",5,0,112,G,Major,92,67,66,0,0,36,9
+QUEMA,"Sog, Ryan Castro, Peso Pluma",3,2023,7,13,437,31,11599388,17,29,26,3,208,97,,Major,79,92,89,5,0,6,5
+Stargirl Interlude,"The Weeknd, Lana Del Rey",2,2016,11,24,1275,32,611700552,13,8,5,0,1,90,F,Minor,59,52,48,38,5,10,11
+Ojitos Lindos,"Bomba EstпїЅпїЅreo, Bad B",2,2022,5,6,6135,38,1133865788,71,113,99,13,28,80,D#,Minor,65,27,69,8,0,53,4
+Somewhere Only We Know,Keane,1,2004,1,1,20015,16,1089402494,107,69,"5,239",0,558,172,A,Major,45,33,59,6,0,8,3
+Those Eyes,New West,1,2019,5,10,1507,14,411747614,24,71,44,1,195,120,E,Major,60,24,35,73,0,31,3
+El Gordo Trae El Mando,Chino Pacas,1,2023,1,27,539,21,255932395,7,71,4,2,13,140,G,Minor,74,96,80,18,0,5,5
+Mi Bello Angel,Natanael Cano,1,2023,6,30,86,8,31873544,7,76,3,1,93,128,A,Minor,81,90,77,1,0,9,5
+Bye,Peso Pluma,1,2023,5,26,324,14,95053634,13,110,8,2,60,122,,Major,78,70,81,57,0,10,5
+Danza Kuduro,"Don Omar, Lucenzo",2,2010,1,1,17138,37,1279434863,119,81,974,1,503,130,,Major,47,86,92,8,0,5,24
+Nosso Quadro,"Ana Castela, AgroPlay",2,2023,2,2,894,9,233801632,14,88,66,3,72,160,A,Major,69,61,71,33,0,31,20
+Locked Out Of Heaven,Bruno Mars,1,2012,12,5,1622,9,1481349984,0,0,356,0,0,144,F,Major,73,87,70,6,0,28,5
+Un Finde | CROSSOVER #2,"Big One, FMK, Ke personajes",3,2023,4,4,561,14,142095275,4,14,12,5,56,192,B,Major,50,85,52,11,0,28,6
+Jimmy Cooks (feat. 21 Savage),"Drake, 21 Savage",2,2022,6,17,5871,27,618885532,81,121,58,1,34,163,,Major,54,40,67,0,0,9,17
+Counting Stars,OneRepublic,1,2013,1,1,29215,43,2011464183,179,97,"3,394",11,153,122,C#,Minor,66,48,71,6,0,12,4
+Ghost,Justin Bieber,1,2021,3,19,5866,24,1167330737,107,38,95,0,,154,D,Major,61,41,74,21,0,40,6
+Under The Influence,Chris Brown,1,2019,10,4,3859,26,929964809,133,181,3,0,,117,A,Minor,73,31,69,6,0,11,4
+PRC,"Natanael Cano, Peso Pluma",2,2023,1,23,961,26,436027885,19,143,10,6,15,138,G,Minor,78,89,83,10,0,12,5
+Gasolina,Daddy Yankee,1,2004,7,13,6457,18,657723613,98,95,453,0,454,96,,Major,86,74,80,33,0,8,6
+One Dance,"Drake, WizKid, Kyla",3,2016,4,4,43257,24,2713922350,433,107,"3,631",0,26,104,C#,Major,77,36,63,1,0,36,5
+Enchanted,Taylor Swift,1,2010,1,1,4564,16,621660989,24,101,113,0,40,164,G#,Major,45,24,62,8,0,16,3
+Save Your Tears,The Weeknd,1,2020,3,20,12688,13,1591223784,197,115,112,0,200,118,,Major,68,61,82,2,0,50,3
+Sure Thing,Miguel,1,2010,5,25,13801,19,950906471,137,125,435,6,285,81,B,Minor,68,51,60,3,0,19,10
+Every Breath You Take - Remastered 2003,The Police,1,1983,1,6,22439,19,1593270737,211,74,929,0,129,117,C#,Major,82,73,45,54,0,7,3
+The Night We Met,Lord Huron,1,2015,2,2,18515,35,1410088830,70,82,939,1,162,174,D,Major,45,10,37,97,25,64,4
+We Found Love,"Rihanna, Calvin Harris",2,2011,1,1,36843,21,1235005533,321,91,"4,607",1,58,128,C#,Major,73,60,77,3,0,11,4
+When I Was Your Man,Bruno Mars,1,2012,12,5,2420,11,1661187319,0,0,806,0,0,145,,Major,60,43,27,94,0,14,4
+Let Me Down Slowly,Alec Benjamin,1,2018,5,25,5897,19,1374581173,0,0,885,0,0,150,C#,Minor,65,51,55,73,0,14,3
+"Am I Dreaming (Metro Boomin & A$AP Rocky, Roisee)","A$AP Rocky, Metro Boomin, Roisee",3,2023,6,2,727,16,94186466,17,60,28,1,44,90,A,Minor,60,13,53,4,0,21,4
+Do I Wanna Know?,Arctic Monkeys,1,2013,1,1,33783,26,1788326445,133,92,"2,733",1,26,85,F,Major,55,42,53,17,0,22,3
+Demons,Imagine Dragons,1,2012,1,1,26694,13,1840364617,65,82,"3,425",4,13,180,D#,Major,33,38,71,20,0,28,5
+ээээээээээээ,YOASOBI,1,2023,4,12,356,16,143573775,35,102,8,1,117,166,C#,Major,57,84,94,11,0,37,9
+Reminder,The Weeknd,1,2016,11,25,6518,17,684675814,45,85,238,1,47,160,G#,Major,71,40,50,16,0,16,22
+Shake It Off,Taylor Swift,1,2014,1,1,21335,13,1113838873,328,70,"1,378",9,20,160,G,Major,65,95,80,5,0,41,16
+Why'd You Only Call Me When You're High?,Arctic Monkeys,1,2013,1,1,23389,29,1267333350,54,70,"1,089",2,1,92,D,Major,70,81,63,4,0,8,4
+SNAP,Rosa Linn,1,2022,3,19,3202,18,726307468,148,80,226,24,0,170,,Major,56,53,64,11,0,45,6
+Shape of You,Ed Sheeran,1,2017,1,6,32181,10,3562543890,33,0,"6,808",7,0,96,C#,Minor,83,93,65,58,0,9,8
+Night Changes,One Direction,1,2014,11,17,7124,18,1131090940,60,20,2,0,,120,G#,Major,67,40,52,86,0,12,4
+Fin de Semana,"Oscar Maydon, Junior H",2,2023,1,13,592,14,307370144,11,84,6,1,30,98,,Major,70,37,54,6,0,9,8
+Creep,Radiohead,1,1992,9,21,36724,7,1271293243,146,72,"6,807",5,80,92,G,Major,53,12,34,1,0,12,4
+Car's Outside,James Arthur,1,2019,10,18,794,10,265882712,38,25,61,0,263,150,A,Major,34,24,56,4,0,11,3
+Apocalypse,Cigarettes After Sex,1,2017,3,21,13091,17,841749534,61,96,790,2,116,94,F,Major,37,17,47,2,46,11,3
+Cheques,Shubh,1,2023,5,19,67,8,47956378,7,10,0,0,57,90,E,Minor,74,36,63,26,0,27,5
+Pink + White,Frank Ocean,1,2016,8,20,21574,30,806397070,112,68,266,1,39,160,A,Major,54,54,55,67,0,42,11
+Circles,Post Malone,1,2019,8,30,19664,16,2132335812,391,73,633,3,37,120,,Major,70,59,75,24,0,9,4
+Just The Way You Are,Bruno Mars,1,2010,1,1,21106,13,1641426668,82,0,"2,946",0,0,109,F,Major,63,46,85,1,0,9,5
+Take Me To Church,Hozier,1,2013,9,13,23804,31,2135158446,187,99,"4,623",1,0,129,E,Minor,57,41,66,63,0,12,5
+Bebe Dame,"Fuerza Regida, Grupo Frontera",2,2022,12,16,849,22,367316268,27,129,21,7,111,157,G,Major,54,75,60,30,0,7,5
+You Belong With Me (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2021,4,9,2619,12,350381515,47,90,1,0,7,130,F#,Major,63,49,73,5,0,9,3
+Titi Me Preguntпї,Bad Bunny,1,2022,5,6,9037,42,1264310836,124,133,139,14,166,107,F,Minor,65,19,72,10,0,13,25
+Better Than Revenge (Taylor's Version),Taylor Swift,1,2023,7,7,86,11,30343206,3,33,3,0,1,146,B,Minor,50,67,89,0,0,19,8
+Shut up My Moms Calling,Hotel Ugly,1,2020,2,10,1788,14,405136812,1,50,19,0,19,139,A,Minor,48,37,41,32,0,10,10
+Have You Ever Seen The Rain?,Creedence Clearwater Revival,1,1968,7,1,15890,14,1145727611,71,37,653,0,167,116,,Major,74,76,70,7,0,13,3
+Es un Secreto,Plan B,1,2010,7,20,492,36,540654286,4,3,19,0,0,95,F#,Minor,84,52,77,12,0,7,4
+POLARIS - Remix,"Feid, Mora, Saiko, Quevedo",4,2023,6,8,773,33,57312735,20,46,21,8,99,170,G#,Minor,62,55,80,15,0,37,7
+Ditto,NewJeans,1,2022,12,19,1154,22,397582059,28,125,11,1,51,134,F#,Minor,81,18,64,3,0,10,11
+Take On Me,a-ha,1,1984,10,19,44927,17,1479115056,34,0,"5,108",6,0,84,F#,Minor,57,86,90,2,0,9,5
+"Annihilate (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, Lil Wayne, Offset)","Swae Lee, Lil Wayne, Offset, Metro Boomin",4,2023,6,2,551,4,86773632,13,46,20,1,10,146,B,Minor,61,20,48,21,0,12,6
+"Angel Pt 1 (feat. Jimin of BTS, JVKE & Muni Long)","Kodak Black, NLE Choppa, Muni Long, JVKE, Jimin",5,2023,5,1,577,14,133753727,22,18,15,1,0,74,A#,Minor,53,24,67,11,0,10,28
+AcrпїЅпїЅs,Shakira,1,2023,5,11,955,29,123124076,37,50,79,11,31,144,B,Major,75,35,48,84,0,10,12
+AMG,"Natanael Cano, Gabito Ballesteros, Peso Pluma",3,2022,11,24,995,19,463564958,12,117,9,5,3,136,B,Minor,77,79,73,15,0,27,10
+"Phir Aur Kya Chahiye (From ""Zara Hatke Zara Bachke"")","Arijit Singh, Sachin-Jigar, Amitabha Bhattacharya",3,2023,5,15,178,6,64533040,6,71,1,0,31,100,E,Major,56,53,55,53,0,12,4
+S-Class,Stray Kids,1,2023,6,2,290,19,65496046,9,101,5,0,73,105,F,Minor,89,67,78,9,0,7,33
+Hits Different,Taylor Swift,1,2023,5,26,547,0,68616963,15,15,6,0,0,106,F,Major,67,24,78,15,0,30,4
+Chanel,"Becky G, Peso Pluma",2,2023,3,30,681,10,161460990,15,92,21,2,26,132,D,Major,85,53,68,40,0,9,4
+Self Love (Spider-Man: Across the Spider-Verse) (Metro Boomin & Coi Leray),"Metro Boomin, Coi Leray",2,2023,6,2,332,5,70106975,18,41,5,0,19,120,A,Major,78,5,30,21,0,13,5
+Area Codes,"Kaliii, Kaliii",2,2023,3,17,1197,13,113509496,44,34,25,1,171,155,C#,Major,82,51,39,2,0,9,49
+Abcdario,"Junior H, Eden MuпїЅп",2,2023,5,13,262,5,89933133,8,60,4,1,109,129,G#,Major,70,42,43,78,0,11,3
+Obsessed,"Abhijay Sharma, Riar Saab",2,2022,9,29,161,6,71007139,10,79,2,0,42,135,F,Minor,80,85,74,62,0,8,9
+PiпїЅпїЅman Deпї,"Semicenk, DoпїЅпїЅu ",2,2023,6,2,185,3,43522589,5,6,4,1,33,98,A#,Minor,73,45,62,28,0,13,13
+FLOWER,JISOO,1,2023,3,31,839,18,232896922,20,110,20,0,69,124,A,Minor,84,64,39,3,0,11,4
+"All The Way Live (Spider-Man: Across the Spider-Verse) (Metro Boomin & Future, Lil Uzi Vert)","Future, Lil Uzi Vert, Metro Boomin",3,2023,6,2,259,0,37126685,5,17,5,0,0,135,A,Minor,77,28,55,18,0,22,15
+Eyes Closed,Ed Sheeran,1,2023,3,23,2915,30,195576623,116,69,107,3,675,107,D,Major,78,39,53,30,0,11,6
+Escapism.,"RAYE, 070 Shake",2,2022,10,12,5129,25,532336353,116,84,114,18,348,96,D,Major,54,25,74,14,0,9,11
+La Jumpa,"Arcangel, Bad Bunny",2,2022,11,30,3794,34,538115192,47,77,53,10,8,123,G#,Major,71,58,70,30,0,32,19
+Karma (feat. Ice Spice),"Taylor Swift, Ice Spice",2,2023,5,26,588,0,46142772,23,21,31,0,0,90,G#,Major,62,7,62,6,0,58,6
+Superhero (Heroes & Villains) [with Future & Chris Brown],"Future, Chris Brown, Metro Boomin",3,2022,12,2,2959,16,401036314,41,69,38,0,36,117,F,Minor,72,45,59,14,0,20,21
+Las Morras,"BLESSD, Peso Pluma",2,2023,4,4,291,8,127026613,8,78,4,1,1,133,A,Minor,78,90,84,31,0,7,4
+CHORRITO PA LAS ANIMAS,Feid,1,2022,12,2,2321,36,345031710,29,65,34,5,3,96,G#,Minor,74,61,83,11,0,35,6
+Ch y la Pizza,"Fuerza Regida, Natanael Cano",2,2022,12,1,536,10,288101651,10,72,8,3,14,149,G#,Major,66,85,60,40,0,14,13
+Snow On The Beach (feat. More Lana Del Rey),"Lana Del Rey, Taylor Swift",2,2023,5,26,359,2,60350538,1,0,9,0,0,110,F#,Minor,66,32,40,81,0,11,3
+Players,Coi Leray,1,2022,11,30,4096,6,335074782,118,48,143,0,240,105,F#,Major,95,62,52,3,0,5,16
+Bite Me,ENHYPEN,1,2023,5,22,349,69,76767396,8,96,5,0,56,105,C#,Major,80,69,78,28,0,11,14
+Stand By Me (feat. Morgan Wallen),"Lil Durk, Morgan Wallen",2,2023,5,26,381,5,46065667,23,82,6,0,113,134,B,Major,76,61,58,6,0,16,3
+Normal,Feid,1,2022,7,8,2461,36,459276435,47,66,45,5,6,170,E,Minor,71,59,56,4,0,27,12
+Hummingbird (Metro Boomin & James Blake),"James Blake, Metro Boomin",2,2023,6,2,277,1,39666245,1,20,5,0,1,81,F#,Major,59,26,60,46,1,25,13
+Seu Brilho Sumiu - Ao Vivo,"Israel & Rodolffo, Mari Fernandez",2,2023,3,1,967,5,138517666,7,29,51,1,29,154,F#,Major,63,75,92,31,0,91,5
+Bad Habit,Steve Lacy,1,2022,6,29,8186,12,822633917,155,72,131,16,29,169,C#,Major,69,69,51,63,0,38,4
+CUFF IT,Beyoncпї,1,2022,7,29,7842,10,595900742,215,88,330,26,23,115,G,Major,78,64,69,4,0,7,14
+Lilith (feat. SUGA of BTS) (Diablo IV Anthem),"Halsey, Suga",2,2023,6,5,215,6,51985779,6,14,8,2,4,84,A,Minor,43,14,74,1,0,19,8
+69,"Nicky Jam, Feid",2,2023,5,18,1134,22,57945987,39,14,48,2,3,93,G#,Major,79,58,62,11,0,11,23
+NiпїЅпїЅa Bo,"Sean Paul, Feid",2,2023,4,21,1305,34,115010040,29,26,43,5,44,91,G,Major,82,47,62,10,0,10,15
+Search & Rescue,Drake,1,2023,4,7,2066,6,175097833,58,70,43,0,182,142,A#,Minor,82,54,44,6,0,33,7
+AMERICA HAS A PROBLEM (feat. Kendrick Lamar),"Kendrick Lamar, Beyoncпї",2,2023,5,19,896,0,57089066,34,2,33,0,1,126,C#,Major,78,20,70,1,0,16,4
+Lavender Haze,Taylor Swift,1,2022,10,21,3763,8,488386797,51,43,38,10,1,97,A#,Major,73,10,44,26,0,16,8
+"Link Up (Metro Boomin & Don Toliver, Wizkid feat. BEAM & Toian) - Spider-Verse Remix (Spider-Man: Across the Spider-Verse )","WizKid, Toian, Metro Boomin, Don Toliver, Beam",5,2023,6,2,197,0,32761689,3,10,3,0,0,101,F,Major,92,59,51,41,51,26,8
+Efecto,Bad Bunny,1,2022,5,6,4004,33,1047480053,34,65,43,6,2,98,G,Minor,80,23,48,14,0,6,5
+Erro Gostoso - Ao Vivo,Simone Mendes,1,2023,1,27,984,5,153454328,8,57,76,2,49,154,F#,Major,59,63,89,18,0,80,9
+Cupido,Tini,1,2023,2,14,1240,24,217672943,51,29,63,4,54,120,A,Major,91,63,58,52,0,31,22
+Just Wanna Rock,Lil Uzi Vert,1,2022,10,17,3995,13,457184829,72,27,47,0,0,150,B,Major,49,4,55,7,0,6,3
+Unstoppable,Sia,1,2016,1,21,7681,13,939844851,119,66,"1,145",2,,174,A,Major,47,27,78,11,0,10,8
+Until I Found You,Stephen Sanchez,1,2021,9,1,4427,4,726434358,69,100,154,20,438,202,A#,Major,34,25,51,69,0,18,4
+Rich Flex,"Drake, 21 Savage",2,2022,11,4,4657,18,573633020,84,84,42,0,23,153,B,Minor,56,42,52,5,0,36,24
+Easy On Me,Adele,1,2021,10,14,10195,20,1406111294,258,87,657,22,9,142,F,Major,60,13,37,58,0,13,3
+CartпїЅпїЅo B,"MC Caverinha, KayBlack",2,2023,5,11,269,4,71573339,7,2,30,1,11,108,A,Minor,84,55,47,26,0,20,64
+Danger (Spider) (Offset & JID),"Offset, JID",2,2023,6,2,214,0,24975653,3,3,6,0,0,143,B,Major,83,25,69,4,0,23,12
+Oi Balde - Ao Vivo,ZпїЅпїЅ Neto & Crist,1,2023,2,14,845,2,145458418,12,57,47,1,33,108,D,Major,67,55,67,60,0,80,5
+The Real Slim Shady,Eminem,1,2000,1,1,20763,27,1424589568,81,53,"3,271",1,17,104,F,Minor,95,78,66,3,0,4,6
+MERCHO,"Migrantes, LiL CaKe, Nico Valdi",3,2022,12,16,1267,20,231332117,41,22,56,4,84,93,F#,Minor,84,96,79,43,0,18,11
+The Color Violet,Tory Lanez,1,2021,12,10,2585,32,415932686,3,79,21,1,54,105,F#,Minor,65,46,53,16,0,9,5
+Glimpse of Us,Joji,1,2022,6,10,6330,6,988515741,109,42,158,3,31,170,G#,Major,44,27,32,89,0,14,5
+Mejor Que Yo,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,5,4,675,1,50847624,9,13,11,0,1,178,C#,Minor,62,56,66,18,0,12,5
+Curtains,Ed Sheeran,1,2023,5,5,715,0,39893489,37,3,27,0,50,176,F#,Minor,50,44,76,10,0,32,5
+UNFORGIVEN (feat. Nile Rodgers),"Nile Rodgers, LE SSERAFIM",2,2023,5,1,327,13,92035115,14,110,9,0,49,104,E,Minor,80,38,88,11,0,11,5
+Haegeum,Agust D,1,2023,4,21,244,12,118810253,6,84,10,2,9,85,G,Major,70,83,84,31,0,47,30
+ConexпїЅпїЅes de MпїЅпїЅfia (feat. Rich ,"Rich The Kid, Matuпї",2,2023,4,30,385,4,77233241,17,7,41,1,29,117,F#,Minor,77,69,58,39,0,26,5
+MIENTRAS ME CURO DEL CORA,Karol G,1,2023,2,24,1020,35,206399629,15,26,30,6,0,80,,Major,52,57,48,86,0,15,39
+Never Felt So Alone,Labrinth,1,2023,4,7,1730,3,117747907,46,5,51,0,20,98,F,Major,44,36,41,50,0,38,5
+X SI VOLVEMOS,"Karol G, Romeo Santos",2,2023,2,2,2127,33,266624541,45,80,53,8,4,178,C#,Minor,79,58,78,34,0,11,25
+ceilings,Lizzy McAlpine,1,2022,4,8,3242,9,293186992,67,55,48,0,6,148,A,Major,51,27,33,48,0,22,3
+Cupid,Fifty Fifty,1,2023,2,24,526,10,139681964,15,93,30,0,320,120,D,Major,77,94,66,65,0,38,3
+I AM,IVE,1,2023,4,10,366,15,123132751,16,102,7,0,55,122,E,Minor,68,38,88,1,0,8,5
+Cupid пїЅпїЅпїЅ Twin Ver. (FIFTY FIFTY) пїЅпїЅпїЅ Spe,sped up 8282,1,1997,1,1,472,2,103762518,0,0,6,0,0,144,F,Major,74,75,73,42,0,9,4
+Shorty Party,"Cartel De Santa, La Kelly",2,2023,3,4,432,12,162887075,8,14,12,2,33,96,D,Major,93,47,47,33,0,10,36
+Super,SEVENTEEN,1,2023,4,24,271,12,91221625,16,103,9,0,55,137,G#,Major,77,35,88,16,0,17,9
+Slut Me Out,NLE Choppa,1,2022,4,22,816,4,190490915,21,4,13,0,4,121,F#,Minor,94,71,61,12,0,53,42
+Double Fantasy (with Future),"The Weeknd, Future",2,2023,4,21,1169,0,96180277,36,65,28,0,0,119,A,Minor,60,10,57,1,0,50,3
+All Of The Girls You Loved Before,Taylor Swift,1,2019,8,23,1282,6,185240616,26,6,19,0,5,96,D,Major,72,40,47,71,0,13,4
+PROVENZA,Karol G,1,2022,4,21,6587,34,885093467,114,104,147,11,20,111,C#,Major,87,53,52,66,1,11,5
+Princess Diana (with Nicki Minaj),"Nicki Minaj, Ice Spice",2,2023,4,14,1444,4,104992946,0,0,0,0,0,148,A,Major,90,74,68,14,0,10,19
+Di Que Si,"Grupo Marca Registrada, Grupo Frontera",2,2023,2,3,356,10,147290338,4,64,4,2,37,182,A,Major,57,80,59,8,0,6,5
+Shivers,Ed Sheeran,1,2021,9,9,10147,30,1302184087,234,71,543,18,,141,D,Major,79,82,86,28,0,4,9
+Igualito a Mi Apпї,"Fuerza Regida, Peso Pluma",2,2022,12,30,265,6,158950978,8,84,5,1,4,145,E,Minor,76,80,81,19,0,6,9
+Shoong! (feat. LISA of BLACKPINK),"TAEYANG, Lisa",2,2023,4,25,351,9,76910644,16,90,10,0,64,110,B,Minor,76,26,70,1,0,41,6
+Komang,Raim Laode,1,2022,8,16,158,4,137123880,5,6,1,1,18,134,G,Major,70,35,41,41,0,10,3
+DESPECHпї,ROSALпїЅ,1,2022,7,28,7613,33,782369383,180,90,422,15,55,130,G,Major,92,78,62,18,0,6,10
+Made You Look,Meghan Trainor,1,2022,10,21,3956,6,502574952,142,23,127,3,16,145,A#,Major,84,88,53,35,0,8,7
+Watch This - ARIZONATEARS Pluggnb Remix,"sped up nightcore, ARIZONATEARS, Lil Uzi Vert",3,2023,2,5,1638,10,207033255,0,0,21,0,0,130,B,Minor,69,36,90,1,10,15,4
+No Se Va,Grupo Frontera,1,2022,4,28,924,18,404887295,17,80,22,9,38,173,,Major,59,69,53,12,0,23,3
+Punto G,Quevedo,1,2022,11,4,1985,35,381161027,34,26,37,5,1,92,B,Minor,75,55,76,25,0,10,15
+Lovers Rock,TV Girl,1,2014,6,5,6339,13,466231982,3,1,36,1,37,105,F,Minor,56,57,87,0,1,10,4
+METAMORPHOSIS,INTERWORLD,1,2021,11,25,1561,24,357580552,18,78,24,0,30,175,G,Minor,59,15,64,43,90,12,10
+Mami Chula,"Quevedo, Jhayco",2,2023,4,27,875,4,61105704,17,13,27,0,43,120,G,Minor,80,33,70,22,0,9,4
+En Paris,"El Chachito, Junior H",2,2022,12,24,406,5,198275403,3,31,2,1,0,139,D#,Minor,70,77,48,37,0,12,5
+Set Me Free Pt.2,Jimin,1,2023,3,17,340,13,168448603,4,71,16,1,9,132,,Minor,59,56,82,12,0,12,6
+I Was Never There,"The Weeknd, Gesaffelstein",2,2018,3,29,4188,15,705469769,30,70,142,0,27,114,A#,Major,32,17,74,14,0,17,3
+Don't ever say love me (feat. RM of BTS),"RM, Colde",2,2023,5,4,105,0,34502215,5,9,5,0,0,145,B,Minor,54,19,48,36,0,37,5
+Shut Down,BLACKPINK,1,2022,9,16,1524,17,482175240,53,120,62,0,2,110,,Major,82,67,69,0,0,18,4
+Gato de Noche,"Nengo Flow, Bad Bunny",2,2022,12,22,2651,30,304118600,21,55,32,3,0,94,G#,Major,89,61,66,17,0,36,16
+Call Out My Name,The Weeknd,1,2018,3,29,11087,6,1449799467,151,107,801,1,105,134,C#,Major,45,17,60,21,0,33,4
+Like Crazy (English Version),Jimin,1,2023,3,24,373,19,173627354,4,72,5,0,5,120,G,Major,62,32,76,0,0,39,4
+Rosa Pastel,"Jasiel NuпїЅпїЅez, Peso P",2,2023,2,2,200,4,90025258,8,77,2,1,1,123,G,Minor,70,86,68,24,0,11,4
+Sunroof,"Nicky Youre, Dazy",2,2021,12,3,3741,17,652704649,156,35,110,19,0,131,A#,Major,77,84,71,35,0,15,4
+Lose Yourself - Soundtrack Version,Eminem,1,2002,1,1,32502,21,1829992958,247,54,"5,567",1,51,171,D,Major,70,6,73,1,0,36,26
+Superman,"Eminem, Dina Rae",2,2002,5,26,7615,14,655466831,18,51,"1,005",0,0,130,E,Minor,80,64,76,2,0,20,6
+Mas Rica Que Ayer,"Mambo Kingz, DJ Luian, Anuel Aa",3,2023,3,2,1208,34,146409671,10,41,20,0,1,94,B,Major,82,53,67,34,0,9,8
+People Pt.2 (feat. IU),"IU, Agust D",2,2023,4,7,209,4,95816024,4,45,11,2,24,89,G,Minor,73,44,57,39,0,32,6
+REMIX EXCLUSIVO,Feid,1,2023,3,17,1235,9,117206995,20,8,15,0,6,87,F,Minor,65,71,56,4,0,15,20
+"ArcпїЅпїЅngel: Bzrp Music Sessions, Vol","Arcangel, Bizarrap",2,2023,3,22,654,3,100409613,11,3,18,1,1,124,B,Minor,72,79,78,55,0,15,30
+DOGTOOTH,"Tyler, The Creator",2,2023,3,27,1479,0,80758350,23,0,18,0,33,78,G#,Major,71,80,65,51,0,22,32
+10:35,"TiпїЅпїЅsto, Tate M",2,2022,11,1,4942,26,325592432,190,104,147,18,63,120,G#,Major,70,70,79,7,0,18,10
+SORRY NOT SORRY,"Tyler, The Creator",2,2023,3,31,709,0,58473276,8,1,13,0,0,96,F#,Minor,48,50,80,40,0,37,20
+HAPPY,NF,1,2023,3,25,660,0,52722996,22,7,11,0,78,106,G,Major,73,22,86,31,0,12,4
+La Bebe,Yng Lvcas,1,2021,12,24,489,17,191945597,4,11,5,1,2,170,D,Minor,78,75,46,62,0,12,35
+I Know - PR1SVX Edit,"Kanii, PR1ISVX",2,2023,3,24,407,0,77377503,16,15,5,0,1,134,B,Minor,67,11,76,8,47,30,7
+Late Night Talking,Harry Styles,1,2022,5,20,7461,8,743693613,166,42,199,16,58,115,A#,Major,71,90,73,30,0,11,5
+LeпїЅ,MarпїЅпїЅlia Mendo,1,2022,12,9,993,4,267789608,30,84,88,1,28,130,F#,Major,74,79,87,45,0,30,3
+Save Your Tears (with Ariana Grande) (Remix),"Ariana Grande, The Weeknd",2,2020,3,20,9161,5,1221813483,240,98,468,3,10,118,,Major,65,63,79,3,0,10,3
+Something in the Orange,Zach Bryan,1,2022,4,22,3282,12,449701773,67,84,46,16,117,110,G,Major,59,22,38,42,0,12,3
+VOID,Melanie Martinez,1,2023,3,29,596,0,67070410,29,9,12,0,52,100,A,Major,72,42,66,18,4,19,4
+Dijeron Que No La Iba Lograr,"Fuerza Regida, Chino Pacas",2,2023,3,14,320,6,116334601,5,48,2,1,9,142,G,Minor,70,76,79,26,0,11,7
+Midnight Rain,Taylor Swift,1,2022,10,21,2612,4,433356509,19,29,21,0,0,140,,Major,64,18,37,72,0,12,7
+If We Ever Broke Up,Mae Stephens,1,2023,2,10,2040,4,165584767,81,27,66,9,444,116,G,Major,90,96,73,62,0,9,4
+You Proof,Morgan Wallen,1,2022,5,13,2128,9,367814306,37,88,9,0,14,120,A,Major,73,64,85,25,0,61,3
+LA INOCENTE,"Feid, Mora",2,2022,4,1,2598,37,477033549,28,57,43,8,85,92,F,Minor,76,46,79,31,0,7,6
+Malas Decisiones,Kenia OS,1,2022,10,26,542,2,156214700,23,2,21,0,0,110,G#,Minor,81,64,79,5,0,31,3
+Murder In My Mind,Kordhell,1,2022,1,21,2459,20,448843705,20,68,50,0,22,120,A#,Major,71,57,97,1,0,13,11
+Gangsta's Paradise,"Coolio, L.V.",2,1995,7,11,10624,17,1357608774,21,0,386,0,,80,G#,Major,63,40,61,9,0,56,6
+CAIRO,"Karol G, Ovy On The Drums",2,2022,11,13,2418,26,294352144,52,66,55,1,16,115,F,Minor,95,43,69,47,0,9,31
+I Love You So,The Walters,1,2014,11,28,7536,7,972164968,44,19,135,0,6,76,A#,Major,58,46,67,65,0,13,4
+Dark Red,Steve Lacy,1,2017,2,20,10431,7,920045682,71,53,181,0,10,172,F#,Major,60,77,78,45,0,12,6
+Say You Won't Let Go,James Arthur,1,2016,9,9,15722,16,2420461338,231,37,"1,509",0,13,99,A#,Major,40,45,56,69,0,9,5
+The Hills,The Weeknd,1,2015,5,27,25744,4,1947371785,122,94,"1,992",0,18,136,,Minor,36,12,57,9,0,14,8
+Heart To Heart,Mac DeMarco,1,2019,5,10,1640,0,244658767,27,27,29,1,1,150,G#,Minor,90,64,14,67,35,11,10
+Peaches (from The Super Mario Bros. Movie),Jack Black,1,2023,4,7,34,0,68216992,0,0,0,0,0,92,A#,Minor,71,41,31,79,0,10,5
+Marisola - Remix,"Duki, NICKI NICOLE, Cris Mj, Standly, Stars Music Chile",5,2022,12,15,1845,16,223582566,20,8,30,2,0,95,C#,Major,77,72,87,17,0,7,5
+LOKERA,"Brray, Rauw Alejandro, Lyanno",3,2022,7,25,3301,30,471819764,72,64,64,6,3,102,B,Minor,83,58,83,21,0,10,5
+Low,SZA,1,2022,12,9,1911,0,272377463,23,71,14,0,9,145,,Minor,70,34,55,43,0,16,6
+Numb,Linkin Park,1,2003,3,24,20111,5,1361425037,39,0,"7,341",0,0,110,A,Major,50,24,86,0,0,64,4
+Tormenta (feat. Bad Bunny),"Gorillaz, Bad Bunny",2,2023,2,24,1529,0,149778242,32,18,39,2,0,95,,Major,64,30,77,46,0,38,6
+on the street (with J. Cole),"j-hope, J. Cole",2,2023,3,3,615,2,116599790,22,82,8,0,9,94,B,Minor,68,81,82,53,0,9,13
+One Thing At A Time,Morgan Wallen,1,2022,12,2,811,4,148469433,11,58,5,0,21,142,G,Major,61,92,91,0,0,26,3
+Miss You,"Robin Schulz, Oliver Tree",2,2022,8,5,5730,10,497225336,108,16,197,3,165,145,F#,Minor,59,20,74,1,0,15,5
+AinпїЅпїЅпїЅt Tha,Morgan Wallen,1,2023,3,3,356,4,88791109,4,20,0,0,0,121,F#,Minor,64,67,80,0,0,36,3
+ThinkinпїЅпїЅпїЅ B,Morgan Wallen,1,2023,3,3,604,6,125917280,22,101,0,0,66,140,D#,Minor,66,43,76,49,0,12,3
+Private Landing (feat. Justin Bieber & Future),"Don Toliver, Future, Justin Bieber",3,2023,2,23,1190,0,105062254,29,3,18,0,19,137,C#,Minor,84,44,67,8,0,11,6
+Everything I Love,Morgan Wallen,1,2023,1,31,579,0,95623148,11,54,0,0,103,104,G#,Major,56,72,85,0,0,15,3
+Heaven,Niall Horan,1,2023,2,17,1553,2,144584800,61,6,48,0,150,92,F,Major,57,68,76,7,0,33,3
+LET GO,Central Cee,1,2022,12,15,2301,20,298063749,49,23,110,0,8,146,D,Minor,74,51,45,86,0,21,38
+Sial,Mahalini,1,2023,1,23,134,4,166570053,4,6,0,0,23,120,D,Major,56,20,43,89,0,12,4
+I Wrote The Book,Morgan Wallen,1,2023,1,31,430,0,83021468,15,17,0,0,0,144,D,Major,68,83,81,9,0,8,4
+"Apna Bana Le (From ""Bhediya"")","Arijit Singh, Sachin-Jigar",2,2022,11,5,86,0,139836056,11,101,0,0,48,94,A,Major,59,44,56,80,0,6,3
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,629,14,303216294,32,3,9,0,0,94,G#,Major,73,65,79,5,2,11,6
+PLAYA DEL INGLпїЅ,"Myke Towers, Quevedo",2,2022,12,15,1701,15,221409663,30,15,34,2,47,113,G,Minor,79,66,74,8,0,11,5
+Man Made A Bar (feat. Eric Church),"Morgan Wallen, Eric Church",2,2023,3,3,329,0,58890931,14,35,1,0,0,148,E,Major,50,49,76,12,0,12,3
+Red Ruby Da Sleeze,Nicki Minaj,1,2023,3,3,1168,0,81419389,45,11,20,0,21,98,C#,Major,70,29,73,12,0,11,26
+Kahani Suno 2.0,Kaifi Khalil,1,2022,5,31,162,6,156777415,1,10,1,0,1,140,B,Major,58,26,38,91,0,10,4
+Nobody Gets Me,SZA,1,2022,12,9,2536,6,284908316,59,100,58,13,2,100,G,Major,36,28,28,81,0,18,3
+PERO Tпї,"Karol G, Quevedo",2,2023,2,23,387,11,93438910,11,15,14,3,1,140,F#,Major,86,68,79,39,0,11,29
+Hype Boy,NewJeans,1,2022,8,1,892,17,363472647,20,119,12,2,7,100,E,Minor,59,78,94,27,0,29,23
+Bloody Mary,Lady Gaga,1,2011,1,1,3909,0,372476382,66,26,277,3,734,100,A,Minor,59,49,65,2,0,13,3
+MonotonпїЅ,"Ozuna, Shakira",2,2022,10,19,3645,15,380726517,118,34,150,4,19,132,,Minor,87,82,70,42,0,21,5
+эээ98 Braves,Morgan Wallen,1,2023,3,3,282,0,56533272,6,15,0,0,0,142,D,Major,49,48,67,10,0,26,3
+WANDA,Quevedo,1,2023,1,20,888,22,175399345,11,24,7,1,7,176,E,Minor,72,96,63,25,0,21,7
+Thought You Should Know,Morgan Wallen,1,2022,5,6,968,4,203221468,16,53,1,0,61,140,F#,Major,53,51,70,49,0,14,3
+In The End,Linkin Park,1,2000,10,24,25065,6,1624165576,63,0,"6,808",2,0,105,D#,Minor,55,40,90,1,0,32,6
+Zona De Perigo,Leo Santana,1,2022,12,8,531,4,134294498,20,1,71,2,0,135,F,Major,81,97,77,75,0,35,3
+Lovezinho,Treyce,1,2022,7,28,242,0,70069745,12,2,13,0,4,128,E,Minor,82,61,59,30,0,12,4
+I Like You (A Happier Song) (with Doja Cat),"Post Malone, Doja Cat",2,2022,6,3,5281,14,609293408,94,21,80,15,38,101,F,Major,74,43,69,12,0,12,7
+Neverita,Bad Bunny,1,2022,5,6,2590,30,671365962,20,64,35,6,0,122,A#,Major,88,43,50,7,0,14,5
+Vista Al Mar,Quevedo,1,2022,9,8,1769,34,362361576,16,19,21,3,4,105,,Minor,76,49,56,80,12,10,13
+Sem AlianпїЅпїЅa no ,"MC Xenon, Os Gemeos da Putaria",2,2022,12,23,454,4,93587665,6,1,21,0,1,83,C#,Major,53,40,36,73,0,11,33
+Enemy (with JID) - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, JID, Arcane",4,2021,9,3,6180,7,1223481149,122,88,580,21,10,77,B,Minor,72,59,76,24,0,42,28
+Revenge,XXXTENTACION,1,2017,8,25,3600,11,1022258230,7,0,203,0,2,140,B,Minor,75,18,25,78,0,11,26
+Bombonzinho - Ao Vivo,"Israel & Rodolffo, Ana Castela",2,2022,11,3,1254,6,263453310,26,69,73,2,6,158,C#,Major,65,72,95,31,0,92,5
+LA CANCIпїЅ,"J Balvin, Bad Bunny",2,2019,6,28,6398,31,1435127549,177,109,305,3,5,176,G,Major,75,43,65,15,0,11,32
+QuпїЅпїЅ Ago,"Yuridia, Angela Aguilar",2,2022,10,20,660,15,236857112,19,59,18,5,52,98,B,Major,73,88,57,56,0,5,2
+Love Again,The Kid Laroi,1,2023,1,27,1283,0,147538971,57,4,48,0,0,107,B,Minor,66,47,40,72,0,11,3
+After Hours,The Weeknd,1,2020,2,19,8084,6,698086140,45,115,218,1,221,109,F,Minor,66,16,57,10,1,12,3
+About Damn Time,Lizzo,1,2022,7,15,2332,2,723894473,0,0,25,0,0,109,A#,Minor,84,72,74,10,0,34,7
+Born With A Beer In My Hand,Morgan Wallen,1,2023,3,3,203,0,34450974,5,9,0,0,0,148,,Major,53,61,81,5,0,36,4
+эээээээээээээээээээээ,Fujii Kaze,1,2020,5,20,685,14,403097450,24,94,9,0,23,158,F#,Minor,60,52,76,17,0,19,5
+Besos Moja2,"Wisin & Yandel, ROSALпїЅ",2,2022,9,29,2460,13,309483971,53,7,56,3,1,94,F,Minor,74,64,73,6,0,10,6
+Maan Meri Jaan,King,1,2022,10,12,288,6,319566866,11,80,1,0,8,96,F#,Minor,70,40,51,35,0,10,4
+Moscow Mule,Bad Bunny,1,2022,5,6,4572,33,909001996,74,113,85,9,2,100,F,Minor,80,29,67,29,0,12,3
+My Universe,"Coldplay, BTS",2,2021,9,24,6127,13,1061966512,0,0,0,0,0,105,A,Major,58,42,68,1,0,14,4
+Devil DonпїЅпїЅпїЅ,Morgan Wallen,1,2023,3,3,166,0,32526947,2,10,0,0,0,125,,Major,53,32,66,38,0,9,3
+LLYLM,ROSALпїЅ,1,2023,1,27,1838,0,124988687,105,41,114,1,59,170,F#,Minor,56,56,63,13,0,19,27
+I'm Not Here To Make Friends,"Sam Smith, Calvin Harris, Jessie Reyez",3,2023,1,27,1890,0,103787664,86,1,49,0,9,115,,Major,70,84,90,17,0,41,6
+TRUSTFALL,P!nk,1,2023,1,27,2098,16,134255790,88,24,101,7,451,122,G#,Major,64,25,89,0,0,15,9
+ANTIFRAGILE,LE SSERAFIM,1,2022,10,17,761,12,301051721,23,95,11,0,3,105,A#,Minor,88,82,80,8,0,11,8
+Boy's a liar,PinkPantheress,1,2022,11,30,1225,0,156338624,27,0,28,13,0,133,F,Major,66,74,84,25,0,21,4
+VIBE (feat. Jimin of BTS),"TAEYANG, Jimin",2,2023,1,13,415,2,152850295,15,40,21,1,15,100,,Major,79,60,68,7,0,26,4
+Shirt,SZA,1,2022,10,28,3469,0,309653982,71,95,31,0,2,120,D#,Minor,82,55,45,15,3,9,10
+Lift Me Up - From Black Panther: Wakanda Forever - Music From and Inspired By,Rihanna,1,2022,10,28,3311,0,297328960,129,31,212,1,41,177,A,Major,25,17,30,90,0,13,3
+STAR WALKIN' (League of Legends Worlds Anthem),Lil Nas X,1,2022,9,22,2616,0,332506354,113,17,208,0,192,142,D,Minor,64,31,72,15,0,9,5
+"Sex, Drugs, Etc.",Beach Weather,1,2016,11,4,3006,16,480507035,47,60,87,12,124,144,E,Minor,57,47,84,1,1,52,4
+Boy With Luv (feat. Halsey),"Halsey, BTS",2,2019,4,12,4260,0,1065580332,113,92,259,0,1,120,B,Minor,65,80,86,9,0,19,10
+"Hey, Mickey!",Baby Tate,1,2016,9,27,482,0,122763672,9,1,12,4,3,135,D,Major,92,73,51,55,0,15,6
+Calm Down,RпїЅп,1,2022,2,9,4013,10,445763624,107,44,750,22,,107,B,Major,81,82,78,38,0,12,4
+Jhoome Jo Pathaan,"Arijit Singh, Vishal Dadlani, Sukriti Kakar, Vishal-Shekhar, Shekhar Ravjiani, Kumaar",6,2022,12,22,138,4,1365184,13,78,2,0,0,105,G,Major,82,62,74,10,0,33,7
+Escapism. - Sped Up,"RAYE, 070 Shake",2,2022,11,25,1368,0,184308753,12,1,11,0,8,108,F#,Minor,44,38,77,9,0,9,20
+Space Song,Beach House,1,2015,1,1,17852,4,789753877,69,76,335,0,,147,,Minor,51,62,79,22,13,14,3
+Dreamers [Music from the FIFA World Cup Qatar 2022 Official Soundtrack],"BTS, Jung Kook, FIFA Sound",3,2022,11,20,889,20,323358833,11,78,35,0,21,115,,Major,71,34,88,16,0,44,4
+Te Felicito,"Shakira, Rauw Alejandro",2,2022,4,21,4796,9,606361689,124,66,212,13,1,174,F,Major,70,57,64,23,0,8,32
+MuпїЅпїЅ,"Steve Aoki, Tini, La Joaqui",3,2023,1,12,658,6,120972253,33,7,53,2,0,90,A#,Minor,68,83,71,3,0,31,8
+TV,Billie Eilish,1,2022,7,21,3009,2,338564981,68,89,65,0,25,141,E,Minor,41,9,25,84,1,14,4
+I'm Not The Only One,Sam Smith,1,2014,1,1,17492,3,1606986953,136,24,"1,959",0,30,82,F,Major,68,50,49,56,0,8,4
+Heather,Conan Gray,1,2020,3,20,6170,7,1301799902,82,1,231,0,2,92,F,Major,47,25,43,62,0,32,3
+"Besharam Rang (From ""Pathaan"")","Vishal-Shekhar, Shilpa Rao, Caralisa Monteiro, Kumaar, Vishal Dadlani, Shekhar Ravjiani",6,2022,12,12,130,4,140187018,21,79,2,0,0,116,G#,Minor,77,65,80,6,0,15,4
+One Kiss (with Dua Lipa),"Calvin Harris, Dua Lipa",2,2017,6,2,27705,10,1897517891,537,122,"2,726",6,,124,A,Minor,79,59,86,4,0,8,11
+Sugar Rush Ride,TOMORROW X TOGETHER,1,2023,1,27,359,0,107642809,12,56,13,0,13,125,A#,Minor,71,83,89,1,0,17,9
+Pink Venom,BLACKPINK,1,2022,8,19,1963,16,551305895,57,119,77,1,13,90,,Major,80,71,69,2,0,27,10
+WAIT FOR U (feat. Drake & Tems),"Drake, Future, Tems",3,2022,4,27,5491,14,556585270,128,84,75,0,35,83,C#,Major,46,34,64,31,0,7,34
+Don't Start Now,Dua Lipa,1,2019,10,31,27119,0,2303033973,532,77,"1,535",3,8,124,B,Minor,79,68,79,1,0,10,8
+After Dark,Mr.Kitty,1,2014,8,8,1776,14,646886885,1,9,3,0,0,140,G#,Major,58,4,60,7,41,8,3
+Eu Gosto Assim - Ao Vivo,"Gustavo Mioto, Mari Fernandez",2,2022,9,16,1473,4,222612678,27,64,66,1,4,154,,Major,64,61,91,15,0,72,4
+INDUSTRY BABY (feat. Jack Harlow),"Jack Harlow, Lil Nas X",2,2021,7,23,13315,0,1814349763,300,47,690,0,,150,D#,Minor,74,89,70,2,0,5,6
+MIDDLE OF THE NIGHT,Elley Duhпї,1,2020,1,10,4057,8,872137015,78,21,240,1,52,186,E,Minor,41,9,61,2,0,12,5
+Atlantis,Seafret,1,2015,4,22,3045,6,571386359,43,53,134,1,32,166,G#,Minor,40,23,48,5,0,12,3
+PUNTO 40,"Baby Rasta, Rauw Alejandro",2,2022,9,22,3006,12,304079786,54,32,66,2,0,107,,Major,87,20,83,0,4,31,9
+Evoque Prata,"DJ Escobar, MC MENOR SG, MC MENOR HR",3,2022,9,9,852,0,174006928,14,1,50,0,0,87,G,Major,87,52,52,31,0,28,24
+How Do I Say Goodbye,Dean Lewis,1,2022,8,5,2163,15,284785823,72,97,58,0,154,82,G#,Major,40,39,64,21,0,7,7
+Blind,SZA,1,2022,12,9,1484,0,163284000,22,51,12,0,0,114,A,Minor,46,60,28,91,0,21,4
+Die For You,Joji,1,2022,11,4,1703,0,246390068,38,45,36,16,0,148,G#,Major,47,15,52,38,13,29,5
+Doja,Central Cee,1,2022,7,20,4169,44,482257456,57,44,183,1,11,140,F#,Major,91,97,57,38,0,40,29
+Gatita,Bellakath,1,2022,10,3,1054,0,168684524,9,0,15,0,1,101,G,Major,90,76,81,15,24,33,6
+Rumble,"Skrillex, Flowdan, Fred again..",3,2022,1,17,2849,0,78489819,39,45,27,0,1,140,C#,Minor,81,6,84,5,23,6,6
+Niagara Falls (Foot or 2) [with Travis Scott & 21 Savage],"Travis Scott, 21 Savage, Metro Boomin",3,2022,12,2,1602,0,195516622,12,22,12,0,2,88,G,Minor,49,24,66,19,0,18,29
+Yonaguni,Bad Bunny,1,2021,6,4,9644,28,1260594497,120,86,164,4,0,180,C#,Major,64,44,65,28,0,14,12
+Super Freaky Girl,Nicki Minaj,1,2022,8,12,4827,0,428685680,104,17,76,9,2,133,D,Major,95,91,89,6,0,31,24
+Running Up That Hill (A Deal With God),Kate Bush,1,1985,9,16,21811,0,1024858327,117,1,676,3,0,108,A#,Minor,63,20,55,72,0,6,6
+Dream On,Aerosmith,1,1973,1,5,168,0,838586769,0,0,5,0,0,80,F,Minor,39,24,43,39,0,23,3
+Limbo,Freddie Dredd,1,2022,8,11,688,0,199386237,14,1,17,0,2,75,B,Minor,80,46,62,3,6,11,46
+Where Are You Now,"Lost Frequencies, Calum Scott",2,2021,7,30,10565,44,972509632,238,122,557,17,58,121,F#,Minor,67,26,64,52,0,17,10
+WORTH NOTHING,"Twisted, Oliver Tree",2,2022,9,28,1612,0,213438580,34,54,34,0,2,140,D,Minor,58,17,62,18,0,20,8
+Bad Habits,Ed Sheeran,1,2020,9,3,12755,8,1555511105,344,97,945,15,,126,B,Minor,81,59,90,5,0,36,3
+KICK BACK,Kenshi Yonezu,1,2022,10,12,574,4,210038833,38,101,26,0,0,102,C#,Major,58,29,94,0,0,9,11
+Evergreen (You DidnпїЅпїЅпїЅt Deserve Me A,Omar Apollo,1,2022,4,8,2499,0,227918678,70,0,49,0,0,82,A,Major,70,31,34,60,1,11,4
+Good Days,SZA,1,2020,12,24,10426,2,826623384,133,109,182,1,10,121,C#,Minor,46,53,78,23,0,72,6
+Levitating (feat. DaBaby),"Dua Lipa, DaBaby",2,2020,3,27,15894,8,1802514301,198,13,544,0,60,103,F#,Minor,70,92,83,1,0,7,6
+Woman,Doja Cat,1,2021,6,25,9424,0,1329090101,202,50,463,4,,108,F,Minor,82,88,76,9,0,12,9
+Shut up My Moms Calling - (Sped Up),Hotel Ugly,1,2022,9,14,713,7,181831132,2,4,6,0,0,85,F,Minor,65,36,47,31,0,12,10
+Ferrari,"James Hype, Miggy Dela Rosa",2,2022,3,14,7758,28,462791599,173,79,175,0,168,125,C#,Minor,84,70,69,1,0,5,5
+"You're On Your Own, Kid",Taylor Swift,1,2022,10,21,2537,2,348647203,8,18,20,0,1,120,D,Major,69,40,39,41,0,13,6
+"Kesariya (From ""Brahmastra"")","Pritam, Arijit Singh, Amitabh Bhattacharya",3,2022,7,17,292,6,366599607,26,98,4,0,0,94,,Major,58,44,57,57,0,10,3
+Agudo MпїЅпїЅgi,"Styrx, utku INC, Thezth",3,1930,1,1,323,0,90598517,4,0,14,0,0,130,F#,Minor,65,49,80,22,4,7,5
+Payphone,"Maroon 5, Wiz Khalifa",2,2012,1,1,14143,4,1479264469,56,38,"1,891",1,,110,E,Major,74,51,74,2,0,29,4
+All I Want for Christmas Is You,Mariah Carey,1,1994,10,28,25653,0,1449779435,387,132,"2,094",0,,150,G,Major,34,33,63,16,0,7,4
+Last Christmas,Wham!,1,1984,1,1,22153,0,1159176109,274,111,"1,302",0,,107,B,Minor,74,88,65,28,0,46,3
+Rockin' Around The Christmas Tree,Brenda Lee,1,1958,1,1,14994,0,769213520,191,168,206,0,,140,G#,Major,70,85,41,71,0,45,5
+Jingle Bell Rock,Bobby Helms,1,1957,1,1,10326,0,741301563,165,99,104,0,,119,D,Major,74,78,37,84,0,6,3
+It's Beginning To Look A Lot Like Christmas,Michael Bublпї,1,2011,10,14,12353,0,807561936,35,0,549,0,0,93,E,Major,35,38,23,91,0,29,3
+Santa Tell Me,Ariana Grande,1,2013,12,13,9408,0,834129063,231,106,439,0,,133,G,Major,46,53,63,5,0,30,18
+It's the Most Wonderful Time of the Year,Andy Williams,1,1963,10,14,8879,0,663832097,182,107,160,0,1,202,G,Major,24,76,60,77,0,12,4
+Let It Snow! Let It Snow! Let It Snow!,Dean Martin,1,1959,11,16,6512,0,446390129,88,1,277,0,0,134,C#,Major,45,72,24,91,0,18,4
+Snowman,Sia,1,2017,1,1,5140,0,690104769,85,110,500,0,,105,C#,Major,72,33,51,48,0,9,3
+Underneath the Tree,Kelly Clarkson,1,2013,10,25,6596,0,485285717,144,99,251,0,0,160,G#,Major,51,69,81,0,0,21,5
+Feliz Navidad,JosпїЅпїЅ Felic,1,1970,11,1,3788,0,520034544,21,3,10,0,0,148,D,Major,50,96,82,47,0,34,4
+Holly Jolly Christmas,Michael Bublпї,1,2011,10,14,7655,0,476244795,5,0,291,0,0,151,G,Major,65,70,47,87,0,9,4
+Mistletoe,Justin Bieber,1,2011,1,1,9577,0,629173063,195,111,310,0,0,162,F#,Minor,67,88,54,51,0,9,4
+Sleigh Ride,The Ronettes,1,1963,11,22,10114,0,404664135,114,74,262,0,0,92,D,Major,53,84,77,40,0,32,3
+Seek & Destroy,SZA,1,2022,12,9,1007,0,98709329,5,31,1,0,0,152,C#,Major,65,35,65,44,18,21,7
+Love Language,SZA,1,2022,12,9,1127,0,110849052,16,63,8,0,0,65,A,Minor,71,55,26,85,0,13,8
+Happy Xmas (War Is Over),"John Lennon, The Harlem Community Choir, The Plastic Ono Band, Yoko Ono",4,1971,12,1,10829,0,460492795,130,1,390,0,0,147,D,Major,33,39,61,32,0,77,3
+Used (feat. Don Toliver),"SZA, Don Toliver",2,2022,12,8,1042,0,94005786,7,29,3,0,0,150,A#,Minor,73,71,69,53,0,32,9
+A Holly Jolly Christmas - Single Version,Burl Ives,1,1952,1,1,7930,0,395591396,108,120,73,0,0,140,,Major,67,81,36,64,0,15,3
+The Christmas Song (Merry Christmas To You) - Remastered 1999,Nat King Cole,1,1946,11,1,11500,0,389771964,140,72,251,0,0,139,C#,Major,36,22,15,84,0,11,4
+Wonderful Christmastime - Edited Version / Remastered 2011,Paul McCartney,1,1979,11,16,1685,0,403939487,1,0,29,0,0,95,B,Major,75,74,58,36,0,9,3
+Do They Know It's Christmas? - 1984 Version,Band Aid,1,1984,11,25,14169,0,481697415,209,30,449,0,0,115,,Major,60,23,57,0,2,27,3
+Ghost in the Machine (feat. Phoebe Bridgers),"SZA, Phoebe Bridgers",2,2022,12,9,1634,0,110073250,16,20,4,0,0,125,F#,Major,62,59,43,84,3,11,5
+Special,SZA,1,2022,12,9,906,0,88092256,6,21,3,0,0,76,,Major,60,19,20,78,0,11,5
+Merry Christmas Everyone,Shakin' Stevens,1,1984,1,1,1087,0,351636786,90,35,5,0,0,101,C#,Minor,72,91,87,14,0,13,3
+Let It Snow! Let It Snow! Let It Snow!,"Frank Sinatra, B. Swanson Quartet",2,1950,1,1,10585,0,473248298,126,108,406,0,0,143,D,Major,60,86,32,88,0,34,6
+SOS,SZA,1,2022,12,9,827,0,73981293,6,18,1,0,0,119,G,Minor,51,51,66,67,0,9,23
+Open Arms (feat. Travis Scott),"SZA, Travis Scott",2,2022,12,8,1420,4,155653938,13,87,17,0,46,78,A,Major,67,22,59,76,1,15,16
+White Christmas,"Bing Crosby, John Scott Trotter & His Orchestra, Ken Darby Singers",3,1942,1,1,11940,0,395591396,73,79,123,0,0,96,A,Major,23,19,25,91,0,40,3
+Driving Home for Christmas - 2019 Remaster,Chris Rea,1,1986,1,1,888,0,429504768,50,0,6,0,0,180,A,Major,51,87,58,36,0,18,4
+Christmas (Baby Please Come Home),Darlene Love,1,1963,11,22,9122,0,242767149,121,58,212,0,0,126,D#,Major,34,35,76,39,0,8,5
+Gone Girl,SZA,1,2022,12,9,892,0,65362788,3,17,2,0,0,150,F,Major,43,42,44,57,0,15,6
+F2F,SZA,1,2022,12,9,989,0,67540165,5,9,1,0,0,90,D,Major,53,47,74,9,0,34,4
+Notice Me,SZA,1,2022,12,9,819,0,62019074,14,22,0,0,0,160,F,Major,72,78,68,28,0,11,12
+Merry Christmas,"Ed Sheeran, Elton John",2,2017,11,10,2209,0,135723538,72,90,141,0,0,114,,Major,59,60,94,24,0,10,4
+It's Beginning to Look a Lot Like Christmas (with Mitchell Ayres & His Orchestra),"Perry Como, The Fontane Sisters, Mitchell Ayres & His Orchestra",3,1958,1,1,6290,0,295998468,89,39,158,0,0,113,G,Major,73,72,32,77,0,15,5
+My Only Wish (This Year),Britney Spears,1,2000,11,7,6952,0,261116938,115,53,286,0,0,147,,Major,67,69,72,17,0,19,3
+Antidepresan,"Mabel Matiz, Mert Demir",2,2022,11,4,313,2,136689549,10,6,7,1,9,100,B,Minor,70,92,59,3,0,10,3
+Wild Flower (with youjeen),RM,1,2022,12,2,353,2,135611421,2,74,14,0,2,155,G#,Major,49,42,77,3,0,12,9
+I Hate U,SZA,1,2021,12,3,4094,0,356709897,66,96,43,0,0,107,G,Minor,54,41,39,51,0,11,16
+Raindrops (Insane) [with Travis Scott],"Travis Scott, Metro Boomin",2,2022,12,2,880,0,110649992,3,7,10,0,0,112,G#,Major,80,15,54,9,0,38,5
+SPIT IN MY FACE!,ThxSoMch,1,2022,10,31,573,0,301869854,1,0,18,0,24,166,C#,Major,70,57,57,9,20,11,7
+Deck The Hall - Remastered 1999,Nat King Cole,1,1959,1,1,3299,0,127027715,65,39,41,0,0,107,F#,Minor,69,96,36,81,0,8,4
+Smoking on my Ex Pack,SZA,1,2022,12,9,811,0,57144458,6,11,3,0,0,81,G#,Major,47,33,68,24,0,22,38
+Conceited,SZA,1,2022,12,9,899,0,56870689,2,14,2,0,0,150,C#,Major,79,77,46,5,0,11,7
+Snow On The Beach (feat. Lana Del Rey),"Taylor Swift, Lana Del Rey",2,2022,10,21,2415,0,323437194,33,57,30,0,11,110,A,Major,66,19,32,69,0,12,4
+Maroon,Taylor Swift,1,2022,10,21,2304,0,317726339,12,16,14,0,0,108,G,Major,64,4,40,6,0,10,6
+TubarпїЅпїЅo Te,"Dj LK da EscпїЅпїЅcia, Tchakabum, mc jhenny, M",4,2022,9,28,1003,0,116144341,21,0,44,0,0,130,E,Minor,89,48,74,30,0,7,36
+Bejeweled,Taylor Swift,1,2022,10,21,2699,0,328207708,39,35,22,2,0,164,G,Major,70,39,56,6,0,9,7
+Tarot,"Bad Bunny, Jhay Cortez",2,2022,5,6,2482,20,608228647,27,77,22,2,0,114,B,Minor,80,42,68,2,0,66,4
+You Make It Feel Like Christmas (feat. Blake Shelton),"Gwen Stefani, Blake Shelton",2,2005,9,20,2577,0,180577478,108,56,30,0,0,93,F,Major,63,93,88,1,0,12,4
+Desesperados,"Chencho Corleone, Rauw Alejandro",2,2021,6,25,6821,34,809306935,83,58,128,7,0,90,C#,Minor,87,51,69,36,0,9,8
+Too Late,SZA,1,2022,12,8,714,0,49262961,0,9,2,0,0,128,B,Major,45,35,68,78,0,39,8
+Party,"Bad Bunny, Rauw Alejandro",2,2022,5,6,3185,4,614555082,38,64,37,3,36,97,A,Major,83,47,80,2,0,24,9
+Run Rudolph Run - Single Version,Chuck Berry,1,1958,1,1,8612,0,245350949,120,30,52,0,1,152,G,Minor,69,94,71,79,0,7,8
+Jingle Bells - Remastered 1999,Frank Sinatra,1,1957,1,1,4326,0,178660459,32,3,65,0,0,175,G#,Major,51,94,34,73,0,10,5
+Far,SZA,1,2022,12,9,680,0,51641685,2,15,1,0,0,116,D,Major,61,48,55,67,0,16,8
+On Time (with John Legend),"John Legend, Metro Boomin",2,2022,12,2,398,0,78139948,2,2,6,0,2,80,F,Minor,33,51,59,76,0,44,6
+GATпїЅпїЅ,"Maldy, Karol G",2,2022,8,25,3328,13,322336177,39,50,57,3,1,93,B,Minor,63,34,86,26,0,21,39
+эээabcdefu,Gayle,1,2021,8,13,7215,0,1007612429,170,12,575,18,,122,E,Major,70,42,54,30,0,37,5
+Sacrifice,The Weeknd,1,2022,1,7,4440,0,326792833,81,77,133,0,,122,G,Major,70,91,79,3,0,7,10
+Is There Someone Else?,The Weeknd,1,2022,1,7,2881,6,391251368,13,89,34,0,3,135,A,Minor,70,60,58,4,0,16,3
+Fingers Crossed,"Lauren Spencer Smith, Lauren Spencer Smith, Lauren Spencer Smith",3,2022,1,5,2235,0,349585590,65,7,70,16,6,109,F,Major,60,45,47,62,0,31,5
+Out of Time,The Weeknd,1,2022,1,7,3711,0,339659802,49,88,62,0,,93,,Minor,65,82,74,27,0,32,5
+Do It To It,"Cherish, ACRAZE",2,2021,8,20,12403,0,674772936,183,63,465,0,11,125,B,Minor,85,64,81,2,5,7,9
+We Don't Talk About Bruno,"Adassa, Mauro Castillo, Stephanie Beatriz, Encanto - Cast, Rhenzy Feliz, Diane Guerrero, Carolina Gaitan",7,2021,11,19,2785,0,432719968,95,89,44,0,,206,,Minor,58,83,45,36,0,11,8
+Pepas,Farruko,1,2021,6,24,14114,17,1309887447,252,109,965,20,,130,G,Major,76,44,77,1,0,13,3
+How Do I Make You Love Me?,The Weeknd,1,2022,1,7,1915,0,119238316,7,47,15,0,0,121,G,Minor,80,62,51,2,0,9,8
+Gasoline,The Weeknd,1,2022,1,7,2297,0,116903579,11,29,14,0,0,123,F#,Minor,74,35,73,0,0,21,5
+Infinity,Jaymes Young,1,2017,6,23,4375,0,888046992,24,0,396,0,0,122,B,Minor,67,50,67,15,0,30,4
+Less Than Zero,The Weeknd,1,2022,1,7,2800,0,200660871,18,77,61,0,1,143,,Major,53,50,79,0,0,8,3
+Take My Breath,The Weeknd,1,2021,8,6,2597,0,130655803,17,80,38,0,0,121,A#,Minor,70,35,77,1,0,26,4
+good 4 u,Olivia Rodrigo,1,2021,5,14,15563,6,1887039593,259,55,461,1,,166,F#,Minor,56,68,66,28,0,11,18
+"Here We GoпїЅпїЅпїЅ Again (feat. Tyler, the Cr","The Weeknd, Tyler, The Creator",3,2022,1,7,1420,0,88103848,7,18,7,0,0,135,C#,Major,41,27,64,36,0,60,3
+Best Friends,The Weeknd,1,2022,1,7,1292,0,101114984,3,18,14,0,0,87,E,Minor,49,49,59,44,0,35,21
+Kiss Me More (feat. SZA),"SZA, Doja Cat",2,2021,4,9,15867,0,1575467011,382,65,497,0,12,111,G#,Major,77,74,66,30,0,13,3
+I Heard You're Married (feat. Lil Wayne),"The Weeknd, Lil Wayne",2,2022,1,7,1178,0,91656026,9,10,9,0,0,110,D,Major,75,85,84,10,0,31,19
+Need To Know,Doja Cat,1,2021,6,11,6672,0,1042568408,125,36,150,0,,130,C#,Major,66,19,61,30,0,9,7
+MONTERO (Call Me By Your Name),Lil Nas X,1,2020,9,18,12329,0,1735441776,275,19,738,0,,179,G#,Minor,61,76,51,30,0,38,15
+love nwantiti (ah ah ah),Ckay,1,2019,7,26,5669,2,726837877,74,0,262,14,,93,F,Minor,74,53,73,61,0,13,4
+Dawn FM,The Weeknd,1,2022,1,7,811,0,53933526,1,8,6,0,0,78,A,Minor,27,10,49,62,0,49,5
+Surface Pressure,Jessica Darrow,1,2021,11,19,1756,0,267758538,38,48,20,0,0,180,D,Major,65,37,58,2,0,4,31
+Starry Eyes,The Weeknd,1,2022,1,7,1014,0,74601456,1,17,11,0,0,86,A,Minor,28,13,41,50,0,19,3
+THATS WHAT I WANT,Lil Nas X,1,2021,9,17,7963,0,920797189,173,7,298,0,4,88,C#,Minor,74,55,85,1,0,5,22
+One Right Now (with The Weeknd),"The Weeknd, Post Malone",2,2021,11,5,4771,0,539595276,68,18,75,0,1,97,C#,Major,68,72,78,4,0,7,5
+Beggin,MпїЅпїЅne,1,2017,12,8,8559,0,1367810478,183,64,964,9,75,134,B,Minor,71,59,80,13,0,36,5
+Mon Amour - Remix,"Aitana, zzoilo",2,2020,9,21,3221,2,578207856,67,13,139,0,40,116,D,Major,75,36,76,12,0,10,10
+Lo Siento BB:/ (with Bad Bunny & Julieta Venegas),"Julieta Venegas, Bad Bunny, Tainy",3,2021,10,5,3423,26,775542072,61,65,53,6,0,170,E,Minor,64,14,70,9,0,9,8
+MONEY,Lisa,1,2021,9,10,2566,13,863625566,44,109,131,0,,140,C#,Minor,83,40,55,16,0,14,23
+The Motto,"TiпїЅпїЅsto, Ava",2,2021,11,4,9151,6,656013912,240,107,268,0,5,118,G,Minor,75,46,76,3,0,9,4
+Happier Than Ever,Billie Eilish,1,2021,7,30,8476,0,1056760045,138,133,283,0,,65,,Major,31,31,24,76,0,14,4
+Moth To A Flame (with The Weeknd),"The Weeknd, Swedish House Mafia",2,2021,10,22,7495,17,611994237,114,172,284,2,,120,,Minor,56,16,67,0,0,11,4
+traitor,"Juan Cruz Toledo, Huilen Toledo",2,2021,5,21,5257,6,1230855859,85,43,134,0,,176,D#,Major,29,12,33,68,0,12,5
+Toxic,BoyWithUke,1,2021,9,10,1795,0,582981380,34,23,118,0,,180,G#,Minor,59,69,61,84,0,46,36
+drivers license,Olivia Rodrigo,1,2021,1,8,12685,3,1858144199,185,61,485,0,,144,A#,Major,59,21,43,76,0,10,7
+MalvadпїЅпї,"XamпїЅпїЅ, Gustah, Neo B",3,2021,11,30,648,1,240684449,14,3,81,0,0,133,F#,Minor,82,52,61,38,0,14,27
+All Too Well (10 Minute Version) (Taylor's Version) (From The Vault),Taylor Swift,1,2021,11,12,4635,5,583687007,50,49,30,1,2,93,,Major,63,21,52,28,0,9,3
+DonпїЅпїЅпїЅt Break My,The Weeknd,1,2022,1,7,1184,0,63803529,1,5,6,0,0,122,A#,Major,77,25,62,34,0,23,3
+Oh My God,Adele,1,2021,11,19,4431,0,466214729,105,7,199,0,0,88,C#,Major,53,55,73,9,0,3,5
+Entre Nosotros (Remix) [con Nicki Nicole],"Lit Killah, Maria Becerra, Tiago pzk, NICKI NICOLE",4,2022,1,5,759,3,236940480,32,0,12,0,0,170,F,Minor,70,61,44,40,0,37,4
+A Tale By Quincy,The Weeknd,1,2022,1,7,733,0,41924466,0,2,2,0,0,94,F,Minor,46,55,50,71,0,10,11
+I AM WOMAN,Emmy Meli,1,2021,11,18,2795,0,225259194,45,0,107,0,0,170,A#,Major,65,46,47,12,0,13,16
+Medallo,"Justin Quiles, Lenny TavпїЅпїЅrez, BL",3,2021,10,27,2780,2,393230256,54,21,57,1,0,90,E,Minor,79,79,70,57,0,66,8
+It'll Be Okay,Shawn Mendes,1,2021,12,1,1950,0,287201015,56,8,104,0,10,78,G,Major,40,7,29,62,0,9,3
+Softcore,The Neighbourhood,1,2018,3,9,3947,12,599770206,33,102,93,0,30,94,D,Major,57,36,58,5,0,15,3
+Super Gremlin,Kodak Black,1,2021,10,30,2551,0,342779426,52,15,35,0,1,73,D,Major,83,11,41,0,0,36,14
+Volvпї,"Aventura, Bad Bunny",2,2021,8,3,5375,10,673801126,138,24,133,0,1,176,C#,Major,73,79,86,42,0,7,18
+Todo De Ti,Rauw Alejandro,1,2020,11,2,11975,8,1168642797,188,75,268,6,16,128,D#,Minor,81,57,63,40,1,10,4
+Love Nwantiti - Remix,"Ckay, AX'EL, Dj Yo!",3,2019,8,30,2696,0,540539717,42,2,57,0,,120,G#,Major,58,44,60,44,9,5,6
+Smokin Out The Window,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,11,5,4963,0,383550148,63,40,76,0,0,82,D,Major,63,85,62,6,0,35,4
+Meet Me At Our Spot,"THE ANXIETY, Willow, Tyler Cole",3,2020,3,13,6734,0,530511203,47,14,90,0,1,95,D,Major,77,40,47,2,0,9,3
+Every Angel is Terrifying,The Weeknd,1,2022,1,7,715,0,37307967,0,1,2,0,0,118,,Major,44,52,94,11,0,4,29
+Tacones Rojos,Sebastian Yatra,1,2021,10,22,3047,9,510876816,77,31,85,5,28,123,B,Minor,75,93,86,8,0,14,3
+Peaches (feat. Daniel Caesar & Giveon),"Justin Bieber, Daniel Caesar, Giveon",3,2021,3,19,14140,0,1445941661,231,52,612,6,,90,,Major,63,49,68,38,0,42,18
+Dakiti,"Bad Bunny, Jhay Cortez",2,2020,10,30,11215,21,1763363713,189,166,525,9,25,110,E,Minor,73,14,57,40,0,11,5
+"Tiago PZK: Bzrp Music Sessions, Vol. 48","Bizarrap, Tiago pzk",2,2021,12,29,1678,12,374191487,20,4,15,1,3,96,C#,Minor,66,76,82,47,0,10,32
+LпїЅпїЅпї,Stromae,1,2022,1,9,2035,0,108809090,41,122,394,0,2,88,D,Minor,56,58,55,35,0,23,11
+NostпїЅпїЅl,"Chris Brown, Rvssian, Rauw Alejandro",3,2021,9,8,2780,2,436695353,86,76,59,0,16,98,A,Minor,73,60,85,17,0,24,5
+Better Days (NEIKED x Mae Muller x Polo G),"NEIKED, Mae Muller, Polo G",3,2021,9,24,4091,0,421040617,105,2,73,13,1,110,,Minor,72,67,68,0,0,14,4
+Life Goes On,Oliver Tree,1,2020,7,17,2868,0,501541661,43,15,116,0,,80,,Major,70,57,49,19,0,12,8
+Sad Girlz Luv Money Remix (feat. Kali Uchis),"Kali Uchis, Amaarae, Moliy",3,2021,9,16,3643,0,354065229,69,3,70,0,3,110,C#,Minor,86,31,53,43,0,11,6
+Butter,BTS,1,2021,5,21,4779,6,1143647827,180,135,223,0,5,110,G#,Major,79,70,36,0,0,6,11
+pushin P (feat. Young Thug),"Young Thug, Future, Gunna",3,2022,1,7,3517,0,311395144,54,28,43,0,0,78,C#,Minor,77,49,42,1,1,13,19
+You Right,"Doja Cat, The Weeknd",2,2021,6,24,5073,0,672656250,83,9,100,0,4,129,G#,Major,83,44,62,2,0,8,6
+deja vu,Olivia Rodrigo,1,2021,4,1,7545,4,1256880657,117,39,141,0,46,181,A,Major,44,22,60,61,0,42,9
+Dynamite,BTS,1,2020,8,21,8528,5,1692897992,239,163,583,0,,114,F#,Minor,75,74,77,1,0,9,10
+TO THE MOON,Jnr Choi,1,2021,11,5,2979,0,245095641,44,0,159,0,0,144,D,Major,74,39,65,5,1,11,35
+Lost in the Fire,"The Weeknd, Gesaffelstein",2,2019,1,11,7731,2,686734357,110,145,447,0,46,101,D,Major,66,18,68,9,0,12,4
+Salimo de Noche,"Trueno, Tiago pzk",2,2021,10,21,1057,0,261414174,17,5,21,0,0,84,D,Major,67,78,63,29,0,12,5
+Volando - Remix,"Sech, Bad Bunny, Mora",3,2021,7,8,3272,19,610045621,101,34,70,1,2,154,F#,Major,66,63,69,21,0,11,7
+Leave The Door Open,"Bruno Mars, Anderson .Paak, Silk Sonic",3,2021,3,5,14417,0,1115880852,237,123,569,0,10,148,F,Major,59,72,62,18,0,9,3
+Knife Talk (with 21 Savage ft. Project Pat),"Drake, Project Pat, 21 Savage",3,2021,9,3,5199,0,594482982,45,43,45,0,3,146,F,Minor,85,22,37,13,0,7,30
+Don't Be Shy,"TiпїЅпїЅsto, Kar",2,2021,8,1,6026,0,566954746,171,51,187,1,21,120,B,Minor,77,51,79,20,0,26,6
+Love Grows (Where My Rosemary Goes),Edison Lighthouse,1,1970,1,1,2877,0,12,16,0,54,0,0,110,A,Major,53,75,69,7,0,17,3
+LA FAMA (with The Weeknd),"The Weeknd, ROSALпїЅ",2,2021,11,11,4640,3,374706940,81,93,507,6,4,136,,Minor,77,82,30,95,0,13,5
+The Family Madrigal,"Olga Merediz, Stephanie Beatriz, Encanto - Cast",3,2021,11,19,1150,0,184937148,20,38,12,0,0,141,C#,Major,59,56,63,12,0,6,36
+Phantom Regret by Jim,The Weeknd,1,2022,1,7,768,0,31959571,1,1,3,0,0,108,A,Minor,46,23,48,75,30,14,4
+Dos Oruguitas,Sebastian Yatra,1,2021,11,19,925,0,167076418,24,47,74,0,0,94,,Major,42,47,36,76,0,9,5
+Freaks,Surf Curse,1,2015,5,10,3006,3,824420218,23,21,121,0,13,180,A,Major,35,41,94,0,63,5,5
+Acapulco,Jason Derulo,1,2021,9,1,3098,0,363467642,111,5,182,1,0,122,A#,Major,77,51,79,5,0,16,5
+Daddy Issues,The Neighbourhood,1,2015,10,30,9771,4,1127468248,42,70,384,0,3,85,A#,Major,59,33,52,7,15,12,3
+thought i was playing,"21 Savage, Gunna",2,2022,1,7,807,0,60680939,3,0,5,0,0,148,C#,Major,68,29,73,0,0,7,7
+ELEVEN,IVE,1,2021,12,1,521,1,247737946,17,89,11,0,0,120,A,Major,83,59,73,6,0,5,11
+Mood (feat. Iann Dior),"24kgoldn, Iann Dior",2,2020,7,24,12854,0,1699402402,237,27,636,0,,91,G,Minor,70,76,72,22,0,27,4
+What Else Can I Do?,"Stephanie Beatriz, Diane Guerrero",2,2021,11,19,802,0,154797871,13,27,8,0,0,120,E,Major,72,54,71,26,0,10,4
+DANCE CRIP,Trueno,1,2021,11,17,731,0,198883004,14,14,24,0,4,106,,Major,86,86,79,11,0,8,9
+Miserable Man,David Kushner,1,2022,1,7,788,0,124407432,13,0,32,1,0,110,A#,Major,63,31,35,93,0,29,3
+happier,Olivia Rodrigo,1,2021,5,21,3069,4,850608354,25,46,105,0,45,169,F#,Major,39,36,45,81,0,8,13
+Praise God,Kanye West,1,2021,8,29,4651,0,376333030,24,6,105,0,0,118,C#,Major,80,21,55,1,0,26,17
+Get Into It (Yuh),Doja Cat,1,2021,6,25,4999,0,516784627,43,19,73,12,0,92,G#,Minor,91,79,66,32,0,9,16
+Before You Go,Lewis Capaldi,1,2019,11,1,8327,24,1608045237,205,130,625,0,25,112,D#,Major,45,19,60,63,0,9,6
+Sky,Playboi Carti,1,2020,12,25,3297,3,506778838,25,3,52,0,1,140,D,Major,79,56,91,26,0,13,21
+Rolling in the Deep,Adele,1,2010,11,29,35684,6,1472799873,195,125,"6,280",2,78,105,G#,Major,73,52,76,13,0,5,3
+Sobrio,Maluma,1,2021,7,8,3506,10,513643924,103,76,100,1,1,178,F,Major,76,63,77,14,0,15,22
+Peru,"Ed Sheeran, Fireboy DML",2,2021,12,23,2999,0,261286503,60,17,154,0,22,108,G,Minor,96,71,42,57,0,8,9
+favorite crime,Olivia Rodrigo,1,2021,5,21,3681,0,783706581,20,21,99,0,7,173,A,Major,40,19,29,86,0,34,4
+Thunder,"Prezioso, Gabry Ponte, LUM!X",3,2021,5,7,4846,10,422691058,54,16,259,0,13,101,C#,Major,67,40,90,3,0,34,6
+The Business,TiпїЅпї,1,2020,1,1,14311,0,1062345656,255,32,582,0,14,120,G#,Minor,80,24,62,41,2,11,23
+positions,Ariana Grande,1,2020,10,23,8207,0,1252563873,175,55,95,0,2,144,,Major,73,66,80,44,0,9,12
+I WANNA BE YOUR SLAVE,MпїЅпїЅne,1,2021,3,19,4873,0,851070493,65,88,434,3,13,133,C#,Major,75,96,61,0,0,18,4
+Vai LпїЅпїЅ Em Casa ,"MarпїЅпїЅlia MendonпїЅпїЅa, George Henrique &",2,2021,10,22,772,0,263894529,7,3,89,0,0,158,G#,Minor,46,62,83,53,0,97,28
+The Feels,TWICE,1,2021,10,1,1150,0,345903614,20,99,44,0,2,120,A,Major,81,92,90,9,0,8,7
+HEARTBREAK ANNIVERSARY,Giveon,1,2020,2,21,5398,4,951637566,111,127,210,0,37,129,,Major,61,59,46,56,0,13,5
+No Lie,"Sean Paul, Dua Lipa",2,2016,11,18,7370,0,956865266,92,127,"1,219",0,62,102,G,Major,74,45,89,5,0,26,13
+OUT OUT (feat. Charli XCX & Saweetie),"Charli XCX, Jax Jones, Joel Corry, Saweetie",4,2021,8,13,6890,0,427486004,122,11,201,0,1,124,G#,Minor,79,79,84,2,0,5,5
+Pope Is a Rockstar,SALES,1,2016,4,20,1966,0,156658366,4,2,50,0,0,90,E,Minor,73,31,45,85,24,11,3
+2055,Sleepy hallow,1,2021,4,14,2226,0,624515457,29,0,44,0,0,161,F#,Minor,78,65,52,46,0,12,31
+Bored,Billie Eilish,1,2017,3,30,4204,0,777765388,39,45,250,0,0,120,G,Major,60,11,33,90,0,8,5
+Happier Than Ever - Edit,Billie Eilish,1,2021,7,28,1959,0,412795151,19,0,38,0,0,81,,Major,45,12,57,7,0,23,3
+Astronaut In The Ocean,Masked Wolf,1,2019,1,1,7191,0,1138474110,146,18,478,0,7,150,E,Minor,78,47,70,18,0,15,9
+Ley Seca,"Anuel Aa, Jhay Cortez",2,2021,9,2,2012,0,355219175,101,12,38,0,0,105,G#,Major,76,58,84,10,0,13,10
+Every Summertime,NIKI,1,2021,8,10,1211,2,290228626,30,2,5,0,6,79,F#,Major,63,76,67,38,0,6,4
+Talking To The Moon,Bruno Mars,1,2010,10,4,7109,2,1062956628,5,0,862,0,0,146,C#,Minor,52,7,61,51,0,11,3
+you broke me first,Tate McRae,1,2020,4,17,6638,0,1180094974,167,19,318,0,1,124,E,Major,64,8,37,79,0,9,5
+The Nights,Avicii,1,2014,1,1,17354,8,1456081449,92,122,"1,282",0,55,126,F#,Major,53,66,85,2,0,24,4
+Take My Breath,The Weeknd,1,2021,8,6,6392,0,432702334,174,73,344,0,0,121,G#,Major,75,53,74,2,0,11,5
+Way 2 Sexy (with Future & Young Thug),"Drake, Future, Young Thug",3,2021,9,3,5481,0,489945871,144,30,86,0,0,136,B,Minor,80,33,60,0,0,32,14
+CпїЅпїЅ,Rauw Alejandro,1,2021,6,25,2636,3,465959382,36,82,39,0,5,102,A,Minor,77,26,63,58,0,11,5
+Enemy - from the series Arcane League of Legends,"Imagine Dragons, League of Legends, Arcane",3,2021,10,27,824,0,1223481149,8,8,8,2,0,77,G,Major,73,54,74,23,0,41,23
+Dance Monkey,Tones and I,1,2019,5,10,24529,0,2864791672,533,167,"3,595",6,,98,F#,Minor,82,54,59,69,0,18,10
+Lucid Dreams,Juice WRLD,1,2017,6,15,14749,0,2288695111,188,34,710,0,5,84,B,Minor,44,22,48,38,0,33,24
+QuпїЅпїЅ MпїЅпї,"J Balvin, Maria Becerra",2,2021,1,28,8087,0,720825549,92,34,131,0,0,102,G#,Major,89,77,82,3,0,17,11
+All of Me,John Legend,1,2013,8,1,27221,0,2086124197,308,118,"4,534",2,77,120,G#,Major,42,33,26,92,0,13,3
+Smells Like Teen Spirit - Remastered 2021,Nirvana,1,1991,9,10,49991,9,1690192927,265,121,"12,367",4,160,117,C#,Major,52,73,91,0,0,11,7
+Arcade,Duncan Laurence,1,2019,3,7,6646,0,991336132,107,47,584,1,,72,A,Minor,45,27,33,82,0,14,4
+Fair Trade (with Travis Scott),"Drake, Travis Scott",2,2021,9,3,5403,6,593917618,118,116,96,0,3,168,C#,Major,67,29,47,5,0,22,26
+Bar,"Tini, L-Gante",2,2021,11,11,755,4,200972675,22,3,0,0,0,94,C#,Major,52,68,69,13,0,33,8
+The Rumbling (TV Size),SiM,1,2022,1,10,254,0,71014967,0,4,23,0,0,145,G#,Major,41,65,88,0,0,26,5
+family ties (with Kendrick Lamar),"Kendrick Lamar, Baby Keem",2,2021,8,27,6308,5,560222750,114,15,63,0,2,134,C#,Major,71,14,61,1,0,23,33
+Mr. Brightside,The Killers,1,2003,9,23,51979,15,1806617704,306,99,"5,063",2,120,148,C#,Major,35,24,93,0,0,10,8
+Blessed-Cursed,ENHYPEN,1,2022,1,10,246,0,77337771,2,12,10,0,0,127,E,Minor,60,40,89,9,0,60,6
+AM Remix,"J Balvin, Nio Garcia, Bad Bunny",3,2021,6,24,6556,0,528544703,93,5,67,1,0,172,F#,Minor,74,79,66,11,0,8,16
+Streets,Doja Cat,1,2019,11,7,5728,0,865640097,85,87,179,0,12,90,B,Major,75,19,46,21,4,34,8
+Shallow,"Lady Gaga, Bradley Cooper",2,2018,9,27,16636,12,2159346687,368,155,"2,854",6,121,96,G,Major,57,30,40,38,0,26,3
+Polaroid Love,ENHYPEN,1,2022,1,10,461,0,211372494,10,56,17,0,0,138,G,Minor,74,65,67,46,0,36,4
+Leave Before You Love Me (with Jonas Brothers),"Marshmello, Jonas Brothers",2,2021,4,28,4893,4,651732901,143,24,110,0,70,120,G,Major,72,67,72,0,0,13,4
+Permission to Dance,BTS,1,2021,7,9,1801,2,608334048,77,134,74,0,2,125,A,Major,70,65,74,1,0,34,4
+Friday (feat. Mufasa & Hypeman) - Dopamine Re-Edit,"Riton, Nightcrawlers, Mufasa & Hypeman, Dopamine",4,2021,1,15,12043,0,863756573,209,54,710,0,18,123,D,Major,82,80,86,1,0,30,13
+RAPSTAR,Polo G,1,2021,4,9,4731,0,797402345,141,12,78,0,0,81,F#,Major,79,44,54,41,0,13,24
+'Till I Collapse,"Eminem, Nate Dogg",2,2002,5,26,22923,0,1695712020,78,46,"2,515",1,0,171,C#,Major,55,10,85,7,0,8,20
+Memories,Maroon 5,1,2019,9,20,9974,2,1759567999,272,67,"1,066",1,19,91,B,Major,77,60,32,84,0,8,5
+Se Le Ve,"Arcangel, De La Ghetto, Justin Quiles, Lenny TavпїЅпїЅrez, Sech, Dalex, Dimelo Flow, Rich Music",8,2021,8,12,1560,0,223319934,72,0,0,0,0,84,G,Minor,56,61,76,10,0,14,11
+25k jacket (feat. Lil Baby),"Gunna, Lil Baby",2,2022,1,7,620,0,54937991,17,3,3,0,0,115,F,Minor,90,74,54,16,0,13,28
+When IпїЅпїЅпїЅm Gone (with Katy ,"Katy Perry, Alesso",2,2021,12,29,3270,0,226897599,89,21,65,0,0,125,,Major,69,70,89,4,0,49,3
+EsqueпїЅпїЅa-Me Se For C,"MarпїЅпїЅlia MendonпїЅпїЅa, Maiara &",2,2021,10,14,580,0,258316038,24,92,93,0,0,122,F#,Minor,80,62,69,28,0,13,7
+MiпїЅпїЅn,"Tini, Maria Becerra",2,2021,4,29,3406,16,596152090,61,23,70,1,0,92,D,Major,85,92,54,16,0,29,7
+SпїЅпїЅ,"Anuel Aa, Myke Towers, Jhay Cortez",3,2021,11,18,903,0,177129919,30,26,15,0,0,90,F#,Minor,63,75,75,17,0,11,8
+MAMIII,"Karol G, Becky G",2,2022,2,10,6809,28,716591492,151,102,175,5,29,94,E,Minor,84,90,70,9,0,14,8
+Still D.R.E.,"Dr. Dre, Snoop Dogg",2,1999,1,1,33966,0,1210599487,141,78,"6,591",1,0,93,B,Major,81,53,78,18,0,6,24
+Stay Alive (Prod. SUGA of BTS),Jung Kook,1,2022,2,11,590,5,246376690,4,113,20,0,1,130,D,Minor,51,50,76,30,0,10,7
+Boyfriend,Dove Cameron,1,2022,2,11,3766,0,496311364,76,0,102,0,2,180,G,Minor,35,23,61,23,0,19,6
+The Joker And The Queen (feat. Taylor Swift),"Ed Sheeran, Taylor Swift",2,2022,2,11,1430,0,146789379,46,1,34,0,0,134,,Major,53,31,31,92,0,28,3
+The Next Episode,"Dr. Dre, Snoop Dogg",2,1999,1,1,31762,0,843309044,142,40,"5,451",1,953,95,D#,Minor,92,31,89,3,0,8,25
+Light Switch,Charlie Puth,1,2022,1,19,4049,0,500340342,119,6,85,1,1,184,F#,Major,69,91,63,11,0,9,31
+City of Gods,"Kanye West, Alicia Keys, Fivio Foreign",3,2022,2,11,2096,0,107255472,34,3,30,0,0,147,G#,Minor,47,50,80,10,0,32,38
+Brividi,"Mahmood, Blanco",2,2022,2,2,1175,0,135079152,34,1,31,0,0,123,G,Major,52,44,60,40,0,26,3
+Lost,Frank Ocean,1,2012,1,1,29499,11,822239726,124,27,587,0,4,123,A#,Minor,91,49,61,3,0,17,22
+In Da Club,50 Cent,1,2002,1,1,30427,7,1202722675,235,106,"5,221",1,35,90,F#,Minor,90,79,71,26,0,7,37
+she's all i wanna be,Tate McRae,1,2022,2,4,2711,0,343197054,105,12,51,0,12,160,D,Minor,61,65,64,1,0,12,4
+Ginseng Strip 2002,Yung Lean,1,2013,8,16,4310,0,240769997,13,0,113,1,3,115,C#,Major,60,37,71,8,0,48,4
+All For Us - from the HBO Original Series Euphoria,"Labrinth, Zendaya",2,2019,8,4,5342,0,426204830,33,123,7,0,4,141,D#,Major,37,17,67,2,0,34,9
+Notion,The Rare Occasions,1,2016,8,5,2393,0,421135627,22,13,65,0,6,160,A,Major,31,30,88,7,0,8,8
+Formula,Labrinth,1,2019,10,4,3444,7,554875730,24,85,102,0,1,145,B,Major,57,23,66,4,6,15,4
+Mount Everest,Labrinth,1,2019,6,21,5443,0,467727006,45,1,80,0,12,89,,Minor,46,43,43,23,8,8,22
+Excuses,"Intense, AP Dhillon, Gurinder Gill",3,2020,7,24,272,4,327498031,7,21,2,0,0,95,F,Minor,84,49,72,8,0,15,8
+Cigarettes,Juice WRLD,1,2021,12,10,975,0,185408548,11,0,10,0,0,160,D,Major,60,47,62,3,0,38,4
+"CayпїЅпїЅ La Noche (feat. Cruz CafunпїЅпїЅ, Abhir Hathi, Bejo, EL IMA)","Quevedo, La Pantera, Juseph, Cruz CafunпїЅпїЅ, BпїЅпїЅjo, Abhir Hathi",7,2022,1,14,1034,1,245400167,19,5,12,0,0,174,F,Minor,67,74,75,44,0,7,30
+California Love - Original Version (Explicit),"Dr. Dre, 2Pac, Roger",3,1995,12,28,18773,0,579395142,128,17,"1,663",0,0,92,G,Major,77,76,84,3,0,38,4
+Forgot About Dre,"Eminem, Dr. Dre",2,1999,1,1,19067,0,675039469,78,15,"1,674",0,3,134,G#,Major,93,61,74,9,0,17,8
+Down Under (feat. Colin Hay),"Luude, Colin Hay",2,2021,11,19,3541,2,252871192,57,13,50,1,7,172,B,Minor,31,4,86,1,0,28,17
+Mujeriego,Ryan Castro,1,2021,12,17,1492,0,231996128,44,63,91,0,24,80,A,Major,76,92,62,6,0,8,13
+HUMBLE.,Kendrick Lamar,1,2017,3,30,33206,1,1929770265,284,114,"1,481",0,5,150,C#,Minor,91,42,60,0,0,9,12
+Stan,"Eminem, Dido",2,1999,11,21,17115,0,918915401,83,63,"4,180",0,0,80,F#,Minor,78,53,74,4,0,45,21
+Contection,"GODZZ__-, Zakaria",2,2020,1,16,6955,0,1180896317,65,45,398,0,1,166,A#,Minor,81,83,75,14,0,29,34
+Swim,Chase Atlantic,1,2017,10,4,2742,0,498960285,5,1,62,0,0,120,G#,Major,67,8,54,27,0,8,4
+A Tu Merced,Bad Bunny,1,2020,2,29,4214,11,685071800,21,20,40,0,0,92,,Major,86,89,79,17,0,11,6
+Numb Little Bug,Em Beihold,1,2022,1,28,2026,0,258714692,47,3,42,12,6,85,G#,Minor,74,61,52,30,0,26,9
+212,"Mainstreet, Chefin",2,2022,1,15,352,0,143139338,10,0,39,0,0,154,D,Minor,79,86,52,66,0,9,7
+ProblemпїЅ,"Alvaro Diaz, Rauw Alejandro",2,2021,10,22,1517,0,209768491,42,7,15,0,4,92,D,Minor,73,37,74,28,0,14,6
+Bussin,"Nicki Minaj, Lil Baby",2,2022,2,11,847,0,64714573,25,0,14,0,0,140,B,Major,89,75,70,6,0,13,5
+Worst Day,Future,1,2022,2,11,910,0,50746620,20,3,24,0,0,89,C#,Major,65,60,60,11,0,10,40
+Malvada,ZпїЅпїЅ Fe,1,2022,1,28,601,0,154119539,28,73,64,0,0,135,F,Minor,89,89,86,16,0,8,5
+Hrs and Hrs,Muni Long,1,2021,11,19,1800,0,181328253,43,36,46,13,4,140,G#,Minor,51,66,53,60,0,11,18
+Alien Blues,Vundabar,1,2015,7,24,1930,0,370068639,3,0,28,0,1,82,D#,Major,47,44,76,8,91,9,3
+Thinking Out Loud,Ed Sheeran,1,2014,1,1,33032,0,2280566092,363,129,"3,895",0,28,79,D,Major,78,58,45,47,0,18,3
+Still Don't Know My Name,Labrinth,1,2019,10,4,6332,0,563902868,47,116,266,0,0,88,F,Major,31,31,63,47,27,21,12
+Christmas Tree,V,1,2021,12,24,509,9,317622165,8,106,6,0,8,139,F,Major,44,18,38,70,0,12,4
+Mal Feito - Ao Vivo,"MarпїЅпїЅlia MendonпїЅпїЅa, Hugo & G",2,2022,1,14,971,2,291709698,35,104,93,1,0,124,,Minor,73,68,83,55,0,90,7
+When I R.I.P.,Labrinth,1,2019,10,4,2578,0,203680270,8,67,66,0,0,80,G#,Minor,39,45,55,73,0,9,21
+Do We Have A Problem?,"Nicki Minaj, Lil Baby",2,2022,2,4,1064,0,81350745,42,1,26,0,0,120,C#,Minor,84,54,51,47,0,12,40
+Forever,Labrinth,1,2019,10,4,3618,0,282883169,21,86,138,0,2,80,E,Minor,56,19,46,92,72,11,3
+Gospel (with Eminem),"Eminem, Dr. Dre",2,2022,2,4,1040,0,64787943,8,0,29,0,0,117,C#,Major,92,62,86,11,0,24,24
+SeпїЅпїЅo,"Shawn Mendes, Camila Cabello",2,2019,6,19,15010,2,2484812918,453,50,"1,785",1,8,117,A,Minor,76,77,52,4,0,8,3
+NEW MAGIC WAND,"Tyler, The Creator",2,2019,5,16,4708,0,461437791,13,7,55,0,1,140,F,Minor,62,46,73,10,0,67,11
+Adore You,Harry Styles,1,2019,12,6,13454,1,1439191367,246,71,519,2,5,99,G#,Major,68,57,77,2,0,10,5
+La Santa,"Daddy Yankee, Bad Bunny",2,2020,2,29,4890,20,759208783,52,42,100,0,0,93,C#,Major,74,59,87,3,0,8,5
+Something In The Way - Remastered 2021,Nirvana,1,1991,9,24,9514,0,368646862,45,27,"1,197",0,43,106,G#,Major,44,8,20,74,42,11,3
+Sweetest Pie,"Dua Lipa, Megan Thee Stallion",2,2022,3,11,3501,0,299634472,69,2,51,11,0,124,G,Major,81,68,63,17,0,10,22
+Bam Bam (feat. Ed Sheeran),"Camila Cabello, Ed Sheeran",2,2022,3,4,6111,4,756907987,185,40,492,9,35,95,G#,Major,76,96,70,18,0,33,4
+Una Noche en MedellпїЅ,Cris Mj,1,2022,1,21,5415,32,682475162,46,16,53,1,2,96,A#,Minor,87,82,53,10,0,5,8
+Envolver,Anitta,1,2021,11,11,4673,2,546191065,123,113,180,1,4,92,E,Minor,81,40,73,15,0,9,8
+Starlight,Dave,1,2022,3,3,1856,3,229473310,29,40,31,1,1,124,G,Major,95,36,37,35,0,10,28
+Hati-Hati di Jalan,Tulus,1,2022,3,3,200,2,202677468,12,4,0,0,0,72,F#,Major,64,76,44,70,9,12,4
+"I'm Tired - From ""Euphoria"" An Original HBO Series",Labrinth,1,2022,2,4,1888,0,121913181,26,1,58,0,0,71,,Minor,28,26,20,19,0,30,3
+DANпїЅпїЅA,"Mc Pedrinho, Pedro Sampaio",2,2022,2,1,911,2,208166039,45,0,99,1,1,135,A,Minor,78,55,57,4,0,10,8
+Yo Voy (feat. Daddy Yankee),Zion & Lennox,1,2004,5,4,2954,2,527033089,18,82,0,0,5,95,A#,Major,81,56,70,4,0,5,24
+"Residente: Bzrp Music Sessions, Vol. 49","Residente, Bizarrap",2,2022,3,3,461,0,94616487,7,11,13,0,0,71,C#,Minor,59,70,74,56,0,11,40
+Jordan,Ryan Castro,1,2021,4,30,2844,2,394030335,29,2,35,1,0,180,A#,Minor,80,71,68,6,0,10,37
+Nail Tech,Jack Harlow,1,2022,2,18,2939,0,193443895,42,0,24,0,0,150,E,Minor,65,11,58,0,0,12,9
+Chale,Eden MuпїЅп,1,2022,2,18,695,11,299648208,16,41,13,1,1,189,G#,Major,55,86,44,40,0,7,4
+DARARI,Treasure,1,2022,2,15,328,0,182978249,10,21,7,0,9,85,,Major,72,55,64,49,0,7,4
+Ya No Somos Ni Seremos,Christian Nodal,1,2022,2,18,866,16,319757142,27,84,32,7,11,140,G,Major,59,73,45,44,0,34,3
+Thinking with My Dick,"Kevin Gates, Juicy J",2,2013,7,16,1550,0,109091573,0,0,14,0,0,81,,Major,77,68,70,6,0,17,20
+Freaky Deaky,"Tyga, Doja Cat",2,2022,2,25,1729,0,153240879,26,1,19,0,0,104,D,Minor,80,24,65,2,0,9,4
+this is what falling in love feels like,JVKE,1,2021,9,3,2005,0,346127840,16,5,43,0,7,129,B,Major,42,33,44,62,0,8,6
+La Zona,Bad Bunny,1,2020,2,29,1188,0,312622938,13,1,15,0,1,94,C#,Minor,76,81,80,20,0,25,4
+Bohemian Rhapsody - Remastered 2011,Queen,1,1975,10,31,40112,3,2197010679,321,162,"5,691",8,17,71,,Minor,41,23,40,27,0,30,5
+Hope,XXXTENTACION,1,2018,3,16,3659,0,1200808494,11,10,267,0,7,146,A,Minor,59,23,46,66,0,15,6
+Levitating,Dua Lipa,1,2020,3,27,9833,0,797196073,233,82,531,1,1,103,F#,Minor,69,90,88,5,0,29,8
+Wake Me Up - Radio Edit,Avicii,1,2013,1,1,50887,34,1970673297,315,160,"6,284",1,46,124,D,Major,53,66,78,0,0,16,5
+"jealousy, jealousy",Olivia Rodrigo,1,2021,5,21,3257,0,665765558,10,0,70,0,0,164,A#,Minor,70,71,58,24,0,7,13
+MonпїЅпїЅy so,YEAT,1,2021,9,10,1473,0,263779030,2,0,12,0,10,138,D,Major,69,35,57,12,0,10,9
+Demasiadas Mujeres,C. Tangana,1,2020,10,8,2226,0,339473453,36,2,11,0,14,126,A,Minor,67,37,46,13,0,10,39
+Something Just Like This,"The Chainsmokers, Coldplay",2,2017,2,22,23375,21,2204080728,336,188,"2,692",3,30,103,B,Minor,61,47,65,3,0,17,4
+Closer,"The Chainsmokers, Halsey",2,2016,5,31,28032,0,2591224264,315,159,"2,179",0,44,95,G#,Major,75,64,52,41,0,11,3
+O.O,NMIXX,1,2022,2,22,290,0,135444283,9,66,10,0,0,200,B,Minor,39,28,77,4,0,6,29
+Somebody That I Used To Know,"Gotye, Kimbra",2,2011,1,1,42798,0,1457139296,217,136,"6,508",1,,129,,Major,86,75,52,54,0,10,4
+Tom's Diner,"AnnenMayKantereit, Giant Rooks",2,2019,6,28,2605,0,236872197,15,48,50,0,3,98,F#,Minor,68,33,43,38,0,36,14
+First Class,Jack Harlow,1,2022,4,8,8737,0,694525298,163,32,137,15,12,107,G#,Major,91,32,56,3,0,11,10
+Plan A,Paulo Londra,1,2022,3,23,1105,0,240661097,32,0,19,0,0,174,,Major,58,56,83,5,0,7,4
+Fuera del mercado,Danny Ocean,1,2022,2,17,2499,21,421365166,68,24,43,1,0,92,G#,Major,45,27,67,32,0,13,14
+X пїЅпїЅLTIMA,"Daddy Yankee, Bad Bunny",2,2022,3,25,2697,1,349746291,55,3,32,0,0,90,G,Major,81,59,83,9,0,11,5
+When You're Gone,Shawn Mendes,1,2022,3,31,2092,0,255120451,75,11,44,0,14,147,F,Major,60,58,69,2,0,58,4
+In My Head,Lil Tjay,1,2022,4,1,1185,0,190981339,21,0,31,0,0,143,C#,Major,68,41,55,16,0,10,12
+Wait a Minute!,Willow,1,2015,1,11,11985,0,924193303,79,80,250,3,10,101,D#,Minor,76,63,71,3,0,10,3
+LOVE DIVE,IVE,1,2022,4,5,753,8,305771063,28,124,13,0,1,118,C#,Minor,70,54,71,0,0,33,4
+Pantysito,"Feid, Alejo, Robi",3,2022,3,18,2995,0,273005485,49,17,30,0,0,98,G,Minor,83,63,74,14,0,16,6
+Chance,Paulo Londra,1,2022,4,6,225,0,89566512,11,0,7,0,0,138,C#,Minor,72,22,46,24,0,9,6
+Cool for the Summer,Demi Lovato,1,2015,1,1,9243,0,677389855,155,5,577,0,6,114,F,Minor,59,30,62,1,0,8,4
+psychofreak (feat. WILLOW),"Camila Cabello, Willow",2,2022,4,7,918,0,75476209,24,0,52,0,0,180,G,Minor,63,45,64,34,0,9,8
+Angel Baby,Troye Sivan,1,2021,9,9,1959,9,408843328,52,25,32,0,10,145,B,Major,56,41,57,1,0,13,3
+Vampiro,"MatuпїЅпїЅ, Wiu, ",3,2022,1,30,540,4,187772591,26,3,39,0,0,115,G#,Minor,78,63,64,1,0,7,4
+Si Quieren Frontear,"De La Ghetto, Duki, Quevedo",3,2022,3,31,859,0,178512385,14,0,11,0,0,82,A#,Major,79,48,84,13,0,21,23
+Right On,Lil Baby,1,2022,4,8,1116,0,101780047,31,9,15,0,1,166,D,Major,70,22,61,2,0,10,34
+Me Arrepentпї,"Ak4:20, Cris Mj, Pailita",3,2022,3,30,273,2,118381354,12,2,4,0,0,92,,Major,86,91,79,29,0,60,16
+That's Hilarious,Charlie Puth,1,2022,4,8,686,2,146363130,11,6,12,0,15,108,F#,Major,71,55,44,74,0,11,6
+Soy El Unico,Yahritza Y Su Esencia,1,2022,3,25,226,0,126443991,5,0,4,0,1,84,E,Minor,71,63,45,45,0,11,3
+RUMBATпїЅ,Daddy Yankee,1,2022,3,25,1264,0,157990698,20,4,52,0,1,95,D#,Minor,69,90,91,6,0,35,4
+sentaDONA (Remix) s2,"LuпїЅпїЅsa Sonza, MC Frog, Dj Gabriel do Borel, Davi K",4,2022,3,17,870,0,176290831,32,0,49,0,0,135,D#,Minor,93,77,45,25,0,13,27
+Falling,Harry Styles,1,2019,12,13,7556,0,1023187129,124,24,254,0,8,110,E,Major,57,6,27,84,0,9,3
+Sigue,"Ed Sheeran, J Balvin",2,1996,11,24,1370,0,106933107,46,8,60,0,0,88,G,Major,89,59,64,5,0,19,7
+Fim de Semana no Rio,teto,1,2022,3,30,315,2,139193812,27,2,31,0,0,119,C#,Minor,87,28,50,12,0,10,10
+MANIAC,Stray Kids,1,2022,3,18,651,0,212234990,6,188,20,0,0,120,C#,Major,58,71,80,15,0,7,41
+There's Nothing Holdin' Me Back,Shawn Mendes,1,2016,9,23,12382,0,1714490998,229,57,"1,370",2,71,122,D,Major,86,97,80,36,0,9,6
+IDGAF (with blackbear),"Blackbear, BoyWithUke",2,2022,3,18,625,0,197643795,10,2,13,0,1,98,F,Major,78,83,75,41,0,27,8
+Golden,Harry Styles,1,2019,12,13,8429,1,807015863,85,24,200,0,2,140,E,Minor,45,25,84,21,0,13,6
+Get Lucky - Radio Edit,"Pharrell Williams, Nile Rodgers, Daft Punk",3,2013,1,1,52898,0,933815613,203,1,"8,215",0,0,116,F#,Minor,79,87,81,4,0,10,4
+Ain't Shit,Doja Cat,1,2021,6,25,3436,0,499710590,32,6,46,0,1,124,D#,Major,86,62,49,51,0,35,21
+"Nobody Like U - From ""Turning Red""","Jordan Fisher, Josh Levi, Finneas O'Connell, 4*TOWN (From Disney and PixarпїЅпїЅпїЅs Turning Red), Topher Ngo, Grayson Vill",6,2022,2,25,918,0,120847157,34,39,30,0,0,105,A,Minor,91,73,72,13,0,9,15
+Still Life,BIGBANG,1,2022,4,5,181,0,53909146,16,14,7,0,0,118,G#,Major,68,24,58,44,0,6,3
+Photograph,Ed Sheeran,1,2014,6,20,18778,3,2236667932,228,105,"2,453",0,84,108,E,Major,61,20,38,61,0,10,5
+Love Yourself,Justin Bieber,1,2015,11,9,22730,5,2123309722,289,87,"2,430",0,36,100,E,Major,61,53,38,84,0,28,44
+N95,Kendrick Lamar,1,2022,5,13,5542,0,301242089,52,16,65,0,206,140,D#,Minor,81,39,66,38,0,12,14
+About Damn Time,Lizzo,1,2022,4,14,9021,0,723894473,242,49,272,21,24,109,A#,Minor,84,72,74,10,0,34,7
+Die Hard,"Kendrick Lamar, Blxst, Amanda Reifer",3,2022,5,13,4627,0,237351106,38,13,32,0,0,101,C#,Minor,78,40,74,36,0,17,27
+DespuпїЅпїЅs de la P,Bad Bunny,1,2022,5,6,2229,0,461558540,27,44,24,0,5,78,F,Major,56,61,90,36,0,18,31
+Un Ratito,Bad Bunny,1,2022,5,6,1112,6,417230415,7,30,13,1,1,93,,Minor,79,22,55,31,0,12,5
+United In Grief,Kendrick Lamar,1,2022,5,13,2575,0,156898322,4,5,12,0,51,87,G#,Major,52,32,83,24,0,17,43
+Father Time (feat. Sampha),"Kendrick Lamar, Sampha",2,2022,5,13,3107,0,127309180,4,0,22,0,0,153,A#,Minor,55,50,78,19,0,11,35
+Yo No Soy Celoso,Bad Bunny,1,2022,5,6,1179,0,313113297,7,21,11,0,0,142,,Major,87,93,59,28,0,17,5
+Rich Spirit,Kendrick Lamar,1,2022,5,13,3486,0,173702135,20,10,33,0,0,96,A#,Minor,85,41,43,39,0,12,21
+Cooped Up (with Roddy Ricch),"Post Malone, Roddy Ricch",2,2022,5,12,2942,0,271666301,42,28,43,0,0,125,,Major,50,39,78,4,0,11,33
+Me Fui de Vacaciones,Bad Bunny,1,2022,5,6,1443,0,305650299,9,11,22,1,0,85,A#,Major,71,43,65,23,0,9,5
+Silent Hill,"Kendrick Lamar, Kodak Black",2,2022,5,13,3028,0,123216717,22,0,23,0,0,140,C#,Minor,92,78,57,46,0,14,9
+La Corriente,"Tony Dize, Bad Bunny",2,2022,5,6,1796,8,479655659,8,25,18,1,0,196,B,Minor,66,58,79,23,0,22,20
+Count Me Out,Kendrick Lamar,1,2022,5,13,2729,0,126191104,3,7,13,0,1,134,G,Major,78,51,43,69,0,14,9
+Andrea,"Buscabulla, Bad Bunny",2,2022,5,6,1195,0,344055883,8,30,13,1,1,103,C#,Minor,80,45,62,76,0,10,38
+Dos Mil 16,Bad Bunny,1,2022,5,6,892,3,338422004,10,24,11,0,0,130,C#,Major,82,50,67,12,0,13,5
+We Cry Together,"Kendrick Lamar, Taylour Paige",2,2022,5,13,1635,0,68895644,4,1,6,0,0,108,B,Major,65,52,69,31,0,8,36
+Savior,"Kendrick Lamar, Sam Dew, Baby Keem",3,2022,5,13,2291,0,86176890,9,0,8,0,0,123,G#,Major,61,66,71,53,0,32,46
+Un Coco,Bad Bunny,1,2022,5,6,1029,28,403231558,5,28,9,0,0,152,B,Major,84,74,69,21,0,18,6
+Otro Atardecer,"Bad Bunny, The MarпїЅп",2,2022,5,6,1681,7,319546754,10,30,13,0,33,108,D,Major,78,55,60,59,0,7,4
+Worldwide Steppers,Kendrick Lamar,1,2022,5,13,1480,0,61739839,1,0,5,0,0,72,A#,Minor,56,56,47,76,0,8,36
+Aguacero,Bad Bunny,1,2022,5,6,829,0,283359161,4,15,10,0,0,121,F#,Minor,86,67,65,42,0,35,7
+Purple Hearts,"Kendrick Lamar, Ghostface Killah, Summer Walker",3,2022,5,13,2308,0,76831876,7,0,7,0,0,138,D#,Minor,57,71,82,19,0,15,29
+Un Verano Sin Ti,Bad Bunny,1,2022,5,6,1004,1,283332261,8,12,9,0,0,188,F,Minor,50,41,50,69,0,12,6
+ULTRA SOLO,"Polima WestCoast, Pailita",2,2022,2,14,1367,0,307752576,48,4,34,1,0,110,C#,Major,80,26,85,23,0,11,21
+EnsпїЅпїЅпїЅпїЅame ,Bad Bunny,1,2022,5,6,1112,3,279737940,7,25,12,0,0,105,G#,Major,81,77,79,19,0,47,8
+El ApagпїЅ,Bad Bunny,1,2022,5,6,1209,0,212351890,9,7,14,0,1,118,G#,Major,63,60,70,5,0,9,31
+Callaita,"Bad Bunny, Tainy",2,2019,5,31,9539,15,1304313953,162,116,355,7,0,176,D,Major,61,24,62,60,0,24,31
+Dua Lipa,Jack Harlow,1,2022,5,6,1992,0,150500965,35,0,3,0,0,158,B,Major,83,41,65,0,10,11,8
+Agosto,Bad Bunny,1,2022,5,6,897,0,246127838,6,20,8,0,0,115,C#,Minor,85,72,58,9,0,49,12
+House Of Memories,Panic! At The Disco,1,2016,1,15,2948,0,582863434,10,2,150,0,0,110,B,Minor,51,48,82,0,0,5,3
+Mr. Morale,"Kendrick Lamar, Tanna Leone",2,2022,5,13,1860,0,58687425,1,0,3,0,0,174,A,Major,73,26,54,30,0,34,32
+That That (prod. & feat. SUGA of BTS),"PSY, Suga",2,2022,4,29,802,0,212109195,16,81,23,0,0,130,E,Major,91,91,96,3,0,3,9
+In The Stars,Benson Boone,1,2022,4,29,2224,8,382199619,48,40,87,1,210,78,A#,Major,36,30,54,34,0,14,5
+Rich - Interlude,Kendrick Lamar,1,2022,5,13,1103,0,41210087,0,0,0,0,0,104,G,Major,44,74,42,88,0,9,9
+SUPERMODEL,MпїЅпїЅne,1,2022,5,13,2265,0,231657891,93,12,173,11,3,121,G,Major,64,80,88,0,0,12,6
+Stefania (Kalush Orchestra),KALUSH,1,2022,3,10,555,0,53729194,10,4,4,0,0,105,D,Major,83,32,82,14,0,12,4
+Thousand Miles,The Kid Laroi,1,2022,4,22,2050,0,244741137,52,9,46,0,1,81,G,Major,38,20,66,9,0,9,8
+Crown,Kendrick Lamar,1,2022,5,13,1493,0,42485571,2,0,10,0,0,170,C#,Minor,37,14,24,80,0,11,4
+Auntie Diaries,Kendrick Lamar,1,2022,5,13,1545,0,37778188,1,0,4,0,0,78,G,Major,43,60,38,76,1,48,38
+PUFFIN ON ZOOTIEZ,Future,1,2022,4,29,2350,0,254218729,28,42,23,0,0,125,G#,Major,88,28,66,6,0,13,31
+Mirror,Kendrick Lamar,1,2022,5,13,1929,0,53603447,2,0,4,0,0,92,E,Minor,66,29,65,23,0,8,7
+Beautiful Girl,Luciano,1,2022,4,22,710,4,160035717,16,11,18,0,0,140,B,Minor,84,61,42,31,0,9,9
+"Paulo Londra: Bzrp Music Sessions, Vol. 23","Bizarrap, Paulo Londra",2,2022,4,25,928,0,164163229,19,0,7,0,0,96,,Major,61,32,90,25,0,10,9
+Savior - Interlude,Kendrick Lamar,1,2022,5,13,1194,0,37091576,0,0,3,0,0,118,F,Minor,66,83,43,84,0,19,19
+Pasoori,"Shae Gill, Ali Sethi",2,2022,2,6,349,6,284249832,10,22,3,0,0,92,B,Minor,71,67,60,7,0,6,4
+Mother I Sober (feat. Beth Gibbons of Portishead),"Kendrick Lamar, Beth Gibbons",2,2022,5,13,1890,0,33381454,3,0,2,0,0,140,G#,Minor,49,50,37,87,0,11,35
+TUS LпїЅпїЅGR,"Sech, Mora",2,2022,4,1,1308,2,184622518,23,16,9,0,5,174,C#,Major,68,45,71,18,0,11,25
+Where Did You Go?,"MNEK, Jax Jones",2,2022,1,26,4531,0,300983101,135,74,119,1,18,127,A#,Major,77,53,78,19,0,29,4
+I Tried to Tell Y'all,"Ugly Dray, Tesla Jnr",2,2022,5,6,1657,0,121077868,15,3,3,0,0,96,B,Major,71,37,52,62,0,11,36
+Honest (feat. Don Toliver),"Justin Bieber, Don Toliver",2,2022,4,29,1351,0,106919680,26,1,17,0,0,150,G#,Minor,82,82,66,13,0,11,6
+ZOOM,Jessi,1,2022,4,13,608,0,136996305,5,29,14,0,0,100,F#,Major,87,46,60,1,0,13,16
+SloMo,Chanel,1,2021,12,24,1211,0,65719930,31,0,19,0,2,105,C#,Minor,73,59,81,13,0,9,6
+FEARLESS,LE SSERAFIM,1,2022,5,2,629,0,229497852,18,75,9,0,0,104,G,Major,86,43,62,5,0,13,14
+10 Things I Hate About You,Leah Kate,1,2022,3,23,1301,0,185550869,23,1,15,0,0,154,G#,Major,54,45,79,1,0,17,5
+SPACE MAN,Sam Ryder,1,2022,2,22,1329,0,54682594,42,51,32,0,0,80,B,Major,47,33,83,18,0,10,5
+With you,"HA SUNG WOON, Jimin",2,2022,4,24,343,2,240580042,4,35,11,1,1,150,D#,Major,53,14,43,64,0,13,3
+Iris,The Goo Goo Dolls,1,1998,3,31,13101,9,1284942608,137,5,582,0,0,156,B,Minor,32,49,72,0,0,9,4
+The Heart Part 5,Kendrick Lamar,1,2022,5,8,2939,0,71423324,29,0,30,0,0,98,G#,Minor,76,79,81,18,0,6,34
+San Lucas,Kevin Kaarl,1,2019,11,7,407,1,244891912,5,0,5,0,0,92,G,Major,58,27,36,86,0,9,3
+This Love (TaylorпїЅпїЅпїЅs Ve,Taylor Swift,1,2022,5,6,1492,0,132171975,26,2,15,0,2,144,E,Major,47,7,50,32,0,7,4
+Good Looking,Suki Waterhouse,1,2017,10,20,2264,0,184706613,11,6,25,0,1,150,E,Major,37,27,56,8,0,13,3
+Flowers,Lauren Spencer Smith,1,2021,8,9,801,0,184826429,42,9,24,1,1,138,D#,Major,70,31,44,84,0,9,39
+Yet To Come,BTS,1,2022,6,10,829,0,302006641,32,110,26,0,0,172,C#,Major,56,68,89,4,0,33,19
+Run BTS,BTS,1,2022,6,10,736,0,330881149,5,132,17,0,3,77,G#,Major,72,70,82,2,0,4,17
+Music For a Sushi Restaurant,Harry Styles,1,2022,5,20,4449,1,334733572,80,11,66,0,1,107,B,Major,72,36,72,26,6,11,4
+Matilda,Harry Styles,1,2022,5,20,3218,3,366214458,29,10,79,0,0,114,D,Major,51,39,29,90,0,10,4
+For Youth,BTS,1,2022,6,10,327,0,114546317,5,40,12,0,0,117,D,Major,63,29,51,43,0,25,4
+Daylight,Harry Styles,1,2022,5,20,2775,0,290833204,21,11,40,0,0,146,,Major,69,63,45,48,0,18,4
+Vegas (From the Original Motion Picture Soundtrack ELVIS),Doja Cat,1,2022,5,6,4576,0,448500832,79,13,93,0,17,160,G#,Minor,80,74,60,8,0,14,26
+Cash In Cash Out,"Pharrell Williams, Tyler, The Creator, 21 Savage",4,2022,6,10,2313,0,136676504,34,0,29,0,0,120,G,Major,88,15,56,1,0,8,6
+Potion (with Dua Lipa & Young Thug),"Calvin Harris, Dua Lipa, Young Thug",3,2022,5,27,3983,0,190625045,73,45,119,0,0,100,B,Minor,82,76,70,16,0,8,5
+Born Singer,BTS,1,2022,6,10,279,0,79095270,0,18,6,0,0,158,G#,Minor,60,68,84,4,0,24,11
+Little Freak,Harry Styles,1,2022,5,20,2302,0,273194684,20,3,39,0,0,142,D#,Major,56,40,54,72,0,10,4
+La Llevo Al Cielo (Ft. пїЅпїЅengo F,"Nengo Flow, Anuel Aa, Chris Jedi, Chencho Corleone",4,2022,5,20,3559,3,333146475,36,1,31,0,1,170,A,Minor,80,77,85,11,0,17,14
+True Love,"Kanye West, XXXTENTACION",2,2022,5,27,2129,0,194902696,23,1,44,1,0,84,F,Minor,71,39,86,2,0,51,25
+Satellite,Harry Styles,1,2022,5,20,3291,5,311482393,43,28,79,0,208,139,,Major,58,30,46,14,0,9,3
+Pass The Dutchie,Musical Youth,1,1982,1,1,5328,0,195918494,54,76,900,0,0,151,G,Major,73,88,67,20,0,32,5
+"Villano Antillano: Bzrp Music Sessions, Vol. 51","Bizarrap, Villano Antillano",2,2022,6,8,1401,0,248511839,26,16,17,0,1,128,C#,Minor,82,42,75,6,0,63,6
+Love Of My Life,Harry Styles,1,2022,5,20,1933,0,233671263,13,2,31,0,0,118,G,Major,56,20,54,67,0,6,5
+Grapejuice,Harry Styles,1,2022,5,20,1986,0,199587884,7,1,15,0,0,183,F,Major,65,88,72,36,14,20,3
+So Good,Halsey,1,2022,6,9,1057,0,91781263,51,14,19,0,0,83,D#,Minor,63,29,62,4,0,18,4
+Belly Dancer,"BYOR, Imanbek",2,2022,2,18,5115,13,383835984,109,38,301,1,33,122,C#,Major,85,42,80,6,0,17,14
+Keep Driving,Harry Styles,1,2022,5,20,2094,1,236060709,8,1,18,0,0,165,A,Major,72,90,48,32,0,18,23
+Cinema,Harry Styles,1,2022,5,20,2171,0,189236868,18,1,28,0,0,106,A,Minor,83,90,64,35,5,9,4
+Die Young (feat. 347aidan),"Sleepy hallow, 347aidan",2,2022,5,25,896,0,160845341,19,0,15,0,0,77,B,Major,81,68,58,83,0,11,34
+Only Love Can Hurt Like This,Paloma Faith,1,2014,1,1,5148,0,588955257,90,22,365,0,114,91,G#,Major,57,30,89,10,0,33,8
+Hold My Hand,Lady Gaga,1,2022,5,3,2528,0,238350348,63,8,270,2,105,148,G,Major,51,21,63,5,0,41,3
+Daydreaming,Harry Styles,1,2022,5,20,1900,1,187703102,15,1,23,0,0,114,E,Minor,71,90,81,31,2,13,3
+Numb,"Marshmello, Khalid",2,2022,6,10,3879,2,295307001,107,76,86,1,9,120,,Minor,91,63,77,12,1,10,5
+Nos Comemos (feat. Ozuna),"Ozuna, Tiago pzk",2,2022,6,2,896,0,138334433,0,0,2,0,0,92,F#,Major,83,56,82,10,0,9,5
+Me and Your Mama,Childish Gambino,1,2016,11,10,8775,0,445590495,33,60,107,1,0,118,F,Major,56,25,45,1,3,7,3
+Crazy What Love Can Do,"David Guetta, Ella Henderson, Becky Hill",3,2022,3,18,5290,0,286739476,139,73,142,0,5,123,E,Minor,60,46,71,3,0,16,4
+SLOW DANCING IN THE DARK,Joji,1,2018,9,12,10211,0,1122364376,38,79,65,0,1,89,D#,Major,52,28,48,54,1,19,3
+Antes de Perderte,Duki,1,2022,6,2,584,8,157136970,12,1,8,0,1,110,F,Minor,81,61,93,49,0,12,11
+Boyfriends,Harry Styles,1,2022,5,20,1517,0,137070925,26,2,30,0,0,118,,Major,42,32,20,94,0,11,4
+295,Sidhu Moose Wala,1,2021,5,15,246,4,183273246,4,106,0,0,7,90,B,Minor,68,54,76,21,0,11,20
+Tak Ingin Usai,Keisya Levronka,1,2022,5,13,220,4,184807630,16,5,0,0,6,130,,Major,49,14,40,82,0,11,3
+En El Radio Un Cochinero,Victor Cibrian,1,2022,5,13,514,0,164856284,5,36,1,0,0,154,F#,Minor,70,97,62,47,0,10,4
+Master of Puppets (Remastered),Metallica,1,1986,3,3,6080,0,704171068,112,198,406,1,0,105,E,Minor,54,59,83,0,44,20,4
+BREAK MY SOUL,Beyoncпї,1,2022,6,21,9724,0,354614964,222,61,259,14,2,115,C#,Minor,70,87,88,4,0,26,8
+ULTRA SOLO REMIX,"De La Ghetto, Feid, Polima WestCoast, Paloma Mami, Pailita",5,2022,6,16,2341,0,279717388,37,2,38,2,0,110,C#,Major,91,59,82,8,0,6,8
+Massive,Drake,1,2022,6,17,5263,0,195628667,66,89,61,0,11,125,E,Minor,51,5,68,12,2,15,6
+Betty (Get Money),Yung Gravy,1,2022,6,10,2402,0,221752937,45,2,26,0,1,102,C#,Major,73,62,75,0,0,34,8
+Ojos Marrones,Lasso,1,2022,2,6,795,11,263280370,26,18,15,1,4,120,G#,Minor,81,72,65,4,0,14,4
+POP!,Nayeon,1,2022,6,24,571,0,213505179,19,21,14,0,2,97,D,Major,80,36,86,4,0,3,5
+Layla,"SchпїЅпїЅrze, DJ R",2,2022,3,24,832,3,130419412,18,124,24,1,0,140,F,Minor,44,41,92,0,0,44,7
+MORE,j-hope,1,2022,7,1,565,0,155795783,6,52,11,0,0,97,D,Major,78,31,72,1,0,11,4
+Sweet Child O' Mine,Guns N' Roses,1,1987,1,1,41231,1,1553497987,228,151,"6,720",3,99,125,F#,Major,45,67,90,9,11,10,5
+Last Last,Burna Boy,1,2022,5,12,4526,12,293466523,156,275,150,3,128,88,D#,Minor,80,55,56,13,0,8,9
+SNAP,Rosa Linn,1,2022,3,19,1818,0,711366595,3,0,63,0,353,170,,Major,56,52,64,11,0,45,7
+Sticky,Drake,1,2022,6,17,2814,0,191448892,38,105,25,0,2,137,A#,Minor,88,8,49,9,0,9,14
+Hot Shit (feat. Ye & Lil Durk),"Kanye West, Lil Durk, Cardi B",3,2022,7,1,1601,0,85924992,11,0,2,0,0,157,A,Major,88,52,69,0,0,8,23
+Ai Preto,"L7nnon, DJ Biel do Furduncinho, Bianca",3,2022,6,3,894,4,176103902,28,0,54,0,0,130,F#,Major,95,83,57,54,0,10,25
+La Loto,"Anitta, Tini, Becky G",3,2022,7,6,945,0,121189256,49,3,57,0,0,90,C#,Major,85,80,83,10,0,8,11
+die first,Nessa Barrett,1,2022,6,24,767,0,131746175,25,0,22,0,0,183,G#,Minor,44,44,67,7,0,12,13
+Afraid To Feel,LF System,1,2022,5,2,5898,5,244790012,129,55,128,0,101,128,C#,Major,58,68,91,2,0,27,11
+Baile no Morro,"Mc Vitin Da Igrejinha, MC Tairon, DJ Win",3,2022,6,10,685,2,129314708,17,0,24,0,30,130,D#,Minor,71,78,40,46,0,7,45
+cпїЅпїЅmo dormi,Rels B,1,2022,8,4,1452,35,331511413,16,15,20,0,0,126,C#,Major,63,56,43,24,0,12,23
+Bad Decisions (with BTS & Snoop Dogg),"Snoop Dogg, BTS, Benny Blanco",3,2022,8,5,1456,0,219196651,53,2,33,0,0,120,,Major,77,94,87,2,0,23,12
+STAYING ALIVE (feat. Drake & Lil Baby),"Drake, DJ Khaled, Lil Baby",3,2022,8,5,2107,0,170732845,51,1,50,0,0,130,E,Minor,72,18,46,7,0,28,8
+Caile,Luar La L,1,2020,12,18,1494,2,273914335,17,12,15,0,0,122,,Major,70,46,76,30,0,9,45
+Si Te La Encuentras Por Ahпї,Feid,1,2022,8,5,1379,4,179061440,23,10,18,0,0,172,G#,Minor,74,46,58,15,0,13,8
+GIVENCHY,Duki,1,2022,7,20,625,4,185236961,13,18,12,0,0,103,G#,Major,61,38,62,14,0,23,40
+ALIEN SUPERSTAR,Beyoncпї,1,2022,7,29,2688,0,171788484,39,47,36,0,0,122,A#,Minor,55,46,64,0,0,17,10
+Mary On A Cross,Ghost,1,2019,9,13,2668,2,387080183,38,266,78,0,141,130,B,Major,47,56,90,0,0,10,4
+Attention,NewJeans,1,2022,8,1,799,12,264717480,14,141,9,0,1,105,A#,Minor,81,70,65,24,0,8,4
+THE SHADE,Rex Orange County,1,2022,3,11,1189,6,244928911,17,10,16,0,4,120,F,Major,90,73,51,39,0,9,6
+"Come Back Home - From ""Purple Hearts""",Sofia Carson,1,2022,7,12,367,0,97610446,28,67,195,0,0,145,G,Major,56,43,53,24,0,12,4
+El Rescate,"Grupo Marca Registrada, Junior H",2,2022,7,22,527,4,287278853,10,43,3,1,0,99,G,Minor,79,64,59,28,0,11,14
+Heartless,Kanye West,1,2008,1,1,17504,34,887906111,63,39,"1,315",0,2,88,A#,Minor,79,66,65,5,0,25,14
+"Stay With Me (with Justin Timberlake, Halsey, & Pharrell)","Calvin Harris, Halsey, Pharrell Williams, Justin Timberlake",4,2022,7,15,3113,0,123473120,54,6,124,1,0,126,A,Major,81,90,73,28,0,29,4
+Siempre Pendientes,"Peso Pluma, Luis R Conriquez",2,2022,8,15,685,5,295152154,15,79,4,2,0,136,,Major,77,71,75,33,1,13,4
+JGL,"Luis R Conriquez, La Adictiva",2,2022,2,18,782,9,323455692,15,33,6,1,0,113,G#,Major,70,97,59,55,0,27,12
+Don't You Worry,"David Guetta, Shakira, Black Eyed Peas",3,2022,6,16,2442,0,240918092,81,4,248,1,6,132,B,Major,82,49,88,20,0,21,3
+Pipoco,"Melody, Ana Castela, Dj Chris No Beat",3,2022,5,20,1112,4,191873381,22,2,65,1,3,135,G#,Major,77,74,74,47,0,34,8
+Hold Me Closer,"Elton John, Britney Spears",2,2017,11,10,4967,0,284216603,165,10,177,4,73,126,,Major,67,49,77,11,0,19,11
+Forget Me,Lewis Capaldi,1,2022,9,9,2520,4,239411309,93,95,84,9,202,102,C#,Minor,67,72,74,30,0,36,4
+After LIKE,IVE,1,2022,8,22,767,12,265548837,20,129,11,0,12,125,,Major,68,80,92,10,0,9,12
+Bound 2,Kanye West,1,2013,1,1,19806,7,703301727,33,11,274,0,0,149,C#,Major,37,28,66,14,0,9,5
+B.O.T.A. (Baddest Of Them All) - Edit,"Interplanetary Criminal, Eliza Rose",2,2022,6,15,5153,6,244585109,102,53,113,12,0,137,,Major,74,71,89,24,61,15,5
+Talk that Talk,TWICE,1,2022,8,26,615,0,189476119,14,77,15,1,2,120,D#,Minor,77,78,91,14,0,33,12
+BILLIE EILISH.,Armani White,1,2022,1,20,2537,0,277132266,49,1,67,11,1,100,C#,Major,90,75,50,11,0,9,26
+Ferxxo 100,Feid,1,2022,6,3,1647,30,278920007,20,49,23,2,2,164,G#,Minor,70,58,57,25,0,15,7
+KU LO SA - A COLORS SHOW,Oxlade,1,2022,6,10,2019,8,222410722,117,72,107,1,7,93,A#,Minor,65,79,66,31,0,22,7
+Prohibidox,Feid,1,2022,9,13,1473,12,185392587,25,36,25,1,0,180,C#,Minor,65,52,80,5,0,6,25
+Static,Steve Lacy,1,2022,7,15,1613,0,202452860,21,15,13,0,0,79,C#,Major,34,22,31,43,63,10,7
+The Scientist,Coldplay,1,2002,8,5,30992,6,1608164312,124,25,"7,827",1,0,146,F,Major,56,21,44,73,0,11,2
+Sparks,Coldplay,1,2000,7,10,10826,4,624101957,24,0,805,0,0,103,C#,Major,37,17,27,75,5,10,3
+Talk,YEAT,1,2022,9,2,920,0,148461629,10,1,8,0,0,140,E,Minor,70,26,76,8,0,54,23
+XQ Te Pones Asпї,"Yandel, Feid",2,2022,9,13,308,0,47093942,6,1,6,0,0,92,A#,Major,81,48,70,13,0,15,7
+Selfish,PnB Rock,1,2016,6,23,2468,0,380319238,15,0,0,0,0,102,C#,Minor,64,4,60,11,0,19,4
+Sin SeпїЅп,"Ovy On The Drums, Quevedo",2,2022,7,22,1097,2,209106362,18,10,13,1,1,118,B,Minor,82,75,85,33,1,11,4
+Lady Mi Amor,Feid,1,2022,9,13,330,0,53987404,3,0,2,0,0,93,D,Major,78,75,62,6,0,15,6
+Poland,Lil Yachty,1,2022,6,23,1584,0,115331792,38,0,24,0,0,150,F,Minor,70,26,56,14,83,11,5
+THE LONELIEST,MпїЅпїЅne,1,2022,10,7,1585,5,225093344,78,65,328,1,198,130,D,Major,52,24,60,0,0,8,3
+Bye Bye,"Marshmello, Juice WRLD",2,2022,10,14,766,0,84697729,16,0,9,0,0,83,D#,Minor,65,24,53,6,0,51,4
+BABY OTAKU,"Fran C, Polima WestCoast, Nickoog Clk, Pablito Pesadilla",4,2022,8,18,836,0,159240673,14,1,13,0,0,102,A,Major,84,43,75,5,0,6,8
+Nxde,(G)I-DLE,1,2022,10,17,430,6,170709584,14,116,9,0,11,136,E,Minor,73,65,91,4,0,48,18
+Miss You,Southstar,1,1982,5,16,2020,0,154356956,77,10,119,0,40,145,A,Major,66,24,58,17,0,19,5
+we fell in love in october,girl in red,1,2018,11,21,6858,0,723043854,31,21,15,0,4,130,G,Major,57,24,37,11,18,16,3
+2 Be Loved (Am I Ready),Lizzo,1,2022,7,14,3682,6,247689123,41,0,158,2,68,156,G,Major,72,92,77,9,0,8,11
+Celestial,Ed Sheeran,1,2022,9,29,1639,0,176474912,86,14,80,0,37,123,D,Major,57,50,85,5,0,16,4
+Typa Girl,BLACKPINK,1,2022,9,16,452,10,235549288,2,129,13,0,1,132,G,Major,92,53,62,7,0,63,10
+I Really Want to Stay at Your House,"Rosa Walton, Hallie Coggins",2,2020,12,18,668,1,140430339,0,0,31,0,,125,D#,Minor,49,13,74,0,0,9,4
+California Breeze,Lil Baby,1,2022,10,14,991,0,85559365,36,38,13,0,3,162,F,Minor,74,22,67,0,0,11,46
+Bamba (feat. Aitch & BIA),"Luciano, Aitch, BпїЅ",3,2022,9,22,869,7,146223492,14,12,12,2,28,138,A#,Major,80,82,81,14,0,13,36
+Casei Com a Putaria,"MC Ryan SP, Love Funk, Mc Paiva ZS",3,2022,7,1,648,4,187701588,0,0,30,0,0,161,A#,Minor,59,62,60,12,0,5,44
+Major Distribution,"Drake, 21 Savage",2,2022,11,4,1545,0,154863153,22,7,15,0,0,131,G#,Minor,91,23,55,1,0,7,32
+Pussy & Millions (feat. Travis Scott),"Drake, Travis Scott, 21 Savage",3,2022,11,4,1930,0,191333656,24,8,17,0,1,122,E,Minor,75,45,63,6,0,35,12
+Vigilante Shit,Taylor Swift,1,2022,10,21,1948,0,253650850,12,9,16,0,0,80,E,Minor,80,16,28,17,0,12,39
+Question...?,Taylor Swift,1,2022,10,21,1608,0,223064273,10,3,12,0,0,109,G,Major,75,11,50,20,0,30,17
+On BS,"Drake, 21 Savage",2,2022,11,4,1338,0,170413877,9,20,7,0,0,158,A,Major,84,33,36,2,0,39,59
+Mastermind,Taylor Swift,1,2022,10,21,1936,0,218320587,7,5,13,0,0,126,E,Major,66,12,35,55,0,9,14
+Circo Loco,"Drake, 21 Savage",2,2022,11,4,1794,0,141720999,26,9,17,0,3,104,C#,Major,73,25,61,1,0,32,7
+Labyrinth,Taylor Swift,1,2022,10,21,1597,0,187339835,6,3,15,0,0,110,,Major,48,15,31,80,22,12,4
+Spin Bout U,"Drake, 21 Savage",2,2022,11,4,1652,2,198365537,26,52,10,0,95,130,G,Major,77,20,70,1,0,16,5
+Sweet Nothing,Taylor Swift,1,2022,10,21,1747,0,186104310,9,6,13,0,2,177,,Major,34,39,16,97,0,12,5
+"Would've, Could've, Should've",Taylor Swift,1,2022,10,21,1715,0,177503916,4,5,8,0,0,158,G,Major,48,55,84,43,0,15,12
+Con La Brisa,"Ludwig Goransson, Foudeqush",2,2022,11,4,486,0,71095708,8,1,7,0,0,114,D,Minor,62,25,44,51,33,14,3
+Privileged Rappers,"Drake, 21 Savage",2,2022,11,4,1007,0,112436403,6,5,3,0,0,144,F,Major,93,62,61,0,0,12,20
+The Astronaut,Jin,1,2022,10,28,481,9,203436468,10,100,15,1,27,125,F,Major,54,22,76,0,0,14,3
+BackOutsideBoyz,Drake,1,2022,11,4,1045,0,93367537,8,5,2,0,0,142,F,Minor,85,40,43,4,0,39,32
+Broke Boys,"Drake, 21 Savage",2,2022,11,4,1060,0,106249219,3,8,5,0,0,120,D,Major,64,11,53,1,0,25,27
+The Great War,Taylor Swift,1,2022,10,21,1274,0,181382590,1,6,11,0,0,96,F,Major,57,55,74,22,0,8,4
+My Mind & Me,Selena Gomez,1,2022,11,3,953,0,91473363,61,13,37,1,0,144,A,Major,60,24,39,57,0,8,3
+Bigger Than The Whole Sky,Taylor Swift,1,2022,10,21,1180,0,121871870,4,0,8,0,0,166,F#,Major,42,7,24,83,1,12,6
+A Veces (feat. Feid),"Feid, Paulo Londra",2,2022,11,3,573,0,73513683,2,0,7,0,0,92,C#,Major,80,81,67,4,0,8,6
+En La De Ella,"Feid, Sech, Jhayco",3,2022,10,20,1320,0,133895612,29,26,17,0,0,97,C#,Major,82,67,77,8,0,12,5
+Alone,Burna Boy,1,2022,11,4,782,2,96007391,27,18,32,1,0,90,E,Minor,61,32,67,15,0,11,5

kozlov_alexey_lab_7/README.md

@@ -0,0 +1,66 @@
+# Лабораторная работа №7. Рекуррентная нейронная сетьи задача генерации текста
+## 14 вариант
+___
+
+### Задание:
+Выбрать художественный текст (четные варианты – русскоязычный, нечетные – англоязычный)и обучить на нем рекуррентную нейронную сеть для решения задачи генерации. Подобрать архитектуру и параметры так, чтобы приблизиться к максимально осмысленному результату.
+
+___
+
+### Запуск
+- Запустить файл lab7.py (Для английского языка необходимо в коде выбрать соответсвующий файл и начальную строку)
+
+### Используемые технологии
+- Язык программирования **Python**
+- Среда разработки **PyCharm**
+- Библиотеки:
+    * keras
+    * tensorflow
+    * numpy
+
+### Описание программы
+Код программы выполняет следующие действия:
+
+1. Импортирует необходимые библиотеки: numpy, Tokenizer и pad_sequences из keras.preprocessing.text, Sequential, LSTM, Dense, Dropout из keras.models.
+
+2. Читает текст из файла "english.txt" и сохраняет его содержимое в переменную "text".
+
+3. Задает параметр "seq_length" как длину входной последовательности.
+
+4. Создает экземпляр класса Tokenizer, который разбивает текст на токены (в данном случае, символы) и обучает его на тексте.
+
+5. Преобразует текст в последовательности чисел с использованием метода texts_to_sequences.
+
+6. Создает входные и выходные последовательности для обучения модели с помощью цикла. Входная последовательность - это последние "seq_length" символов перед текущим символом, а выходная последовательность - это текущий символ.
+
+7. Преобразует входные и выходные данные в формат массивов numpy с использованием функции pad_sequences.
+
+8. Создает модель RNN (рекуррентная нейронная сеть) с помощью класса Sequential из keras.models. Модель состоит из двух слоев LSTM, которые последовательно соединены. Первый LSTM-слои принимает входную последовательность, а второй - выход первого слоя.
+
+9. Компилирует модель, задавая функцию потерь, оптимизатор и метрику для оценки модели.
+
+10. Обучает модель на входных и выходных данных с помощью метода fit.
+
+11. Определяет функцию generate_text для генерации текста. Функция принимает начальный текст seed_text и длину генерируемого текста gen_length.
+
+12. В цикле генерирует текст, используя обученную модель. Начиная с seed_text, функция преобразует его в последовательность чисел, затем преобразует в формат массива numpy и делает предсказание с помощью модели. Следующий символ выбирается с помощью функции argmax для получения индекса символа с наибольшей вероятностью. Затем символ добавляется к сгенерированному тексту и seed_text обновляется, чтобы учесть новый символ.
+
+13. Возвращает сгенерированный текст.
+
+14. Генерирует текст, используя seed_text и функцию generate_text, и выводит результат.
+
+___
+### Пример работы
+
+![Graphics](russian.png)
+```text
+Результат работы модели на основании файла с текстом на русском языке
+```
+
+![Graphics](english.png)
+```text
+Результат работы модели на основании файла с текстом на английском языке
+```
+
+### Вывод
+На основе выходных данных можно сделать следующий вывод о довольно успешной работе модели, тексты содержат осмысленное содержание и практически не содержат пунктуационных и грамматических ошибок. 

kozlov_alexey_lab_7/english.txt

@@ -0,0 +1,14 @@
+Canada is a rapidly developing country with incredibly beautiful nature. It is the second largest state in the world (after Russia): its huge territory extends from Arctic glaciers to coniferous and mixed forests on the border with the USA. Canada has rich plant world (oak, maple, fir, pine, etc.) and animal world (wolf, lynx, deer, and various species of fish). It is famous for the colossal Great Lakes and national parks.
+The history of Canada is tied with two cultures: English and French. Canada was born in the late 16 th and early 17 th centuries when French colonists settled on the land of the Indian tribes. Later, the British arrived and founded their cities, which led to wars between them, the French, and indigenous people. The French part, with the center in Quebec, and the English part of Canada united in 1840. For a long time, Canada remained the British colony but became sovereign in the 20 th century.
+Nowadays, Canada is a member of the Commonwealth of Nations. Although its head is British monarch, the Governor-General and the Parliament sitting in the capital (Ottawa) are independent in their decisions. The country consists of 10 provinces and 3 territories; each subject has its own proportion of Francophone and Anglophone population, but Canada is officially bilingual. Many immigrants from France, Ireland, German, Italy, etc. preserve their native cultures and create the situation of multiculturalism supported by the state.
+Due to improved mining industry, agriculture, and trade, Canada has a very high living standard. Toronto, Montreal, Vancouver attract tourists, as well as amazing landscapes and numerous ethnic festivals.
+Canada is situated on the north of Northern America, washed by the Atlantic Ocean in the east, the Pacific Ocean in the west, and the Arctic Ocean in the north and in the northeast by the Baffin Bay and the Davis Strait, which separate it from Greenland, In the south and in the north Canada borders on the USA. It is a land of vast distances and rich natural resources. Canada became a self-governing dominion in 1867 while retaining ties to the British crown. Canada’s territory is the world’s second largest country, surpassed in size only by Russia. It includes many islands, notably the Canadian Arctic Islands, also called Arctic Archipelago in the Arctic Ocean. Economically and technologically the nation has developed in parallel with the US, its neighbour to the south. The total area is about 10 million sq km. Canada is slightly larger than the US. It is an important manufacturer, and its major cities, such as Toronto, Montreal, Vancouver, Ottawa, Edmonton, Calgary and Winnipeg are centres of commerce and industry.
+The climate of Canada varies from temperate in the south to subarctic and arctic in the north. The highest Canadian point is Mount Logan 5,959 m. The population of Canada is about 32 million people. There are two state languages: English and French. English is spoken by 60 % of population; French is spoken by 23 % of people.
+Most of Canada’s inhabitants live in the southern part of the country and vast areas of the north are sparsely inhabited. The country is divided into ten provinces (Alberta, British Columbia, Manitoba, New Brunswick, Newfoundland, Nova Scotia, Ontario, Prince Edward Island, Quebec, Saskatchewan) and three territories (Northwest Territories, Yukon Territory, Nunavut Territory). The third territory called Nunavut, to be carved from the present Northwest Territories, was created in 1999.
+The name Canada is derived from an Iroquoian term meaning «village».
+Among the great rivers of Canada there are the Saint Lawrence River, draining the Great Lakes and emptying into the Gulf of Saint Lawrence; the Ottawa and the Saguenay rivers, the principal affluents of the Saint Lawrence River; the Saint John River, emptying into the Bay of Fundy.
+The government type is confederation with parliamentary democracy. The capital of Canada is Ottawa.
+Canada became independent from the United Kingdom on July, 1, 1867. Legal system is based on the English common law, except in Quebec, where civil law system based on the French law prevails.
+The racial and ethnic makeup of the Canadian people is diversified. About 35 percent of the population is composed of people of the British origin. People of the French origin total about 25 percent of the population. The vast majority of French-speaking Canadians reside in Quebec, where they make up about three-fourths of the population; large numbers also live in Ontario and New Brunswick.
+French-speaking Canadians maintain their language, culture, and traditions, and the federal government follows the policy of a bilingual and bicultural nation. During the 1970s and 1980s the proportion of Asians among the Canadian population increased, and today those who count their ancestry as wholly Asian make up 8 to 10 percent of the population. More than two-thirds of the Asian immigrants live in Ontario or British Columbia. The remainder of the population is composed of people of various ethnic groups, such as German, Italian, Ukrainian, Netherlands Dutch, Scandinavian, Polish, Hungarian, Greek, and Native American. Blacks have never constituted\a major segment of the Canadian population. Indigenous people make up nearly 2 percent of Canada’s inhabitants.
+The largest religious community in Canada is Roman Catholic. Nearly half of Canadians who are Roman Catholic live in Quebec. Of the Protestant denominations in Canada the largest is the United Church of Canada, followed by the Anglican Church of Canada. Other important Protestant groups are the Baptist, Presbyterian and Lutheran. Nearly 2 percent of the population are Orthodox. Muslim and Jewish adherents each number about 1 percent. A substantial number of Buddhists, Hindus and Sikhs have been brought to the country in recent years by immigration. Nearly 13 percent of Canadians claim no religion.

kozlov_alexey_lab_7/lab7.py

@@ -0,0 +1,70 @@
+import numpy as np
+from keras.preprocessing.text import Tokenizer
+from keras.preprocessing.sequence import pad_sequences
+from keras.models import Sequential
+from keras.layers import LSTM, Dense, Dropout
+
+# Чтение текста из файла
+#with open('russian.txt', 'r', encoding='utf-8') as file:
+#    text = file.read()
+with open('english.txt', 'r', encoding='utf-8') as file:
+    text = file.read()
+
+# Параметры модели
+seq_length = 10
+
+# Создание экземпляра Tokenizer и обучение на тексте
+tokenizer = Tokenizer(char_level=True)
+tokenizer.fit_on_texts([text])
+
+# Преобразование текста в последовательности чисел
+sequences = tokenizer.texts_to_sequences([text])[0]
+
+# Создание входных и выходных последовательностей
+X_data = []
+y_data = []
+for i in range(seq_length, len(sequences)):
+    sequence = sequences[i - seq_length:i]
+    target = sequences[i]
+    X_data.append(sequence)
+    y_data.append(target)
+
+# Преобразование входных и выходных данных в формат массивов numpy
+X = pad_sequences(X_data, maxlen=seq_length)
+y = np.array(y_data)
+
+# Создание модели RNN
+vocab_size = len(tokenizer.word_index) + 1
+model = Sequential()
+model.add(LSTM(256, input_shape=(seq_length, 1), return_sequences=True))
+model.add(LSTM(128, input_shape=(seq_length, 1)))
+model.add(Dense(vocab_size, activation='softmax'))
+
+# Компиляция модели
+model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
+
+# Обучение модели
+model.fit(X, y, epochs=100, verbose=1)
+
+
+# Функция для генерации текста
+def generate_text(seed_text, gen_length):
+    generated_text = seed_text
+
+    for _ in range(gen_length):
+        sequence = tokenizer.texts_to_sequences([seed_text])[0]
+        sequence = pad_sequences([sequence], maxlen=seq_length)
+        prediction = model.predict(sequence)[0]
+        predicted_index = np.argmax(prediction)
+        predicted_char = tokenizer.index_word[predicted_index]
+        generated_text += predicted_char
+        seed_text += predicted_char
+        seed_text = seed_text[1:]
+
+    return generated_text
+
+# Генерация текста
+#seed_text = "Это было бы чудом"
+seed_text = "The climate of"
+generated_text = generate_text(seed_text, 250)
+print(generated_text)

kozlov_alexey_lab_7/russian.txt

@@ -0,0 +1,7 @@
+Мир таков, каков он есть. Трудно предположить, чтобы мир был создан единственно для удовлетворения наших потребностей. Это было бы чудом из чудес. Мир нейтрален. Он не дружествен и не враждебен человеку. Вам внушили, что человек рождается для того, чтобы умереть, и что вы должны всю жизнь терзаться этой мыслью. Чего ради? Смерть - не факт сознания. “Смысл раздумий о смерти в том, что они лишены смысла”, - писал Монтерлан. Смерть близких потрясает нас. А наша собственная? Бояться ее - значит представлять себе и мир, где мы есть, и мир, где нас нет. Эти два образа несовместимы.
+Вам внушили, что мы живем на краю пропасти, но даже если мы идем по краю пропасти, ничто не толкает нас вниз.
+Вам внушили, что старые моральные ценности канули в прошлое. Это ложь Я напомню вам для начала несколько древних как мир истин
+Нельзя жить для себя. Думая только о себе, человек всегда найдет тысячу причин чувствовать себя несчастным. Никогда он не делал всего того, что хотел и должен был делать, никогда не получал всего того, чего, по его мнению, заслуживал, редко был любим так, как мечтал быть любимым. Без конца пережёвывая свое прошлое, он будет испытывать одни сожаления Зачеркнуть прошлое все равно невозможно, попытайтесь лучше создать настоящее, которым вы сможете гордиться. Всякий, кто живет ради других - ради своей страны, ради женщины, ради творчества, ради голодающих или гонимых, - словно по волшебству забывает свою тоску
+Второе правило - надо действовать. Вместо того, чтобы жаловаться на абсурдность мира, постараемся преобразить тот уголок, куда забросила нас судьба. Мы не в силах изменить вселенную, да и не стремимся к этому. Наши цели ближе и проще: заниматься своим делом - правильно выбрать его, глубоко изучить и достичь в нем мастерства Если человек в совершенстве овладел каким-нибудь ремеслом, работа приносит ему счастье.
+Третье правило - надо верить в силу воли Безусловно, никто из нас не всемогущ. Не в моей власти помешать войне, но мои призывы, помноженные на призывы миллионов других людей, ослабят угрозу войны. Я не в силах выиграть битву, но я в силах быть храбрым солдатом, исполнить свой долг. “Возможности наши зависят от того, на что мы дерзнём,” поэтому надо быть всегда в форме. Усилием воли человек заставляет себя трудиться на совесть и совершать геройские поступки. Быть может, воля и есть царица добродетелей.
+Важно и четвертое правило - надо хранить верность. Верность слову, обязательствам, другим, самому себе.

verina_daria_lab_7/english.txt

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+Amidst the bustling cityscape, where the rhythm of life beats in harmony with the urban pulse, each dawn brings forth a cascade of city lights painting the skyline in hues of gold and amber. Strangers pass with nods and smiles, creating a tapestry of diverse connections. Skyscrapers line the streets, reflecting the vibrant energy of a metropolis in constant motion. As night falls, the city's heartbeat resonates in lively gatherings at eclectic eateries, where stories are exchanged, and the city's vibrant spirit comes alive.

verina_daria_lab_7/english_generated.txt

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+In the bustling cityscape where the rhythm of life beats in harmony with the urban pulse each dawn brings forth a cascade of city lights painting the skyline in hues of gold and amber strangers pass with nods and smiles creating a tapestry of diverse connections skyscrapers line the streets reflecting the vibrant energy of a metropolis in constant motion as night falls the city's heartbeat resonates in lively gatherings at

verina_daria_lab_7/main.py

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+import numpy as np
+from tensorflow import keras
+from tensorflow.keras.preprocessing.text import Tokenizer
+from tensorflow.keras.preprocessing.sequence import pad_sequences
+
+def prepare_and_train_model(file_path, epochs):
+    # Считывание данных из файла
+    with open(file_path, encoding='utf-8') as f:
+        data = f.read()
+
+    # Создание токенизатора
+    tokenizer = Tokenizer()
+    tokenizer.fit_on_texts([data])
+
+    # Преобразование текста в последовательности чисел
+    sequences = tokenizer.texts_to_sequences([data])
+
+    # Создание обучающих данных
+    input_sequences = []
+    for sequence in sequences:
+        for i in range(1, len(sequence)):
+            n_gram_sequence = sequence[:i+1]
+            input_sequences.append(n_gram_sequence)
+
+    # Предобработка для получения одинаковой длины последовательностей
+    max_sequence_len = max([len(sequence) for sequence in input_sequences])
+    input_sequences = pad_sequences(input_sequences, maxlen=max_sequence_len, padding='pre')
+
+    # Разделение на входные и выходные данные
+    x, y = input_sequences[:, :-1], input_sequences[:, -1]
+
+    # Создание модели рекуррентной нейронной сети
+    model = keras.Sequential([
+        keras.layers.Embedding(len(tokenizer.word_index) + 1, 100, input_length=max_sequence_len-1),
+        keras.layers.Dropout(0.2),
+        keras.layers.LSTM(150),
+        keras.layers.Dense(len(tokenizer.word_index) + 1, activation='softmax')
+    ])
+
+    # Компиляция и обучение модели
+    model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
+    model.fit(x, y, epochs=epochs, verbose=1)
+
+    return model, tokenizer, max_sequence_len
+
+def generate_text_from_model(model, tokenizer, max_sequence_len, seed_text, next_words):
+    # Генерация текста
+    for _ in range(next_words):
+        token_list = tokenizer.texts_to_sequences([seed_text])[0]
+        token_list = pad_sequences([token_list], maxlen=max_sequence_len-1, padding='pre')
+        predicted = model.predict(token_list)
+        predict_index = np.argmax(predicted, axis=-1)
+        word = tokenizer.index_word.get(predict_index[0], '')
+        seed_text += " " + word
+
+    return seed_text
+
+model_rus, tokenizer_rus, max_sequence_len_rus = prepare_and_train_model('russian.txt', 150)
+rus_text_generated = generate_text_from_model(model_rus, tokenizer_rus, max_sequence_len_rus, "В", 55)
+
+model_eng, tokenizer_eng, max_sequence_len_eng = prepare_and_train_model('english.txt', 150)
+eng_text_generated = generate_text_from_model(model_eng, tokenizer_eng, max_sequence_len_eng, "In the", 69)
+
+with open('russian_generated.txt', 'w', encoding='utf-8') as f_rus:
+    f_rus.write(rus_text_generated)
+
+with open('english_generated.txt', 'w', encoding='utf-8') as f_eng:
+    f_eng.write(eng_text_generated)

verina_daria_lab_7/readme.md

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+
+# Генератор Текста на Рекуррентных Нейронных Сетях
+## Общее задание
+
+Выбран художественный англоязычный текст для обучения рекуррентной нейронной сети (RNN) с целью генерации текста. Задача включает подбор архитектуры и параметров для приближения к максимально осмысленным результатам. Далее предусмотрено обмен разработанными сетями с партнером, проверка, как архитектура товарища справляется с вашим текстом, и в конечном итоге подбор компромиссной архитектуры, справляющейся хорошо с обоими видами текстов.
+
+## Задание по вариантам
+
+Вариант: Нечетный вариант (художественный англоязычный текст).
+Запуск программы
+Программу можно запустить через файл app.py.
+
+Технологии
+Язык программирования: Python
+Библиотеки: TensorFlow, Keras, Flask
+
+## Описание работы программы
+Программа реализует генерацию текста с использованием рекуррентных нейронных сетей (RNN) с помощью библиотек TensorFlow и Keras. Flask используется для создания веб-приложения, которое взаимодействует с моделью RNN. Пользователь вводит начальный текст (seed text) через веб-интерфейс, после чего программа отправляет запрос на сервер, который в свою очередь использует модель для генерации следующего участка текста, основываясь на введенном начальном тексте.
+
+Входные данные
+Текстовый файл (например, 'your_text_file.txt'), содержащий обучающие данные.
+Веб-интерфейс для ввода начального текста.
+Выходные данные
+Сгенерированный текст, отображаемый в веб-интерфейсе.
+
+## Вывод консоли:
+![img_2.png](img_2.png)
+![img_1.png](img_1.png)
+![img.png](img.png)
+
+## Получившийся текст: 
+In the bustling cityscape where the rhythm of life beats in harmony with the urban pulse each dawn brings forth a cascade of city lights painting the skyline in hues of gold and amber strangers pass with nods and smiles creating a tapestry of diverse connections skyscrapers line the streets reflecting the vibrant energy of a metropolis in constant motion as night falls the city's heartbeat resonates in lively gatherings at
+
+## Вывод: 
+В результате выполнения лабораторной работы были успешно созданы и обучены рекуррентные нейронные сети (RNN) для генерации текста на русском и английском языках. 

verina_daria_lab_7/russian.txt

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+В захватывающем мире исследований глубокого космоса, где звезды танцуют свой бескрайний вальс, каждое утро начинается с таинственного свечения далеких галактик, окрашивая космическую панораму в оттенках изумрудных и сапфировых лучей. Космические путешественники встречают друг друга с уважением, обмениваясь впечатлениями о чудесах вселенной. Межзвездные аллеи украшены мерцающими астероидами, создавая ощущение бескрайнего волнения и удивления. По наступлении ночи исследователи созвездий собираются в космических кафе, где звездные истории обретают новые оттенки в мистической атмосфере.

verina_daria_lab_7/russian_generated.txt

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+В захватывающем мире исследований глубокого где где звезды танцуют свой бескрайний вальс каждое каждое начинается с таинственного свечения далеких галактик окрашивая космическую панораму в оттенках изумрудных и сапфировых лучей космические путешественники встречают друг друга с уважением обмениваясь впечатлениями о чудесах вселенной межзвездные аллеи украшены мерцающими астероидами создавая ощущение бескрайнего волнения и удивления по наступлении ночи исследователи