import glob, os
import pathlib
import json
import yaml
import re

import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import collections
from pprint import pprint

%matplotlib inline

from sklearn.preprocessing import LabelEncoder
from sklearn.preprocessing import StandardScaler
from sklearn.decomposition import PCA
from sklearn.model_selection import GridSearchCV
from sklearn.metrics import confusion_matrix, classification_report

# saving the ML model to pickle file and load it
import pickle

# avoid the module's method call deprecation
try:
    collectionsAbc = collections.abc
except AttributeError:
    collectionsAbc = collections

Configuring Juputer's options to present more things to the output.

pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
pd.set_option('display.width', None)
pd.set_option('display.max_colwidth', None)

Functions to use

Function to fully flatten each json file

def flatten_dict_full(d, sep="_"):
    obj = collections.OrderedDict()

    def recurse(t, parent_key=""):
        
        if isinstance(t, list):
            for i in range(len(t)):
                recurse(t[i], parent_key + sep + str(i) if parent_key else str(i))
        elif isinstance(t,dict):
            for k, v in t.items():
                recurse(v, parent_key + sep + k if parent_key else k)
        else:
            obj[parent_key] = t
    recurse(d)

    return obj

Load Data GroundTruth

Path declaration

path_obj = pathlib.Path().absolute()

path_app = path_obj.as_posix()
# print('Current path:', path_app)
print('Type:', type(path_app))

Type: <class 'str'>

path_app = os.path.join(os.path.abspath(os.getcwd()), os.pardir)
# path = os.path.join(path, 'danceability', 'features', 'mp3')
print('Current path:', path_app)
print('Type:', type(path_app))

Current path: /Users/pantelistzamalis/Desktop/google2020/gsoc_ml_infrastructure/notebooks/..
Type: <class 'str'>

Count all the JSON data included in files

counter = 0
for root, dirs, files in os.walk(path_app):
    for file in files:
        if file.endswith(".json"):
#             print(os.path.join(root, file))
            counter += 1
            
print('counted json files:', counter)

counted json files: 10472

Load the GroundTruth file

with open(os.path.join(path_app, 'datasets/danceability/metadata/groundtruth.yaml'), 'r') as stream:
    try:
        groundTr_data = yaml.safe_load(stream)
    except yaml.YAMLError as exc:
        print(exc)

# pprint(groundTr_data)

# pprint(groundTr_data['groundTruth'])

len(groundTr_data['groundTruth'].keys())

225

Check the unique folders with tracks and sort them alphabetically

labeled_tracks = groundTr_data['groundTruth']

type(labeled_tracks)

dict

Split the keys in Folder - Track Name

folders = []
for key in labeled_tracks:
    key = key.split('/')
    folders.append(key[0])

print(folders[:15])

['Alternative', 'Alternative', 'Alternative', 'Alternative', 'Alternative', 'Alternative', 'Alternative', 'Alternative', 'Alternative', 'Blues', 'Blues', 'Blues', 'Blues', 'Blues', 'Blues']

Check the folders

folders = set(folders)
folders = list(folders)
folders.sort()
folders

['Alternative',
 'Blues',
 'Classical',
 'Country',
 'Dance and House',
 'Folk and New Age',
 'Hip-Hop and Rap',
 'House & Garage and Grime',
 'Jazz',
 'Jungle and D&B',
 'Latin',
 'Pop',
 'R&B and Soul',
 'Reggae',
 'Rock and Metal',
 'Techno and Electro',
 'Vocal and Acapella']

Class Name retrieved from GT file

class_name = groundTr_data['className']

class_name

'danceability'

Load a DF containing all the tracks (features + GT data)

path_features = os.path.join(path_app, 'datasets', class_name, 'features')
low_level_dir = ''
if len(os.listdir(path_features)) == 0:
    print("Directory is empty")
else:
    print("Directory is not empty")
    directory_contents = os.listdir(path_features)
    if 'mp3' in directory_contents:
        low_level_dir = 'mp3'
    elif 'orig' in directory_contents:
        low_level_dir = 'orig'
    else:
        low_level_dir = ''
        print('There is no valid low-level data inside the features directory')
print('Low-level directory:', low_level_dir)

Directory is not empty
Low-level directory: mp3

path_low_level = os.path.join(path_app, 'datasets/{}'.format(class_name), 'features', low_level_dir)

# path_low_level

labeled_tracks = groundTr_data["groundTruth"]
print("GROUND TRUTH DICTIONARY LENGTH:", len(labeled_tracks))
tracks_list = []
for track, label in labeled_tracks.items():
    tracks_list.append((track, label))

GROUND TRUTH DICTIONARY LENGTH: 225

import random

random.seed(1)

random.shuffle(tracks_list)

if low_level_dir != '':
    df_tracks = pd.DataFrame(data=tracks_list, columns=["track", class_name])

Plot the track's paths

df_tracks.head(20)

	track	danceability
0	R&B and Soul/08 Ignition (remix) - Kelly, R.mp3	danceable
1	Reggae/04 A Place in the Sun.mp3	danceable
2	Rock and Metal/07 School's Out - Cooper, Alice.mp3	not_danceable
3	Folk and New Age/19 If I Had a Hammer.mp3	not_danceable
4	Dance and House/04 Sun Is Shining.mp3	danceable
5	Hip-Hop and Rap/11 The What.mp3	danceable
6	Techno and Electro/01 Bigmouth.mp3	danceable
7	Rock and Metal/08 I Can't Dance - Genesis.mp3	not_danceable
8	Vocal and Acapella/09 Stepping Out With My Baby.mp3	not_danceable
9	Dance and House/10 Spin Spin Sugar (Armands Dark Garage Mix).mp3	danceable
10	Latin/06 Distinto Diferente - Afro-Cuban All Stars.mp3	danceable
11	House & Garage and Grime/01 Sweet Like Chocolate.mp3	danceable
12	House & Garage and Grime/03 Straight From The Heart.mp3	danceable
13	Country/13 Okie From Muskogee - Haggard, Merle.mp3	not_danceable
14	Jazz/12 Off Minor - Monk, Thelonious.mp3	not_danceable
15	Blues/10 When It Rains It Pours.mp3	not_danceable
16	Reggae/02 Dub Be Good To Me - Beats International & Lindy Layton.mp3	danceable
17	Dance and House/03 Sing It Back [Boris Dlugosch Mix].mp3	danceable
18	Reggae/03 Toppa Ting.mp3	danceable
19	Rock and Metal/04 Walk This Way - Run DMC & Aerosmith.mp3	danceable

Check the className distribution of the data based on the 'genre_category'

Data distribution based on the genres

Features DF

Clean the low-level from the unnecessary features and load the rest to a list

Each index/item of the list contains the cleaned dictionary low-level data, flattened by the relevant function

list_feats_tracks = []

list_feats_tracks.clear()  # clear the list if it not empty

counter_items_transformed = 0

for index, row in df_tracks.iterrows():
    path_low_data = os.path.join(path_low_level, "{}.json".format(row["track"]))
    try:
        f = open(path_low_data)
        data_feats_item = json.load(f, strict=False)
    except Exception as e:
        print("Exception occurred in loading file:", e)
    try:
        if 'beats_position' in data_feats_item['rhythm']:
            del data_feats_item['rhythm']['beats_position']
    except Exception as e:
        print("There is no 'rhythm' key in the low level data. Exception:", e)
        
    # data dictionary transformed to a fully flattened dictionary
    data_feats_item = flatten_dict_full(data_feats_item)
        
    list_feats_tracks.append(dict(data_feats_item))
    
    counter_items_transformed += 1

print('Items parsed and transformed:', counter_items_transformed)

Items parsed and transformed: 225

len(list_feats_tracks)

225

Check a flattened low-level instance and save a sample locally

type(list_feats_tracks[0])

dict

example_dict = list_feats_tracks[0]

df_sample = pd.DataFrame.from_dict(example_dict, orient='index', columns=['low_level_data'])

df_sample.reset_index(level=0, inplace=True)

df_sample.columns = ['low_level_data', 'low_level_values']
df_sample.head()

	low_level_data	low_level_values
0	lowlevel_average_loudness	0.90161
1	lowlevel_barkbands_crest_dmean	2.85192
2	lowlevel_barkbands_crest_dmean2	4.49959
3	lowlevel_barkbands_crest_dvar	8.70612
4	lowlevel_barkbands_crest_dvar2	19.5473

# df_sample.to_csv('sample_flattened_low_level_data.csv')

Transform the low-level features instances to DF

df_feats_tracks = pd.DataFrame(list_feats_tracks, columns=list_feats_tracks[0].keys())

df_feats_tracks.head()

	lowlevel_average_loudness	lowlevel_barkbands_crest_dmean	lowlevel_barkbands_crest_dmean2	lowlevel_barkbands_crest_dvar	lowlevel_barkbands_crest_dvar2	lowlevel_barkbands_crest_max	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_min	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_dmean	lowlevel_barkbands_flatness_db_dmean2	lowlevel_barkbands_flatness_db_dvar	lowlevel_barkbands_flatness_db_dvar2	lowlevel_barkbands_flatness_db_max	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_min	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_dmean	lowlevel_barkbands_kurtosis_dmean2	lowlevel_barkbands_kurtosis_dvar	lowlevel_barkbands_kurtosis_dvar2	lowlevel_barkbands_kurtosis_max	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_min	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_dmean	lowlevel_barkbands_skewness_dmean2	lowlevel_barkbands_skewness_dvar	lowlevel_barkbands_skewness_dvar2	lowlevel_barkbands_skewness_max	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_min	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_dmean	lowlevel_barkbands_spread_dmean2	lowlevel_barkbands_spread_dvar	lowlevel_barkbands_spread_dvar2	lowlevel_barkbands_spread_max	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_min	lowlevel_barkbands_spread_var	lowlevel_dissonance_dmean	lowlevel_dissonance_dmean2	lowlevel_dissonance_dvar	lowlevel_dissonance_dvar2	lowlevel_dissonance_max	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_min	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_dmean	lowlevel_erbbands_crest_dmean2	lowlevel_erbbands_crest_dvar	lowlevel_erbbands_crest_dvar2	lowlevel_erbbands_crest_max	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_min	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_dmean	lowlevel_erbbands_flatness_db_dmean2	lowlevel_erbbands_flatness_db_dvar	lowlevel_erbbands_flatness_db_dvar2	lowlevel_erbbands_flatness_db_max	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_min	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_dmean	lowlevel_erbbands_kurtosis_dmean2	lowlevel_erbbands_kurtosis_dvar	lowlevel_erbbands_kurtosis_dvar2	lowlevel_erbbands_kurtosis_max	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_min	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_dmean	lowlevel_erbbands_skewness_dmean2	lowlevel_erbbands_skewness_dvar	lowlevel_erbbands_skewness_dvar2	lowlevel_erbbands_skewness_max	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_min	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_dmean	lowlevel_erbbands_spread_dmean2	lowlevel_erbbands_spread_dvar	lowlevel_erbbands_spread_dvar2	lowlevel_erbbands_spread_max	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_min	lowlevel_erbbands_spread_var	lowlevel_hfc_dmean	lowlevel_hfc_dmean2	lowlevel_hfc_dvar	lowlevel_hfc_dvar2	lowlevel_hfc_max	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_min	lowlevel_hfc_var	lowlevel_melbands_crest_dmean	lowlevel_melbands_crest_dmean2	lowlevel_melbands_crest_dvar	lowlevel_melbands_crest_dvar2	lowlevel_melbands_crest_max	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_min	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_dmean	lowlevel_melbands_flatness_db_dmean2	lowlevel_melbands_flatness_db_dvar	lowlevel_melbands_flatness_db_dvar2	lowlevel_melbands_flatness_db_max	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_min	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_dmean	lowlevel_melbands_kurtosis_dmean2	lowlevel_melbands_kurtosis_dvar	lowlevel_melbands_kurtosis_dvar2	lowlevel_melbands_kurtosis_max	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_min	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_dmean	lowlevel_melbands_skewness_dmean2	lowlevel_melbands_skewness_dvar	lowlevel_melbands_skewness_dvar2	lowlevel_melbands_skewness_max	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_min	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_dmean	lowlevel_melbands_spread_dmean2	lowlevel_melbands_spread_dvar	lowlevel_melbands_spread_dvar2	lowlevel_melbands_spread_max	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_min	lowlevel_melbands_spread_var	lowlevel_pitch_salience_dmean	lowlevel_pitch_salience_dmean2	lowlevel_pitch_salience_dvar	lowlevel_pitch_salience_dvar2	lowlevel_pitch_salience_max	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_min	lowlevel_pitch_salience_var	lowlevel_silence_rate_20dB_dmean	lowlevel_silence_rate_20dB_dmean2	lowlevel_silence_rate_20dB_dvar	lowlevel_silence_rate_20dB_dvar2	lowlevel_silence_rate_20dB_max	lowlevel_silence_rate_20dB_mean	lowlevel_silence_rate_20dB_median	lowlevel_silence_rate_20dB_min	lowlevel_silence_rate_20dB_var	lowlevel_silence_rate_30dB_dmean	lowlevel_silence_rate_30dB_dmean2	lowlevel_silence_rate_30dB_dvar	lowlevel_silence_rate_30dB_dvar2	lowlevel_silence_rate_30dB_max	lowlevel_silence_rate_30dB_mean	lowlevel_silence_rate_30dB_median	lowlevel_silence_rate_30dB_min	lowlevel_silence_rate_30dB_var	lowlevel_silence_rate_60dB_dmean	lowlevel_silence_rate_60dB_dmean2	lowlevel_silence_rate_60dB_dvar	lowlevel_silence_rate_60dB_dvar2	lowlevel_silence_rate_60dB_max	lowlevel_silence_rate_60dB_mean	lowlevel_silence_rate_60dB_median	lowlevel_silence_rate_60dB_min	lowlevel_silence_rate_60dB_var	lowlevel_spectral_centroid_dmean	lowlevel_spectral_centroid_dmean2	lowlevel_spectral_centroid_dvar	lowlevel_spectral_centroid_dvar2	lowlevel_spectral_centroid_max	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_min	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_dmean	lowlevel_spectral_complexity_dmean2	lowlevel_spectral_complexity_dvar	lowlevel_spectral_complexity_dvar2	lowlevel_spectral_complexity_max	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_min	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_dmean	lowlevel_spectral_decrease_dmean2	lowlevel_spectral_decrease_dvar	lowlevel_spectral_decrease_dvar2	lowlevel_spectral_decrease_max	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_min	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_dmean	lowlevel_spectral_energy_dmean2	lowlevel_spectral_energy_dvar	lowlevel_spectral_energy_dvar2	lowlevel_spectral_energy_max	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_min	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_high_dmean	lowlevel_spectral_energyband_high_dmean2	lowlevel_spectral_energyband_high_dvar	lowlevel_spectral_energyband_high_dvar2	lowlevel_spectral_energyband_high_max	lowlevel_spectral_energyband_high_mean	lowlevel_spectral_energyband_high_median	lowlevel_spectral_energyband_high_min	lowlevel_spectral_energyband_high_var	lowlevel_spectral_energyband_low_dmean	lowlevel_spectral_energyband_low_dmean2	lowlevel_spectral_energyband_low_dvar	lowlevel_spectral_energyband_low_dvar2	lowlevel_spectral_energyband_low_max	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_min	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_dmean	lowlevel_spectral_energyband_middle_high_dmean2	lowlevel_spectral_energyband_middle_high_dvar	lowlevel_spectral_energyband_middle_high_dvar2	lowlevel_spectral_energyband_middle_high_max	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_min	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_dmean	lowlevel_spectral_energyband_middle_low_dmean2	lowlevel_spectral_energyband_middle_low_dvar	lowlevel_spectral_energyband_middle_low_dvar2	lowlevel_spectral_energyband_middle_low_max	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_min	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_dmean	lowlevel_spectral_entropy_dmean2	lowlevel_spectral_entropy_dvar	lowlevel_spectral_entropy_dvar2	lowlevel_spectral_entropy_max	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_min	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_dmean	lowlevel_spectral_flux_dmean2	lowlevel_spectral_flux_dvar	lowlevel_spectral_flux_dvar2	lowlevel_spectral_flux_max	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_min	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_dmean	lowlevel_spectral_kurtosis_dmean2	lowlevel_spectral_kurtosis_dvar	lowlevel_spectral_kurtosis_dvar2	lowlevel_spectral_kurtosis_max	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_min	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_dmean	lowlevel_spectral_rms_dmean2	lowlevel_spectral_rms_dvar	lowlevel_spectral_rms_dvar2	lowlevel_spectral_rms_max	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_min	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_dmean	lowlevel_spectral_rolloff_dmean2	lowlevel_spectral_rolloff_dvar	lowlevel_spectral_rolloff_dvar2	lowlevel_spectral_rolloff_max	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_min	lowlevel_spectral_rolloff_var	lowlevel_spectr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pm_histogram_second_peak_weight_dmean	rhythm_bpm_histogram_second_peak_weight_dmean2	rhythm_bpm_histogram_second_peak_weight_dvar	rhythm_bpm_histogram_second_peak_weight_dvar2	rhythm_bpm_histogram_second_peak_weight_max	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_min	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_dmean_0	rhythm_beats_loudness_band_ratio_dmean_1	rhythm_beats_loudness_band_ratio_dmean_2	rhythm_beats_loudness_band_ratio_dmean_3	rhythm_beats_loudness_band_ratio_dmean_4	rhythm_beats_loudness_band_ratio_dmean_5	rhythm_beats_loudness_band_ratio_dmean2_0	rhythm_beats_loudness_band_ratio_dmean2_1	rhythm_beats_loudness_band_ratio_dmean2_2	rhythm_beats_loudness_band_ratio_dmean2_3	rhythm_beats_loudness_band_ratio_dmean2_4	rhythm_beats_loudness_band_ratio_dmean2_5	rhythm_beats_loudness_band_ratio_dvar_0	rhythm_beats_loudness_band_ratio_dvar_1	rhythm_beats_loudness_band_ratio_dvar_2	rhythm_beats_loudness_band_ratio_dvar_3	rhythm_beats_loudness_band_ratio_dvar_4	rhythm_beats_loudness_band_ratio_dvar_5	rhythm_beats_loudness_band_ratio_dvar2_0	rhythm_beats_loudness_band_ratio_dvar2_1	rhythm_beats_loudness_band_ratio_dvar2_2	rhythm_beats_loudness_band_ratio_dvar2_3	rhythm_beats_loudness_band_ratio_dvar2_4	rhythm_beats_loudness_band_ratio_dvar2_5	rhythm_beats_loudness_band_ratio_max_0	rhythm_beats_loudness_band_ratio_max_1	rhythm_beats_loudness_band_ratio_max_2	rhythm_beats_loudness_band_ratio_max_3	rhythm_beats_loudness_band_ratio_max_4	rhythm_beats_loudness_band_ratio_max_5	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_min_0	rhythm_beats_loudness_band_ratio_min_1	rhythm_beats_loudness_band_ratio_min_2	rhythm_beats_loudness_band_ratio_min_3	rhythm_beats_loudness_band_ratio_min_4	rhythm_beats_loudness_band_ratio_min_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_dmean	tonal_chords_strength_dmean2	tonal_chords_strength_dvar	tonal_chords_strength_dvar2	tonal_chords_strength_max	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_min	tonal_chords_strength_var	tonal_hpcp_entropy_dmean	tonal_hpcp_entropy_dmean2	tonal_hpcp_entropy_dvar	tonal_hpcp_entropy_dvar2	tonal_hpcp_entropy_max	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_min	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_dmean_0	tonal_hpcp_dmean_1	tonal_hpcp_dmean_2	tonal_hpcp_dmean_3	tonal_hpcp_dmean_4	tonal_hpcp_dmean_5	tonal_hpcp_dmean_6	tonal_hpcp_dmean_7	tonal_hpcp_dmean_8	tonal_hpcp_dmean_9	tonal_hpcp_dmean_10	tonal_hpcp_dmean_11	tonal_hpcp_dmean_12	tonal_hpcp_dmean_13	tonal_hpcp_dmean_14	tonal_hpcp_dmean_15	tonal_hpcp_dmean_16	tonal_hpcp_dmean_17	tonal_hpcp_dmean_18	tonal_hpcp_dmean_19	tonal_hpcp_dmean_20	tonal_hpcp_dmean_21	tonal_hpcp_dmean_22	tonal_hpcp_dmean_23	tonal_hpcp_dmean_24	tonal_hpcp_dmean_25	tonal_hpcp_dmean_26	tonal_hpcp_dmean_27	tonal_hpcp_dmean_28	tonal_hpcp_dmean_29	tonal_hpcp_dmean_30	tonal_hpcp_dmean_31	tonal_hpcp_dmean_32	tonal_hpcp_dmean_33	tonal_hpcp_dmean_34	tonal_hpcp_dmean_35	tonal_hpcp_dmean2_0	tonal_hpcp_dmean2_1	tonal_hpcp_dmean2_2	tonal_hpcp_dmean2_3	tonal_hpcp_dmean2_4	tonal_hpcp_dmean2_5	tonal_hpcp_dmean2_6	tonal_hpcp_dmean2_7	tonal_hpcp_dmean2_8	tonal_hpcp_dmean2_9	tonal_hpcp_dmean2_10	tonal_hpcp_dmean2_11	tonal_hpcp_dmean2_12	tonal_hpcp_dmean2_13	tonal_hpcp_dmean2_14	tonal_hpcp_dmean2_15	tonal_hpcp_dmean2_16	tonal_hpcp_dmean2_17	tonal_hpcp_dmean2_18	tonal_hpcp_dmean2_19	tonal_hpcp_dmean2_20	tonal_hpcp_dmean2_21	tonal_hpcp_dmean2_22	tonal_hpcp_dmean2_23	tonal_hpcp_dmean2_24	tonal_hpcp_dmean2_25	tonal_hpcp_dmean2_26	tonal_hpcp_dmean2_27	tonal_hpcp_dmean2_28	tonal_hpcp_dmean2_29	tonal_hpcp_dmean2_30	tonal_hpcp_dmean2_31	tonal_hpcp_dmean2_32	tonal_hpcp_dmean2_33	tonal_hpcp_dmean2_34	tonal_hpcp_dmean2_35	tonal_hpcp_dvar_0	tonal_hpcp_dvar_1	tonal_hpcp_dvar_2	tonal_hpcp_dvar_3	tonal_hpcp_dvar_4	tonal_hpcp_dvar_5	tonal_hpcp_dvar_6	tonal_hpcp_dvar_7	tonal_hpcp_dvar_8	tonal_hpcp_dvar_9	tonal_hpcp_dvar_10	tonal_hpcp_dvar_11	tonal_hpcp_dvar_12	tonal_hpcp_dvar_13	tonal_hpcp_dvar_14	tonal_hpcp_dvar_15	tonal_hpcp_dvar_16	tonal_hpcp_dvar_17	tonal_hpcp_dvar_18	tonal_hpcp_dvar_19	tonal_hpcp_dvar_20	tonal_hpcp_dvar_21	tonal_hpcp_dvar_22	tonal_hpcp_dvar_23	tonal_hpcp_dvar_24	tonal_hpcp_dvar_25	tonal_hpcp_dvar_26	tonal_hpcp_dvar_27	tonal_hpcp_dvar_28	tonal_hpcp_dvar_29	tonal_hpcp_dvar_30	tonal_hpcp_dvar_31	tonal_hpcp_dvar_32	tonal_hpcp_dvar_33	tonal_hpcp_dvar_34	tonal_hpcp_dvar_35	tonal_hpcp_dvar2_0	tonal_hpcp_dvar2_1	tonal_hpcp_dvar2_2	tonal_hpcp_dvar2_3	tonal_hpcp_dvar2_4	tonal_hpcp_dvar2_5	tonal_hpcp_dvar2_6	tonal_hpcp_dvar2_7	tonal_hpcp_dvar2_8	tonal_hpcp_dvar2_9	tonal_hpcp_dvar2_10	tonal_hpcp_dvar2_11	tonal_hpcp_dvar2_12	tonal_hpcp_dvar2_13	tonal_hpcp_dvar2_14	tonal_hpcp_dvar2_15	tonal_hpcp_dvar2_16	tonal_hpcp_dvar2_17	tonal_hpcp_dvar2_18	tonal_hpcp_dvar2_19	tonal_hpcp_dvar2_20	tonal_hpcp_dvar2_21	tonal_hpcp_dvar2_22	tonal_hpcp_dvar2_23	tonal_hpcp_dvar2_24	tonal_hpcp_dvar2_25	tonal_hpcp_dvar2_26	tonal_hpcp_dvar2_27	tonal_hpcp_dvar2_28	tonal_hpcp_dvar2_29	tonal_hpcp_dvar2_30	tonal_hpcp_dvar2_31	tonal_hpcp_dvar2_32	tonal_hpcp_dvar2_33	tonal_hpcp_dvar2_34	tonal_hpcp_dvar2_35	tonal_hpcp_max_0	tonal_hpcp_max_1	tonal_hpcp_max_2	tonal_hpcp_max_3	tonal_hpcp_max_4	tonal_hpcp_max_5	tonal_hpcp_max_6	tonal_hpcp_max_7	tonal_hpcp_max_8	tonal_hpcp_max_9	tonal_hpcp_max_10	tonal_hpcp_max_11	tonal_hpcp_max_12	tonal_hpcp_max_13	tonal_hpcp_max_14	tonal_hpcp_max_15	tonal_hpcp_max_16	tonal_hpcp_max_17	tonal_hpcp_max_18	tonal_hpcp_max_19	tonal_hpcp_max_20	tonal_hpcp_max_21	tonal_hpcp_max_22	tonal_hpcp_max_23	tonal_hpcp_max_24	tonal_hpcp_max_25	tonal_hpcp_max_26	tonal_hpcp_max_27	tonal_hpcp_max_28	tonal_hpcp_max_29	tonal_hpcp_max_30	tonal_hpcp_max_31	tonal_hpcp_max_32	tonal_hpcp_max_33	tonal_hpcp_max_34	tonal_hpcp_max_35	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_min_0	tonal_hpcp_min_1	tonal_hpcp_min_2	tonal_hpcp_min_3	tonal_hpcp_min_4	tonal_hpcp_min_5	tonal_hpcp_min_6	tonal_hpcp_min_7	tonal_hpcp_min_8	tonal_hpcp_min_9	tonal_hpcp_min_10	tonal_hpcp_min_11	tonal_hpcp_min_12	tonal_hpcp_min_13	tonal_hpcp_min_14	tonal_hpcp_min_15	tonal_hpcp_min_16	tonal_hpcp_min_17	tonal_hpcp_min_18	tonal_hpcp_min_19	tonal_hpcp_min_20	tonal_hpcp_min_21	tonal_hpcp_min_22	tonal_hpcp_min_23	tonal_hpcp_min_24	tonal_hpcp_min_25	tonal_hpcp_min_26	tonal_hpcp_min_27	tonal_hpcp_min_28	tonal_hpcp_min_29	tonal_hpcp_min_30	tonal_hpcp_min_31	tonal_hpcp_min_32	tonal_hpcp_min_33	tonal_hpcp_min_34	tonal_hpcp_min_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_thpcp_0	tonal_thpcp_1	tonal_thpcp_2	tonal_thpcp_3	tonal_thpcp_4	tonal_thpcp_5	tonal_thpcp_6	tonal_thpcp_7	tonal_thpcp_8	tonal_thpcp_9	tonal_thpcp_10	tonal_thpcp_11	tonal_thpcp_12	tonal_thpcp_13	tonal_thpcp_14	tonal_thpcp_15	tonal_thpcp_16	tonal_thpcp_17	tonal_thpcp_18	tonal_thpcp_19	tonal_thpcp_20	tonal_thpcp_21	tonal_thpcp_22	tonal_thpcp_23	tonal_thpcp_24	tonal_thpcp_25	tonal_thpcp_26	tonal_thpcp_27	tonal_thpcp_28	tonal_thpcp_29	tonal_thpcp_30	tonal_thpcp_31	tonal_thpcp_32	tonal_thpcp_33	tonal_thpcp_34	tonal_thpcp_35	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
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Ignition (remix) - Kelly, R.mp3	Massive R&B - Spring Collection 2006 (Parental Adv [UK] Disc 1	Various Artists	Various Artists	2006	R&B	Universal Music TV	187186	Ignition (remix) - Kelly, R.	8	2.1-beta2	v2.1_beta2	music 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A Place in the Sun.mp3	Tighten Up, Vol. 1-6: Trojan Reggae Classics 1968-1974 Disc 1	Various Artists	David Isaacs	2002	Reggae	Sanctuary/Trojan	165906	A Place in the Sun	4	2.1-beta2	v2.1_beta2	music 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School's Out - Cooper, Alice.mp3	The Best Heavy Metal Album In The World... Ever [UK] Disc 1	Various Artists	Various Artists	2004	Rock/Pop	Virgin	208306	School's Out - Cooper, Alice	7	2.1-beta2	v2.1_beta2	music 1.0	458	0.009599	0.016926	0.000071	0.000202	0.088333	0.030570	0.029374	0.000000e+00	0.000185	135.368423	0	0	0	0	136	136	136	136	0	0	0	0	0	0.492837	0.492837	0.492837	0.492837	0	0	0	0	0	0.387309	0.387309	0.387309	0.387309	0	0	0	0	0	129	129	129	129	0	0	0	0	0	0.40	0.40	0.40	0.40	0	0	0	0	0	0.085339	0.085339	0.085339	0.085339	0	1.202788	2.876216	0.166065	0.082450	0.078000	0.091250	0.090912	0.042207	0.299928	0.142269	0.137879	0.163116	0.154166	0.074505	0.020967	0.007081	0.005509	0.007386	0.007865	0.001952	0.060677	0.017092	0.015258	0.020213	0.020318	0.005338	0.998692	0.762672	0.621941	0.713054	0.853483	0.503511	0.395638	0.139608	0.121149	0.153533	0.165010	0.074307	0.398063	0.116519	0.101506	0.111038	0.140462	0.054952	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000e+00	0.054370	0.012007	0.008684	0.015101	0.015903	0.004359	0.053277	0.003121	0.009688	0.010047	0.000540	0.000946	0.791532	0.527398	0.524706	-1.000000	0.010524	0.601265	1.012274	0.265314	0.718127	4.551215	2.011364	2.023812	0.000000	0.584542	0.791619	0.653626	0.010872	441.527557	0.720752	0.115607	0.100752	0.077612	0.078573	0.079789	0.095940	0.106827	0.101387	0.097586	0.089220	0.081964	0.076455	0.077743	0.079963	0.118106	0.149740	0.133633	0.109000	0.085539	0.087590	0.117721	0.134919	0.122268	0.118824	0.100490	0.083958	0.086192	0.100344	0.116221	0.162357	0.169492	0.160905	0.127954	0.119914	0.111137	0.115380	0.194198	0.168149	0.134451	0.136189	0.141815	0.166428	0.180465	0.173168	0.168008	0.154304	0.139041	0.131987	0.134700	0.138767	0.202509	0.254426	0.227001	0.193711	0.152955	0.154497	0.202094	0.228628	0.208688	0.208920	0.177281	0.147388	0.148976	0.173668	0.203468	0.278705	0.288743	0.276762	0.227968	0.213833	0.198852	0.200671	0.031645	0.025006	0.020890	0.023152	0.025454	0.028556	0.030261	0.030874	0.026295	0.026010	0.021871	0.020282	0.021798	0.020908	0.028788	0.040683	0.039434	0.036856	0.030243	0.027303	0.030199	0.040740	0.035849	0.035826	0.034162	0.025361	0.023863	0.031125	0.037092	0.046502	0.055155	0.047544	0.043018	0.044302	0.039018	0.032432	0.077706	0.062915	0.054090	0.060802	0.068830	0.077897	0.073853	0.076159	0.071714	0.064746	0.056910	0.055189	0.057908	0.056085	0.078891	0.099693	0.098325	0.102147	0.081832	0.075564	0.081390	0.100598	0.091602	0.100799	0.091176	0.069006	0.063836	0.083108	0.101571	0.121412	0.137781	0.129179	0.117504	0.117774	0.105183	0.087440	1	1	1.0	1.0	1.0	1	1	1	1.0	1	1	1.0	1	1.0	1	1	1	1.0	1.0	1.0	1	1	1	1.0	1.0	1.0	1	1	1.0	1	1	1	1.0	1	1.0	1	0.230239	0.161589	0.088923	0.088167	0.084191	0.121936	0.179095	0.155475	0.126247	0.143186	0.116919	0.092033	0.096376	0.099479	0.171838	0.254144	0.201220	0.111759	0.086667	0.086879	0.154560	0.240203	0.200630	0.138443	0.123586	0.095735	0.103448	0.122813	0.136593	0.271533	0.367865	0.236794	0.126093	0.116808	0.106189	0.163704	0.081076	0.061093	0.034053	0.028748	0.024327	0.048092	0.066673	0.050051	0.041600	0.035672	0.031423	0.031348	0.029252	0.031862	0.084875	0.120715	0.078643	0.033280	0.021082	0.023547	0.072785	0.091595	0.074382	0.051455	0.033910	0.026812	0.032855	0.040093	0.053893	0.134259	0.177819	0.109515	0.044709	0.036021	0.034475	0.066536	0.000000e+00	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.0	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.00000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.093193	0.047810	0.023191	0.025937	0.024941	0.035103	0.065212	0.059305	0.037526	0.062675	0.041543	0.024681	0.031326	0.029780	0.046521	0.089111	0.072868	0.036290	0.031906	0.028308	0.041554	0.096859	0.076388	0.041850	0.050592	0.028959	0.029309	0.040072	0.042325	0.090532	0.144800	0.076002	0.039907	0.040474	0.034707	0.046390	8.849754	2.518948	9.072671	0.289790	2.407490	0.044583	5.706643	0.044583	0.601873	0.066875	0.111458	0.066875	1.003121	0.111458	0.0	3.923317	1.471244	19.817209	0.000000	1.894784	1.872492	7.690593	13.508694	18.925547	1	0.643697	0.342770	0.317530	0.288664	0.445010	0.625879	0.439261	0.241726	0.239672	0.228865	0.331468	0.486849	0.422640	0.343188	0.389234	0.317832	0.250182	0.261988	0.270422	0.467121	0.690863	0.546994	0.303805	0.235594	0.236171	0.420154	0.652964	0.545390	0.376343	0.335955	0.260246	0.281213	0.333852	0.371312	0.738133	G	minor	G	major
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If I Had a Hammer.mp3	Where Have All the Flowers Gone: The Songs of Pete Seeger Disc 1	Various Artists	Nanci Griffith	1998	Rock	Appleseed	169360	If I Had a Hammer	19	2.1-beta2	v2.1_beta2	music 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Sun Is Shining.mp3	Ibiza: The History of House Disc 1	Various Artists	Bob Marley/Funkstar de Luxe	2003	Rock	Warner	285266	Sun Is Shining	4	2.1-beta2	v2.1_beta2	music 1.0	615	0.027521	0.052782	0.000333	0.001036	0.115687	0.063019	0.060598	2.663664e-03	0.000570	129.562820	0	0	0	0	129	129	129	129	0	0	0	0	0	0.119281	0.119281	0.119281	0.119281	0	0	0	0	0	0.877850	0.877850	0.877850	0.877850	0	0	0	0	0	117	117	117	117	0	0	0	0	0	0.00	0.00	0.00	0.00	0	0	0	0	0	0.001629	0.001629	0.001629	0.001629	0	1.591100	7.706269	0.235094	0.103183	0.057017	0.109723	0.041915	0.019551	0.457675	0.195645	0.103517	0.212290	0.076484	0.037073	0.033656	0.010429	0.004430	0.011500	0.002239	0.000556	0.110817	0.031488	0.011049	0.036445	0.006158	0.001709	0.966452	0.779987	0.873805	0.789592	0.435805	0.212035	0.719061	0.107708	0.072939	0.087250	0.040961	0.015556	0.792927	0.073275	0.032222	0.052413	0.022636	0.006491	0.001468	0.008412	0.003513	0.000170	0.000002	9.872231e-07	0.063636	0.010296	0.014695	0.011680	0.002875	0.000496	0.095556	0.001302	0.012498	0.014901	0.000094	0.000141	0.813952	0.460623	0.455142	0.258818	0.006865	0.697465	1.193932	0.298803	0.856424	4.570109	2.240198	2.236752	0.040573	0.520145	0.625667	0.518574	0.078617	439.491974	0.743865	0.264777	0.207299	0.160767	0.142239	0.151446	0.170402	0.200065	0.193613	0.149304	0.132507	0.094374	0.089100	0.097838	0.099861	0.125643	0.144464	0.131860	0.109823	0.085665	0.082156	0.104019	0.120729	0.099446	0.071696	0.064257	0.059270	0.063870	0.065069	0.075810	0.103656	0.133326	0.135322	0.151251	0.209144	0.236781	0.261228	0.480885	0.380135	0.301559	0.263100	0.279503	0.297144	0.356600	0.350220	0.266426	0.235786	0.172074	0.167679	0.183041	0.186108	0.227041	0.255995	0.239992	0.204677	0.157052	0.150463	0.182039	0.202976	0.164725	0.130468	0.118324	0.108742	0.115641	0.112132	0.134368	0.182964	0.235241	0.249174	0.281120	0.370526	0.420188	0.464700	0.103514	0.077607	0.071581	0.063219	0.064590	0.059102	0.070159	0.064936	0.051547	0.050858	0.031130	0.035988	0.042445	0.039324	0.047531	0.047565	0.046785	0.039682	0.030550	0.028906	0.034345	0.049705	0.030384	0.022660	0.023593	0.022847	0.019213	0.015166	0.018833	0.028402	0.041176	0.049587	0.061597	0.079983	0.097500	0.092056	0.270529	0.214508	0.199421	0.178197	0.181808	0.160080	0.168743	0.175550	0.137554	0.128437	0.087509	0.103821	0.121317	0.108892	0.129600	0.129299	0.127829	0.110768	0.085180	0.079430	0.091405	0.107958	0.073475	0.062570	0.065073	0.062717	0.052513	0.039176	0.051457	0.075692	0.108848	0.132938	0.163461	0.192412	0.202167	0.220614	1	1	1.0	1.0	1.0	1	1	1	1.0	1	1	1.0	1	1.0	1	1	1	1.0	1.0	1.0	1	1	1	1.0	1.0	1.0	1	1	1.0	1	1	1	1.0	1	1.0	1	0.237782	0.165773	0.113778	0.101048	0.107787	0.176805	0.251749	0.192750	0.141684	0.138165	0.081716	0.060952	0.066620	0.069568	0.105263	0.140896	0.118660	0.079540	0.061295	0.058759	0.115751	0.175836	0.122887	0.057892	0.046363	0.041267	0.054667	0.069728	0.068682	0.102750	0.146029	0.123100	0.105406	0.176583	0.250182	0.264888	0.055494	0.038158	0.012978	0.009063	0.014624	0.069410	0.092212	0.075008	0.038866	0.024462	0.013130	0.009463	0.009387	0.010468	0.027798	0.046617	0.034446	0.015628	0.008783	0.007809	0.024875	0.035506	0.026356	0.012312	0.006516	0.005872	0.011035	0.014745	0.017753	0.040149	0.060155	0.039460	0.015624	0.019118	0.032860	0.079299	7.677377e-07	0.000001	2.909944e-07	7.892895e-09	1.473621e-08	0.000005	0.000001	0.000014	7.622548e-07	6.898014e-07	2.736690e-08	1.461714e-08	9.831420e-09	0.000002	4.969657e-07	2.692724e-07	7.204378e-08	1.036848e-07	1.399662e-07	2.528766e-07	3.165900e-07	0.0	0.000007	5.650314e-08	8.205350e-08	3.117254e-08	1.337736e-07	2.699975e-07	8.840457e-07	1.593707e-07	1.940542e-07	0.00001	1.368296e-07	1.546764e-07	2.748943e-07	5.144060e-07	0.111189	0.065919	0.055840	0.049533	0.050165	0.060677	0.103314	0.065762	0.054009	0.067396	0.027289	0.023452	0.028495	0.027558	0.038055	0.048486	0.041643	0.028115	0.021702	0.020787	0.038159	0.090012	0.045711	0.017233	0.016581	0.015338	0.014604	0.016232	0.015751	0.028326	0.047994	0.045358	0.044721	0.079784	0.131218	0.109582	13.657822	6.430083	22.790167	39.085136	1.253459	0.553475	0.862771	0.797656	0.651148	7.488198	4.297575	0.000000	0.000000	0.016279	0.0	0.000000	0.000000	0.065115	0.000000	0.000000	1.172066	0.000000	0.830213	0.048836	1	0.897669	0.625821	0.429531	0.381473	0.406914	0.667469	0.950396	0.727663	0.534881	0.521599	0.308493	0.230104	0.251502	0.262631	0.397385	0.531908	0.447962	0.300278	0.231399	0.221827	0.436979	0.663811	0.463919	0.218554	0.175028	0.155791	0.206377	0.263235	0.259285	0.387901	0.551286	0.464723	0.397927	0.666630	0.944480	G	major	A	minor

df_feats_tracks.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 225 entries, 0 to 224
Columns: 2674 entries, lowlevel_average_loudness to tonal_key_scale
dtypes: float64(2575), int64(79), object(20)
memory usage: 4.6+ MB

df_feats_tracks.shape

(225, 2674)

Concatenate the tracks DF with the feats DF

df_tracks.columns

Index(['track', 'danceability'], dtype='object')

df_tracks.head()

	track	danceability
0	R&B and Soul/08 Ignition (remix) - Kelly, R.mp3	danceable
1	Reggae/04 A Place in the Sun.mp3	danceable
2	Rock and Metal/07 School's Out - Cooper, Alice.mp3	not_danceable
3	Folk and New Age/19 If I Had a Hammer.mp3	not_danceable
4	Dance and House/04 Sun Is Shining.mp3	danceable

df_feats_tracks.head()

	lowlevel_average_loudness	lowlevel_barkbands_crest_dmean	lowlevel_barkbands_crest_dmean2	lowlevel_barkbands_crest_dvar	lowlevel_barkbands_crest_dvar2	lowlevel_barkbands_crest_max	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_min	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_dmean	lowlevel_barkbands_flatness_db_dmean2	lowlevel_barkbands_flatness_db_dvar	lowlevel_barkbands_flatness_db_dvar2	lowlevel_barkbands_flatness_db_max	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_min	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_dmean	lowlevel_barkbands_kurtosis_dmean2	lowlevel_barkbands_kurtosis_dvar	lowlevel_barkbands_kurtosis_dvar2	lowlevel_barkbands_kurtosis_max	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_min	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_dmean	lowlevel_barkbands_skewness_dmean2	lowlevel_barkbands_skewness_dvar	lowlevel_barkbands_skewness_dvar2	lowlevel_barkbands_skewness_max	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_min	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_dmean	lowlevel_barkbands_spread_dmean2	lowlevel_barkbands_spread_dvar	lowlevel_barkbands_spread_dvar2	lowlevel_barkbands_spread_max	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_min	lowlevel_barkbands_spread_var	lowlevel_dissonance_dmean	lowlevel_dissonance_dmean2	lowlevel_dissonance_dvar	lowlevel_dissonance_dvar2	lowlevel_dissonance_max	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_min	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_dmean	lowlevel_erbbands_crest_dmean2	lowlevel_erbbands_crest_dvar	lowlevel_erbbands_crest_dvar2	lowlevel_erbbands_crest_max	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_min	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_dmean	lowlevel_erbbands_flatness_db_dmean2	lowlevel_erbbands_flatness_db_dvar	lowlevel_erbbands_flatness_db_dvar2	lowlevel_erbbands_flatness_db_max	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_min	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_dmean	lowlevel_erbbands_kurtosis_dmean2	lowlevel_erbbands_kurtosis_dvar	lowlevel_erbbands_kurtosis_dvar2	lowlevel_erbbands_kurtosis_max	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_min	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_dmean	lowlevel_erbbands_skewness_dmean2	lowlevel_erbbands_skewness_dvar	lowlevel_erbbands_skewness_dvar2	lowlevel_erbbands_skewness_max	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_min	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_dmean	lowlevel_erbbands_spread_dmean2	lowlevel_erbbands_spread_dvar	lowlevel_erbbands_spread_dvar2	lowlevel_erbbands_spread_max	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_min	lowlevel_erbbands_spread_var	lowlevel_hfc_dmean	lowlevel_hfc_dmean2	lowlevel_hfc_dvar	lowlevel_hfc_dvar2	lowlevel_hfc_max	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_min	lowlevel_hfc_var	lowlevel_melbands_crest_dmean	lowlevel_melbands_crest_dmean2	lowlevel_melbands_crest_dvar	lowlevel_melbands_crest_dvar2	lowlevel_melbands_crest_max	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_min	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_dmean	lowlevel_melbands_flatness_db_dmean2	lowlevel_melbands_flatness_db_dvar	lowlevel_melbands_flatness_db_dvar2	lowlevel_melbands_flatness_db_max	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_min	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_dmean	lowlevel_melbands_kurtosis_dmean2	lowlevel_melbands_kurtosis_dvar	lowlevel_melbands_kurtosis_dvar2	lowlevel_melbands_kurtosis_max	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_min	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_dmean	lowlevel_melbands_skewness_dmean2	lowlevel_melbands_skewness_dvar	lowlevel_melbands_skewness_dvar2	lowlevel_melbands_skewness_max	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_min	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_dmean	lowlevel_melbands_spread_dmean2	lowlevel_melbands_spread_dvar	lowlevel_melbands_spread_dvar2	lowlevel_melbands_spread_max	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_min	lowlevel_melbands_spread_var	lowlevel_pitch_salience_dmean	lowlevel_pitch_salience_dmean2	lowlevel_pitch_salience_dvar	lowlevel_pitch_salience_dvar2	lowlevel_pitch_salience_max	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_min	lowlevel_pitch_salience_var	lowlevel_silence_rate_20dB_dmean	lowlevel_silence_rate_20dB_dmean2	lowlevel_silence_rate_20dB_dvar	lowlevel_silence_rate_20dB_dvar2	lowlevel_silence_rate_20dB_max	lowlevel_silence_rate_20dB_mean	lowlevel_silence_rate_20dB_median	lowlevel_silence_rate_20dB_min	lowlevel_silence_rate_20dB_var	lowlevel_silence_rate_30dB_dmean	lowlevel_silence_rate_30dB_dmean2	lowlevel_silence_rate_30dB_dvar	lowlevel_silence_rate_30dB_dvar2	lowlevel_silence_rate_30dB_max	lowlevel_silence_rate_30dB_mean	lowlevel_silence_rate_30dB_median	lowlevel_silence_rate_30dB_min	lowlevel_silence_rate_30dB_var	lowlevel_silence_rate_60dB_dmean	lowlevel_silence_rate_60dB_dmean2	lowlevel_silence_rate_60dB_dvar	lowlevel_silence_rate_60dB_dvar2	lowlevel_silence_rate_60dB_max	lowlevel_silence_rate_60dB_mean	lowlevel_silence_rate_60dB_median	lowlevel_silence_rate_60dB_min	lowlevel_silence_rate_60dB_var	lowlevel_spectral_centroid_dmean	lowlevel_spectral_centroid_dmean2	lowlevel_spectral_centroid_dvar	lowlevel_spectral_centroid_dvar2	lowlevel_spectral_centroid_max	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_min	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_dmean	lowlevel_spectral_complexity_dmean2	lowlevel_spectral_complexity_dvar	lowlevel_spectral_complexity_dvar2	lowlevel_spectral_complexity_max	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_min	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_dmean	lowlevel_spectral_decrease_dmean2	lowlevel_spectral_decrease_dvar	lowlevel_spectral_decrease_dvar2	lowlevel_spectral_decrease_max	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_min	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_dmean	lowlevel_spectral_energy_dmean2	lowlevel_spectral_energy_dvar	lowlevel_spectral_energy_dvar2	lowlevel_spectral_energy_max	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_min	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_high_dmean	lowlevel_spectral_energyband_high_dmean2	lowlevel_spectral_energyband_high_dvar	lowlevel_spectral_energyband_high_dvar2	lowlevel_spectral_energyband_high_max	lowlevel_spectral_energyband_high_mean	lowlevel_spectral_energyband_high_median	lowlevel_spectral_energyband_high_min	lowlevel_spectral_energyband_high_var	lowlevel_spectral_energyband_low_dmean	lowlevel_spectral_energyband_low_dmean2	lowlevel_spectral_energyband_low_dvar	lowlevel_spectral_energyband_low_dvar2	lowlevel_spectral_energyband_low_max	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_min	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_dmean	lowlevel_spectral_energyband_middle_high_dmean2	lowlevel_spectral_energyband_middle_high_dvar	lowlevel_spectral_energyband_middle_high_dvar2	lowlevel_spectral_energyband_middle_high_max	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_min	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_dmean	lowlevel_spectral_energyband_middle_low_dmean2	lowlevel_spectral_energyband_middle_low_dvar	lowlevel_spectral_energyband_middle_low_dvar2	lowlevel_spectral_energyband_middle_low_max	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_min	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_dmean	lowlevel_spectral_entropy_dmean2	lowlevel_spectral_entropy_dvar	lowlevel_spectral_entropy_dvar2	lowlevel_spectral_entropy_max	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_min	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_dmean	lowlevel_spectral_flux_dmean2	lowlevel_spectral_flux_dvar	lowlevel_spectral_flux_dvar2	lowlevel_spectral_flux_max	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_min	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_dmean	lowlevel_spectral_kurtosis_dmean2	lowlevel_spectral_kurtosis_dvar	lowlevel_spectral_kurtosis_dvar2	lowlevel_spectral_kurtosis_max	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_min	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_dmean	lowlevel_spectral_rms_dmean2	lowlevel_spectral_rms_dvar	lowlevel_spectral_rms_dvar2	lowlevel_spectral_rms_max	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_min	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_dmean	lowlevel_spectral_rolloff_dmean2	lowlevel_spectral_rolloff_dvar	lowlevel_spectral_rolloff_dvar2	lowlevel_spectral_rolloff_max	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_min	lowlevel_spectral_rolloff_var	lowlevel_spectr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pm_histogram_second_peak_weight_dmean	rhythm_bpm_histogram_second_peak_weight_dmean2	rhythm_bpm_histogram_second_peak_weight_dvar	rhythm_bpm_histogram_second_peak_weight_dvar2	rhythm_bpm_histogram_second_peak_weight_max	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_min	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_dmean_0	rhythm_beats_loudness_band_ratio_dmean_1	rhythm_beats_loudness_band_ratio_dmean_2	rhythm_beats_loudness_band_ratio_dmean_3	rhythm_beats_loudness_band_ratio_dmean_4	rhythm_beats_loudness_band_ratio_dmean_5	rhythm_beats_loudness_band_ratio_dmean2_0	rhythm_beats_loudness_band_ratio_dmean2_1	rhythm_beats_loudness_band_ratio_dmean2_2	rhythm_beats_loudness_band_ratio_dmean2_3	rhythm_beats_loudness_band_ratio_dmean2_4	rhythm_beats_loudness_band_ratio_dmean2_5	rhythm_beats_loudness_band_ratio_dvar_0	rhythm_beats_loudness_band_ratio_dvar_1	rhythm_beats_loudness_band_ratio_dvar_2	rhythm_beats_loudness_band_ratio_dvar_3	rhythm_beats_loudness_band_ratio_dvar_4	rhythm_beats_loudness_band_ratio_dvar_5	rhythm_beats_loudness_band_ratio_dvar2_0	rhythm_beats_loudness_band_ratio_dvar2_1	rhythm_beats_loudness_band_ratio_dvar2_2	rhythm_beats_loudness_band_ratio_dvar2_3	rhythm_beats_loudness_band_ratio_dvar2_4	rhythm_beats_loudness_band_ratio_dvar2_5	rhythm_beats_loudness_band_ratio_max_0	rhythm_beats_loudness_band_ratio_max_1	rhythm_beats_loudness_band_ratio_max_2	rhythm_beats_loudness_band_ratio_max_3	rhythm_beats_loudness_band_ratio_max_4	rhythm_beats_loudness_band_ratio_max_5	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_min_0	rhythm_beats_loudness_band_ratio_min_1	rhythm_beats_loudness_band_ratio_min_2	rhythm_beats_loudness_band_ratio_min_3	rhythm_beats_loudness_band_ratio_min_4	rhythm_beats_loudness_band_ratio_min_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_dmean	tonal_chords_strength_dmean2	tonal_chords_strength_dvar	tonal_chords_strength_dvar2	tonal_chords_strength_max	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_min	tonal_chords_strength_var	tonal_hpcp_entropy_dmean	tonal_hpcp_entropy_dmean2	tonal_hpcp_entropy_dvar	tonal_hpcp_entropy_dvar2	tonal_hpcp_entropy_max	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_min	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_dmean_0	tonal_hpcp_dmean_1	tonal_hpcp_dmean_2	tonal_hpcp_dmean_3	tonal_hpcp_dmean_4	tonal_hpcp_dmean_5	tonal_hpcp_dmean_6	tonal_hpcp_dmean_7	tonal_hpcp_dmean_8	tonal_hpcp_dmean_9	tonal_hpcp_dmean_10	tonal_hpcp_dmean_11	tonal_hpcp_dmean_12	tonal_hpcp_dmean_13	tonal_hpcp_dmean_14	tonal_hpcp_dmean_15	tonal_hpcp_dmean_16	tonal_hpcp_dmean_17	tonal_hpcp_dmean_18	tonal_hpcp_dmean_19	tonal_hpcp_dmean_20	tonal_hpcp_dmean_21	tonal_hpcp_dmean_22	tonal_hpcp_dmean_23	tonal_hpcp_dmean_24	tonal_hpcp_dmean_25	tonal_hpcp_dmean_26	tonal_hpcp_dmean_27	tonal_hpcp_dmean_28	tonal_hpcp_dmean_29	tonal_hpcp_dmean_30	tonal_hpcp_dmean_31	tonal_hpcp_dmean_32	tonal_hpcp_dmean_33	tonal_hpcp_dmean_34	tonal_hpcp_dmean_35	tonal_hpcp_dmean2_0	tonal_hpcp_dmean2_1	tonal_hpcp_dmean2_2	tonal_hpcp_dmean2_3	tonal_hpcp_dmean2_4	tonal_hpcp_dmean2_5	tonal_hpcp_dmean2_6	tonal_hpcp_dmean2_7	tonal_hpcp_dmean2_8	tonal_hpcp_dmean2_9	tonal_hpcp_dmean2_10	tonal_hpcp_dmean2_11	tonal_hpcp_dmean2_12	tonal_hpcp_dmean2_13	tonal_hpcp_dmean2_14	tonal_hpcp_dmean2_15	tonal_hpcp_dmean2_16	tonal_hpcp_dmean2_17	tonal_hpcp_dmean2_18	tonal_hpcp_dmean2_19	tonal_hpcp_dmean2_20	tonal_hpcp_dmean2_21	tonal_hpcp_dmean2_22	tonal_hpcp_dmean2_23	tonal_hpcp_dmean2_24	tonal_hpcp_dmean2_25	tonal_hpcp_dmean2_26	tonal_hpcp_dmean2_27	tonal_hpcp_dmean2_28	tonal_hpcp_dmean2_29	tonal_hpcp_dmean2_30	tonal_hpcp_dmean2_31	tonal_hpcp_dmean2_32	tonal_hpcp_dmean2_33	tonal_hpcp_dmean2_34	tonal_hpcp_dmean2_35	tonal_hpcp_dvar_0	tonal_hpcp_dvar_1	tonal_hpcp_dvar_2	tonal_hpcp_dvar_3	tonal_hpcp_dvar_4	tonal_hpcp_dvar_5	tonal_hpcp_dvar_6	tonal_hpcp_dvar_7	tonal_hpcp_dvar_8	tonal_hpcp_dvar_9	tonal_hpcp_dvar_10	tonal_hpcp_dvar_11	tonal_hpcp_dvar_12	tonal_hpcp_dvar_13	tonal_hpcp_dvar_14	tonal_hpcp_dvar_15	tonal_hpcp_dvar_16	tonal_hpcp_dvar_17	tonal_hpcp_dvar_18	tonal_hpcp_dvar_19	tonal_hpcp_dvar_20	tonal_hpcp_dvar_21	tonal_hpcp_dvar_22	tonal_hpcp_dvar_23	tonal_hpcp_dvar_24	tonal_hpcp_dvar_25	tonal_hpcp_dvar_26	tonal_hpcp_dvar_27	tonal_hpcp_dvar_28	tonal_hpcp_dvar_29	tonal_hpcp_dvar_30	tonal_hpcp_dvar_31	tonal_hpcp_dvar_32	tonal_hpcp_dvar_33	tonal_hpcp_dvar_34	tonal_hpcp_dvar_35	tonal_hpcp_dvar2_0	tonal_hpcp_dvar2_1	tonal_hpcp_dvar2_2	tonal_hpcp_dvar2_3	tonal_hpcp_dvar2_4	tonal_hpcp_dvar2_5	tonal_hpcp_dvar2_6	tonal_hpcp_dvar2_7	tonal_hpcp_dvar2_8	tonal_hpcp_dvar2_9	tonal_hpcp_dvar2_10	tonal_hpcp_dvar2_11	tonal_hpcp_dvar2_12	tonal_hpcp_dvar2_13	tonal_hpcp_dvar2_14	tonal_hpcp_dvar2_15	tonal_hpcp_dvar2_16	tonal_hpcp_dvar2_17	tonal_hpcp_dvar2_18	tonal_hpcp_dvar2_19	tonal_hpcp_dvar2_20	tonal_hpcp_dvar2_21	tonal_hpcp_dvar2_22	tonal_hpcp_dvar2_23	tonal_hpcp_dvar2_24	tonal_hpcp_dvar2_25	tonal_hpcp_dvar2_26	tonal_hpcp_dvar2_27	tonal_hpcp_dvar2_28	tonal_hpcp_dvar2_29	tonal_hpcp_dvar2_30	tonal_hpcp_dvar2_31	tonal_hpcp_dvar2_32	tonal_hpcp_dvar2_33	tonal_hpcp_dvar2_34	tonal_hpcp_dvar2_35	tonal_hpcp_max_0	tonal_hpcp_max_1	tonal_hpcp_max_2	tonal_hpcp_max_3	tonal_hpcp_max_4	tonal_hpcp_max_5	tonal_hpcp_max_6	tonal_hpcp_max_7	tonal_hpcp_max_8	tonal_hpcp_max_9	tonal_hpcp_max_10	tonal_hpcp_max_11	tonal_hpcp_max_12	tonal_hpcp_max_13	tonal_hpcp_max_14	tonal_hpcp_max_15	tonal_hpcp_max_16	tonal_hpcp_max_17	tonal_hpcp_max_18	tonal_hpcp_max_19	tonal_hpcp_max_20	tonal_hpcp_max_21	tonal_hpcp_max_22	tonal_hpcp_max_23	tonal_hpcp_max_24	tonal_hpcp_max_25	tonal_hpcp_max_26	tonal_hpcp_max_27	tonal_hpcp_max_28	tonal_hpcp_max_29	tonal_hpcp_max_30	tonal_hpcp_max_31	tonal_hpcp_max_32	tonal_hpcp_max_33	tonal_hpcp_max_34	tonal_hpcp_max_35	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_min_0	tonal_hpcp_min_1	tonal_hpcp_min_2	tonal_hpcp_min_3	tonal_hpcp_min_4	tonal_hpcp_min_5	tonal_hpcp_min_6	tonal_hpcp_min_7	tonal_hpcp_min_8	tonal_hpcp_min_9	tonal_hpcp_min_10	tonal_hpcp_min_11	tonal_hpcp_min_12	tonal_hpcp_min_13	tonal_hpcp_min_14	tonal_hpcp_min_15	tonal_hpcp_min_16	tonal_hpcp_min_17	tonal_hpcp_min_18	tonal_hpcp_min_19	tonal_hpcp_min_20	tonal_hpcp_min_21	tonal_hpcp_min_22	tonal_hpcp_min_23	tonal_hpcp_min_24	tonal_hpcp_min_25	tonal_hpcp_min_26	tonal_hpcp_min_27	tonal_hpcp_min_28	tonal_hpcp_min_29	tonal_hpcp_min_30	tonal_hpcp_min_31	tonal_hpcp_min_32	tonal_hpcp_min_33	tonal_hpcp_min_34	tonal_hpcp_min_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_thpcp_0	tonal_thpcp_1	tonal_thpcp_2	tonal_thpcp_3	tonal_thpcp_4	tonal_thpcp_5	tonal_thpcp_6	tonal_thpcp_7	tonal_thpcp_8	tonal_thpcp_9	tonal_thpcp_10	tonal_thpcp_11	tonal_thpcp_12	tonal_thpcp_13	tonal_thpcp_14	tonal_thpcp_15	tonal_thpcp_16	tonal_thpcp_17	tonal_thpcp_18	tonal_thpcp_19	tonal_thpcp_20	tonal_thpcp_21	tonal_thpcp_22	tonal_thpcp_23	tonal_thpcp_24	tonal_thpcp_25	tonal_thpcp_26	tonal_thpcp_27	tonal_thpcp_28	tonal_thpcp_29	tonal_thpcp_30	tonal_thpcp_31	tonal_thpcp_32	tonal_thpcp_33	tonal_thpcp_34	tonal_thpcp_35	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
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Ignition (remix) - Kelly, R.mp3	Massive R&B - Spring Collection 2006 (Parental Adv [UK] Disc 1	Various Artists	Various Artists	2006	R&B	Universal Music TV	187186	Ignition (remix) - Kelly, R.	8	2.1-beta2	v2.1_beta2	music 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A Place in the Sun.mp3	Tighten Up, Vol. 1-6: Trojan Reggae Classics 1968-1974 Disc 1	Various Artists	David Isaacs	2002	Reggae	Sanctuary/Trojan	165906	A Place in the Sun	4	2.1-beta2	v2.1_beta2	music 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School's Out - Cooper, Alice.mp3	The Best Heavy Metal Album In The World... Ever [UK] Disc 1	Various Artists	Various Artists	2004	Rock/Pop	Virgin	208306	School's Out - Cooper, Alice	7	2.1-beta2	v2.1_beta2	music 1.0	458	0.009599	0.016926	0.000071	0.000202	0.088333	0.030570	0.029374	0.000000e+00	0.000185	135.368423	0	0	0	0	136	136	136	136	0	0	0	0	0	0.492837	0.492837	0.492837	0.492837	0	0	0	0	0	0.387309	0.387309	0.387309	0.387309	0	0	0	0	0	129	129	129	129	0	0	0	0	0	0.40	0.40	0.40	0.40	0	0	0	0	0	0.085339	0.085339	0.085339	0.085339	0	1.202788	2.876216	0.166065	0.082450	0.078000	0.091250	0.090912	0.042207	0.299928	0.142269	0.137879	0.163116	0.154166	0.074505	0.020967	0.007081	0.005509	0.007386	0.007865	0.001952	0.060677	0.017092	0.015258	0.020213	0.020318	0.005338	0.998692	0.762672	0.621941	0.713054	0.853483	0.503511	0.395638	0.139608	0.121149	0.153533	0.165010	0.074307	0.398063	0.116519	0.101506	0.111038	0.140462	0.054952	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000e+00	0.054370	0.012007	0.008684	0.015101	0.015903	0.004359	0.053277	0.003121	0.009688	0.010047	0.000540	0.000946	0.791532	0.527398	0.524706	-1.000000	0.010524	0.601265	1.012274	0.265314	0.718127	4.551215	2.011364	2.023812	0.000000	0.584542	0.791619	0.653626	0.010872	441.527557	0.720752	0.115607	0.100752	0.077612	0.078573	0.079789	0.095940	0.106827	0.101387	0.097586	0.089220	0.081964	0.076455	0.077743	0.079963	0.118106	0.149740	0.133633	0.109000	0.085539	0.087590	0.117721	0.134919	0.122268	0.118824	0.100490	0.083958	0.086192	0.100344	0.116221	0.162357	0.169492	0.160905	0.127954	0.119914	0.111137	0.115380	0.194198	0.168149	0.134451	0.136189	0.141815	0.166428	0.180465	0.173168	0.168008	0.154304	0.139041	0.131987	0.134700	0.138767	0.202509	0.254426	0.227001	0.193711	0.152955	0.154497	0.202094	0.228628	0.208688	0.208920	0.177281	0.147388	0.148976	0.173668	0.203468	0.278705	0.288743	0.276762	0.227968	0.213833	0.198852	0.200671	0.031645	0.025006	0.020890	0.023152	0.025454	0.028556	0.030261	0.030874	0.026295	0.026010	0.021871	0.020282	0.021798	0.020908	0.028788	0.040683	0.039434	0.036856	0.030243	0.027303	0.030199	0.040740	0.035849	0.035826	0.034162	0.025361	0.023863	0.031125	0.037092	0.046502	0.055155	0.047544	0.043018	0.044302	0.039018	0.032432	0.077706	0.062915	0.054090	0.060802	0.068830	0.077897	0.073853	0.076159	0.071714	0.064746	0.056910	0.055189	0.057908	0.056085	0.078891	0.099693	0.098325	0.102147	0.081832	0.075564	0.081390	0.100598	0.091602	0.100799	0.091176	0.069006	0.063836	0.083108	0.101571	0.121412	0.137781	0.129179	0.117504	0.117774	0.105183	0.087440	1	1	1.0	1.0	1.0	1	1	1	1.0	1	1	1.0	1	1.0	1	1	1	1.0	1.0	1.0	1	1	1	1.0	1.0	1.0	1	1	1.0	1	1	1	1.0	1	1.0	1	0.230239	0.161589	0.088923	0.088167	0.084191	0.121936	0.179095	0.155475	0.126247	0.143186	0.116919	0.092033	0.096376	0.099479	0.171838	0.254144	0.201220	0.111759	0.086667	0.086879	0.154560	0.240203	0.200630	0.138443	0.123586	0.095735	0.103448	0.122813	0.136593	0.271533	0.367865	0.236794	0.126093	0.116808	0.106189	0.163704	0.081076	0.061093	0.034053	0.028748	0.024327	0.048092	0.066673	0.050051	0.041600	0.035672	0.031423	0.031348	0.029252	0.031862	0.084875	0.120715	0.078643	0.033280	0.021082	0.023547	0.072785	0.091595	0.074382	0.051455	0.033910	0.026812	0.032855	0.040093	0.053893	0.134259	0.177819	0.109515	0.044709	0.036021	0.034475	0.066536	0.000000e+00	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.0	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.00000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.093193	0.047810	0.023191	0.025937	0.024941	0.035103	0.065212	0.059305	0.037526	0.062675	0.041543	0.024681	0.031326	0.029780	0.046521	0.089111	0.072868	0.036290	0.031906	0.028308	0.041554	0.096859	0.076388	0.041850	0.050592	0.028959	0.029309	0.040072	0.042325	0.090532	0.144800	0.076002	0.039907	0.040474	0.034707	0.046390	8.849754	2.518948	9.072671	0.289790	2.407490	0.044583	5.706643	0.044583	0.601873	0.066875	0.111458	0.066875	1.003121	0.111458	0.0	3.923317	1.471244	19.817209	0.000000	1.894784	1.872492	7.690593	13.508694	18.925547	1	0.643697	0.342770	0.317530	0.288664	0.445010	0.625879	0.439261	0.241726	0.239672	0.228865	0.331468	0.486849	0.422640	0.343188	0.389234	0.317832	0.250182	0.261988	0.270422	0.467121	0.690863	0.546994	0.303805	0.235594	0.236171	0.420154	0.652964	0.545390	0.376343	0.335955	0.260246	0.281213	0.333852	0.371312	0.738133	G	minor	G	major
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If I Had a Hammer.mp3	Where Have All the Flowers Gone: The Songs of Pete Seeger Disc 1	Various Artists	Nanci Griffith	1998	Rock	Appleseed	169360	If I Had a Hammer	19	2.1-beta2	v2.1_beta2	music 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Sun Is Shining.mp3	Ibiza: The History of House Disc 1	Various Artists	Bob Marley/Funkstar de Luxe	2003	Rock	Warner	285266	Sun Is Shining	4	2.1-beta2	v2.1_beta2	music 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df_feats_tracks.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 225 entries, 0 to 224
Columns: 2674 entries, lowlevel_average_loudness to tonal_key_scale
dtypes: float64(2575), int64(79), object(20)
memory usage: 4.6+ MB

df_full_tracks = pd.concat([df_tracks, df_feats_tracks], axis=1)

df_full_tracks.head()

	track	danceability	lowlevel_average_loudness	lowlevel_barkbands_crest_dmean	lowlevel_barkbands_crest_dmean2	lowlevel_barkbands_crest_dvar	lowlevel_barkbands_crest_dvar2	lowlevel_barkbands_crest_max	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_min	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_dmean	lowlevel_barkbands_flatness_db_dmean2	lowlevel_barkbands_flatness_db_dvar	lowlevel_barkbands_flatness_db_dvar2	lowlevel_barkbands_flatness_db_max	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_min	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_dmean	lowlevel_barkbands_kurtosis_dmean2	lowlevel_barkbands_kurtosis_dvar	lowlevel_barkbands_kurtosis_dvar2	lowlevel_barkbands_kurtosis_max	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_min	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_dmean	lowlevel_barkbands_skewness_dmean2	lowlevel_barkbands_skewness_dvar	lowlevel_barkbands_skewness_dvar2	lowlevel_barkbands_skewness_max	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_min	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_dmean	lowlevel_barkbands_spread_dmean2	lowlevel_barkbands_spread_dvar	lowlevel_barkbands_spread_dvar2	lowlevel_barkbands_spread_max	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_min	lowlevel_barkbands_spread_var	lowlevel_dissonance_dmean	lowlevel_dissonance_dmean2	lowlevel_dissonance_dvar	lowlevel_dissonance_dvar2	lowlevel_dissonance_max	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_min	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_dmean	lowlevel_erbbands_crest_dmean2	lowlevel_erbbands_crest_dvar	lowlevel_erbbands_crest_dvar2	lowlevel_erbbands_crest_max	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_min	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_dmean	lowlevel_erbbands_flatness_db_dmean2	lowlevel_erbbands_flatness_db_dvar	lowlevel_erbbands_flatness_db_dvar2	lowlevel_erbbands_flatness_db_max	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_min	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_dmean	lowlevel_erbbands_kurtosis_dmean2	lowlevel_erbbands_kurtosis_dvar	lowlevel_erbbands_kurtosis_dvar2	lowlevel_erbbands_kurtosis_max	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_min	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_dmean	lowlevel_erbbands_skewness_dmean2	lowlevel_erbbands_skewness_dvar	lowlevel_erbbands_skewness_dvar2	lowlevel_erbbands_skewness_max	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_min	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_dmean	lowlevel_erbbands_spread_dmean2	lowlevel_erbbands_spread_dvar	lowlevel_erbbands_spread_dvar2	lowlevel_erbbands_spread_max	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_min	lowlevel_erbbands_spread_var	lowlevel_hfc_dmean	lowlevel_hfc_dmean2	lowlevel_hfc_dvar	lowlevel_hfc_dvar2	lowlevel_hfc_max	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_min	lowlevel_hfc_var	lowlevel_melbands_crest_dmean	lowlevel_melbands_crest_dmean2	lowlevel_melbands_crest_dvar	lowlevel_melbands_crest_dvar2	lowlevel_melbands_crest_max	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_min	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_dmean	lowlevel_melbands_flatness_db_dmean2	lowlevel_melbands_flatness_db_dvar	lowlevel_melbands_flatness_db_dvar2	lowlevel_melbands_flatness_db_max	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_min	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_dmean	lowlevel_melbands_kurtosis_dmean2	lowlevel_melbands_kurtosis_dvar	lowlevel_melbands_kurtosis_dvar2	lowlevel_melbands_kurtosis_max	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_min	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_dmean	lowlevel_melbands_skewness_dmean2	lowlevel_melbands_skewness_dvar	lowlevel_melbands_skewness_dvar2	lowlevel_melbands_skewness_max	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_min	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_dmean	lowlevel_melbands_spread_dmean2	lowlevel_melbands_spread_dvar	lowlevel_melbands_spread_dvar2	lowlevel_melbands_spread_max	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_min	lowlevel_melbands_spread_var	lowlevel_pitch_salience_dmean	lowlevel_pitch_salience_dmean2	lowlevel_pitch_salience_dvar	lowlevel_pitch_salience_dvar2	lowlevel_pitch_salience_max	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_min	lowlevel_pitch_salience_var	lowlevel_silence_rate_20dB_dmean	lowlevel_silence_rate_20dB_dmean2	lowlevel_silence_rate_20dB_dvar	lowlevel_silence_rate_20dB_dvar2	lowlevel_silence_rate_20dB_max	lowlevel_silence_rate_20dB_mean	lowlevel_silence_rate_20dB_median	lowlevel_silence_rate_20dB_min	lowlevel_silence_rate_20dB_var	lowlevel_silence_rate_30dB_dmean	lowlevel_silence_rate_30dB_dmean2	lowlevel_silence_rate_30dB_dvar	lowlevel_silence_rate_30dB_dvar2	lowlevel_silence_rate_30dB_max	lowlevel_silence_rate_30dB_mean	lowlevel_silence_rate_30dB_median	lowlevel_silence_rate_30dB_min	lowlevel_silence_rate_30dB_var	lowlevel_silence_rate_60dB_dmean	lowlevel_silence_rate_60dB_dmean2	lowlevel_silence_rate_60dB_dvar	lowlevel_silence_rate_60dB_dvar2	lowlevel_silence_rate_60dB_max	lowlevel_silence_rate_60dB_mean	lowlevel_silence_rate_60dB_median	lowlevel_silence_rate_60dB_min	lowlevel_silence_rate_60dB_var	lowlevel_spectral_centroid_dmean	lowlevel_spectral_centroid_dmean2	lowlevel_spectral_centroid_dvar	lowlevel_spectral_centroid_dvar2	lowlevel_spectral_centroid_max	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_min	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_dmean	lowlevel_spectral_complexity_dmean2	lowlevel_spectral_complexity_dvar	lowlevel_spectral_complexity_dvar2	lowlevel_spectral_complexity_max	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_min	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_dmean	lowlevel_spectral_decrease_dmean2	lowlevel_spectral_decrease_dvar	lowlevel_spectral_decrease_dvar2	lowlevel_spectral_decrease_max	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_min	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_dmean	lowlevel_spectral_energy_dmean2	lowlevel_spectral_energy_dvar	lowlevel_spectral_energy_dvar2	lowlevel_spectral_energy_max	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_min	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_high_dmean	lowlevel_spectral_energyband_high_dmean2	lowlevel_spectral_energyband_high_dvar	lowlevel_spectral_energyband_high_dvar2	lowlevel_spectral_energyband_high_max	lowlevel_spectral_energyband_high_mean	lowlevel_spectral_energyband_high_median	lowlevel_spectral_energyband_high_min	lowlevel_spectral_energyband_high_var	lowlevel_spectral_energyband_low_dmean	lowlevel_spectral_energyband_low_dmean2	lowlevel_spectral_energyband_low_dvar	lowlevel_spectral_energyband_low_dvar2	lowlevel_spectral_energyband_low_max	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_min	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_dmean	lowlevel_spectral_energyband_middle_high_dmean2	lowlevel_spectral_energyband_middle_high_dvar	lowlevel_spectral_energyband_middle_high_dvar2	lowlevel_spectral_energyband_middle_high_max	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_min	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_dmean	lowlevel_spectral_energyband_middle_low_dmean2	lowlevel_spectral_energyband_middle_low_dvar	lowlevel_spectral_energyband_middle_low_dvar2	lowlevel_spectral_energyband_middle_low_max	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_min	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_dmean	lowlevel_spectral_entropy_dmean2	lowlevel_spectral_entropy_dvar	lowlevel_spectral_entropy_dvar2	lowlevel_spectral_entropy_max	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_min	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_dmean	lowlevel_spectral_flux_dmean2	lowlevel_spectral_flux_dvar	lowlevel_spectral_flux_dvar2	lowlevel_spectral_flux_max	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_min	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_dmean	lowlevel_spectral_kurtosis_dmean2	lowlevel_spectral_kurtosis_dvar	lowlevel_spectral_kurtosis_dvar2	lowlevel_spectral_kurtosis_max	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_min	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_dmean	lowlevel_spectral_rms_dmean2	lowlevel_spectral_rms_dvar	lowlevel_spectral_rms_dvar2	lowlevel_spectral_rms_max	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_min	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_dmean	lowlevel_spectral_rolloff_dmean2	lowlevel_spectral_rolloff_dvar	lowlevel_spectral_rolloff_dvar2	lowlevel_spectral_rolloff_max	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_min	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_dmean	lowlevel_spectral_skewness_dmean2	lowlevel_spectral_skewness_dvar	lowlevel_spectral_skewness_dvar2	lowlevel_spectral_skewness_max	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_min	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_dmean	lowlevel_spectral_spread_dmean2	lowlevel_spectral_spread_dvar	lowlevel_spectral_spread_dvar2	lowlevel_spectral_spread_max	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_min	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_dmean	lowlevel_spectral_strongpeak_dmean2	lowlevel_spectral_strongpeak_dvar	lowlevel_spectral_strongpeak_dvar2	lowlevel_spectral_strongpeak_max	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_min	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_dmean	lowlevel_zerocrossingrate_dmean2	lowlevel_zerocrossingrate_dvar	lowlevel_zerocrossingrate_dvar2	lowlevel_zerocrossingrate_max	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_min	lowlevel_zerocrossingrate_var	lowlevel_barkbands_dmean_0	lowlevel_barkbands_dmean_1	lowlevel_barkbands_dmean_2	lowlevel_barkbands_dmean_3	lowlevel_barkbands_dmean_4	lowlevel_barkbands_dmean_5	lowlevel_barkbands_dmean_6	lowlevel_barkbands_dmean_7	lowlevel_barkbands_dmean_8	lowlevel_barkbands_dmean_9	lowlevel_barkbands_dmean_10	lowlevel_barkbands_dmean_11	lowlevel_barkbands_dmean_12	lowlevel_barkbands_dmean_13	lowlevel_barkbands_dmean_14	lowlevel_barkbands_dmean_15	lowlevel_barkbands_dmean_16	lowlevel_barkbands_dmean_17	lowlevel_barkbands_dmean_18	lowlevel_barkbands_dmean_19	lowlevel_barkbands_dmean_20	lowlevel_barkbands_dmean_21	lowlevel_barkbands_dmean_22	lowlevel_barkbands_dmean_23	lowlevel_barkbands_dmean_24	lowlevel_barkbands_dmean_25	lowlevel_barkbands_dmean_26	lowlevel_barkbands_dmean2_0	lowlevel_barkbands_dmean2_1	lowlevel_barkbands_dmean2_2	lowlevel_barkbands_dmean2_3	lowlevel_barkbands_dmean2_4	lowlevel_barkbands_dmean2_5	lowlevel_barkbands_dmean2_6	lowlevel_barkbands_dmean2_7	lowlevel_barkbands_dmean2_8	lowlevel_barkbands_dmean2_9	lowlevel_barkbands_dmean2_10	lowlevel_barkbands_dmean2_11	lowlevel_barkbands_dmean2_12	lowlevel_barkbands_dmean2_13	lowlevel_barkbands_dmean2_14	lowlevel_barkbands_dmean2_15	lowlevel_barkbands_dmean2_16	lowlevel_barkbands_dmean2_17	lowlevel_barkbands_dmean2_18	lowlevel_barkbands_dmean2_19	lowlevel_barkbands_dmean2_20	lowlevel_barkbands_dmean2_21	lowlevel_barkbands_dmean2_22	lowlevel_barkbands_dmean2_23	lowlevel_barkbands_dmean2_24	lowlevel_barkbands_dmean2_25	lowlevel_barkbands_dmean2_26	lowlevel_barkbands_dvar_0	lowlevel_barkbands_dvar_1	lowlevel_barkbands_dvar_2	lowlevel_barkbands_dvar_3	lowlevel_barkbands_dvar_4	lowlevel_barkbands_dvar_5	lowlevel_barkbands_dvar_6	lowlevel_barkbands_dvar_7	lowlevel_barkbands_dvar_8	lowlevel_barkbands_dvar_9	lowlevel_barkbands_dvar_10	lowlevel_barkbands_dvar_11	lowlevel_barkbands_dvar_12	lowlevel_barkbands_dvar_13	lowlevel_barkbands_dvar_14	lowlevel_barkbands_dvar_15	lowlevel_barkbands_dvar_16	lowlevel_barkbands_dvar_17	lowlevel_barkbands_dvar_18	lowlevel_barkbands_dvar_19	lowlevel_barkbands_dvar_20	lowlevel_barkbands_dvar_21	lowlevel_barkbands_dvar_22	lowlevel_barkbands_dvar_23	lowlevel_barkbands_dvar_24	lowlevel_barkbands_dvar_25	lowlevel_barkbands_dvar_26	lowlevel_barkbands_dvar2_0	lowlevel_barkbands_dvar2_1	lowlevel_barkbands_dvar2_2	lowlevel_barkbands_dvar2_3	lowlevel_barkbands_dvar2_4	lowlevel_barkbands_dvar2_5	lowlevel_barkbands_dvar2_6	lowlevel_barkbands_dvar2_7	lowlevel_barkbands_dvar2_8	lowlevel_barkbands_dvar2_9	lowlevel_barkbands_dvar2_10	lowlevel_barkbands_dvar2_11	lowlevel_barkbands_dvar2_12	lowlevel_barkbands_dvar2_13	lowlevel_barkbands_dvar2_14	lowlevel_barkbands_dvar2_15	lowlevel_barkbands_dvar2_16	lowlevel_barkbands_dvar2_17	lowlevel_barkbands_dvar2_18	lowlevel_barkbands_dvar2_19	lowlevel_barkbands_dvar2_20	lowlevel_barkbands_dvar2_21	lowlevel_barkbands_dvar2_22	lowlevel_barkbands_dvar2_23	lowlevel_barkbands_dvar2_24	lowlevel_barkbands_dvar2_25	lowlevel_barkbands_dvar2_26	lowlevel_barkbands_max_0	lowlevel_barkbands_max_1	lowlevel_barkbands_max_2	lowlevel_barkbands_max_3	lowlevel_barkbands_max_4	lowlevel_barkbands_max_5	lowlevel_barkbands_max_6	lowlevel_barkbands_max_7	lowlevel_barkbands_max_8	lowlevel_barkbands_max_9	lowlevel_barkbands_max_10	lowlevel_barkbands_max_11	lowlevel_barkbands_max_12	lowlevel_barkbands_max_13	lowlevel_barkbands_max_14	lowlevel_barkbands_max_15	lowlevel_barkbands_max_16	lowlevel_barkbands_max_17	lowlevel_barkbands_max_18	lowlevel_barkbands_max_19	lowlevel_barkbands_max_20	lowlevel_barkbands_max_21	lowlevel_barkbands_max_22	lowlevel_barkbands_max_23	lowlevel_barkbands_max_24	lowlevel_barkbands_max_25	lowlevel_barkbands_max_26	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel_barkbands_median_20	lowlevel_barkbands_median_21	lowlevel_barkbands_median_22	lowlevel_barkbands_median_23	lowlevel_barkbands_median_24	lowlevel_barkbands_median_25	lowlevel_barkbands_median_26	lowlevel_barkbands_min_0	lowlevel_barkbands_min_1	lowlevel_barkbands_min_2	lowlevel_barkbands_min_3	lowlevel_barkbands_min_4	lowlevel_barkbands_min_5	lowlevel_barkbands_min_6	lowlevel_barkbands_min_7	lowlevel_barkbands_min_8	lowlevel_barkbands_min_9	lowlevel_barkbands_min_10	lowlevel_barkbands_min_11	lowlevel_barkbands_min_12	lowlevel_barkbands_min_13	lowlevel_barkbands_min_14	lowlevel_barkbands_min_15	lowlevel_barkbands_min_16	lowlevel_barkbands_min_17	lowlevel_barkbands_min_18	lowlevel_barkbands_min_19	lowlevel_barkbands_min_20	lowlevel_barkbands_min_21	lowlevel_barkbands_min_22	lowlevel_barkbands_min_23	lowlevel_barkbands_min_24	lowlevel_barkbands_min_25	lowlevel_barkbands_min_26	lowlevel_barkbands_var_0	lowlevel_barkbands_var_1	lowlevel_barkbands_var_2	lowlevel_barkbands_var_3	lowlevel_barkbands_var_4	lowlevel_barkbands_var_5	lowlevel_barkbands_var_6	lowlevel_barkbands_var_7	lowlevel_barkbands_var_8	lowlevel_barkbands_var_9	lowlevel_barkbands_var_10	lowlevel_barkbands_var_11	lowlevel_barkbands_var_12	lowlevel_barkbands_var_13	lowlevel_barkbands_var_14	lowlevel_barkbands_var_15	lowlevel_barkbands_var_16	lowlevel_barkbands_var_17	lowlevel_barkbands_var_18	lowlevel_barkbands_var_19	lowlevel_barkbands_var_20	lowlevel_barkbands_var_21	lowlevel_barkbands_var_22	lowlevel_barkbands_var_23	lowlevel_barkbands_var_24	lowlevel_barkbands_var_25	lowlevel_barkbands_var_26	lowlevel_erbbands_dmean_0	lowlevel_erbbands_dmean_1	lowlevel_erbbands_dmean_2	lowlevel_erbbands_dmean_3	lowlevel_erbbands_dmean_4	lowlevel_erbbands_dmean_5	lowlevel_erbbands_dmean_6	lowlevel_erbbands_dmean_7	lowlevel_erbbands_dmean_8	lowlevel_erbbands_dmean_9	lowlevel_erbbands_dmean_10	lowlevel_erbbands_dmean_11	lowlevel_erbbands_dmean_12	lowlevel_erbbands_dmean_13	lowlevel_erbbands_dmean_14	lowlevel_erbbands_dmean_15	lowlevel_erbbands_dmean_16	lowlevel_erbbands_dmean_17	lowlevel_erbbands_dmean_18	lowlevel_erbbands_dmean_19	lowlevel_erbbands_dmean_20	lowlevel_erbbands_dmean_21	lowlevel_erbbands_dmean_22	lowlevel_erbbands_dmean_23	lowlevel_erbbands_dmean_24	lowlevel_erbbands_dmean_25	lowlevel_erbbands_dmean_26	lowlevel_erbbands_dmean_27	lowlevel_erbbands_dmean_28	lowlevel_erbbands_dmean_29	lowlevel_erbbands_dmean_30	lowlevel_erbbands_dmean_31	lowlevel_erbbands_dmean_32	lowlevel_erbbands_dmean_33	lowlevel_erbbands_dmean_34	lowlevel_erbbands_dmean_35	lowlevel_erbbands_dmean_36	lowlevel_erbbands_dmean_37	lowlevel_erbbands_dmean_38	lowlevel_erbbands_dmean_39	lowlevel_erbbands_dmean2_0	lowlevel_erbbands_dmean2_1	lowlevel_erbbands_dmean2_2	lowlevel_erbbands_dmean2_3	lowlevel_erbbands_dmean2_4	lowlevel_erbbands_dmean2_5	lowlevel_erbbands_dmean2_6	lowlevel_erbbands_dmean2_7	lowlevel_erbbands_dmean2_8	lowlevel_erbbands_dmean2_9	lowlevel_erbbands_dmean2_10	lowlevel_erbbands_dmean2_11	lowlevel_erbbands_dmean2_12	lowlevel_erbbands_dmean2_13	lowlevel_erbbands_dmean2_14	lowlevel_erbbands_dmean2_15	lowlevel_erbbands_dmean2_16	lowlevel_erbbands_dmean2_17	lowlevel_erbbands_dmean2_18	lowlevel_erbbands_dmean2_19	lowlevel_erbbands_dmean2_20	lowlevel_erbbands_dmean2_21	lowlevel_erbbands_dmean2_22	lowlevel_erbbands_dmean2_23	lowlevel_erbbands_dmean2_24	lowlevel_erbbands_dmean2_25	lowlevel_erbbands_dmean2_26	lowlevel_erbbands_dmean2_27	lowlevel_erbbands_dmean2_28	lowlevel_erbbands_dmean2_29	lowlevel_erbbands_dmean2_30	lowlevel_erbbands_dmean2_31	lowlevel_erbbands_dmean2_32	lowlevel_erbbands_dmean2_33	lowlevel_erbbands_dmean2_34	lowlevel_erbbands_dmean2_35	lowlevel_erbbands_dmean2_36	lowlevel_erbbands_dmean2_37	lowlevel_erbbands_dmean2_38	lowlevel_erbbands_dmean2_39	lowlevel_erbbands_dvar_0	lowlevel_erbbands_dvar_1	lowlevel_erbbands_dvar_2	lowlevel_erbbands_dvar_3	lowlevel_erbbands_dvar_4	lowlevel_erbbands_dvar_5	lowlevel_erbbands_dvar_6	lowlevel_erbbands_dvar_7	lowlevel_erbbands_dvar_8	lowlevel_erbbands_dvar_9	lowlevel_erbbands_dvar_10	lowlevel_erbbands_dvar_11	lowlevel_erbbands_dvar_12	lowlevel_erbbands_dvar_13	lowlevel_erbbands_dvar_14	lowlevel_erbbands_dvar_15	lowlevel_erbbands_dvar_16	lowlevel_erbbands_dvar_17	lowlevel_erbbands_dvar_18	lowlevel_erbbands_dvar_19	lowlevel_erbbands_dvar_20	lowlevel_erbbands_dvar_21	lowlevel_erbbands_dvar_22	lowlevel_erbbands_dvar_23	lowlevel_erbbands_dvar_24	lowlevel_erbbands_dvar_25	lowlevel_erbbands_dvar_26	lowlevel_erbbands_dvar_27	lowlevel_erbbands_dvar_28	lowlevel_erbbands_dvar_29	lowlevel_erbbands_dvar_30	lowlevel_erbbands_dvar_31	lowlevel_erbbands_dvar_32	lowlevel_erbbands_dvar_33	lowlevel_erbbands_dvar_34	lowlevel_erbbands_dvar_35	lowlevel_erbbands_dvar_36	lowlevel_erbbands_dvar_37	lowlevel_erbbands_dvar_38	lowlevel_erbbands_dvar_39	lowlevel_erbbands_dvar2_0	lowlevel_erbbands_dvar2_1	lowlevel_erbbands_dvar2_2	lowlevel_erbbands_dvar2_3	lowlevel_erbbands_dvar2_4	lowlevel_erbbands_dvar2_5	lowlevel_erbbands_dvar2_6	lowlevel_erbbands_dvar2_7	lowlevel_erbbands_dvar2_8	lowlevel_erbbands_dvar2_9	lowlevel_erbbands_dvar2_10	lowlevel_erbbands_dvar2_11	lowlevel_erbbands_dvar2_12	lowlevel_erbbands_dvar2_13	lowlevel_erbbands_dvar2_14	lowlevel_erbbands_dvar2_15	lowlevel_erbbands_dvar2_16	lowlevel_erbbands_dvar2_17	lowlevel_erbbands_dvar2_18	lowlevel_erbbands_dvar2_19	lowlevel_erbbands_dvar2_20	lowlevel_erbbands_dvar2_21	lowlevel_erbbands_dvar2_22	lowlevel_erbbands_dvar2_23	lowlevel_erbbands_dvar2_24	lowlevel_erbbands_dvar2_25	lowlevel_erbbands_dvar2_26	lowlevel_erbbands_dvar2_27	lowlevel_erbbands_dvar2_28	lowlevel_erbbands_dvar2_29	lowlevel_erbbands_dvar2_30	lowlevel_erbbands_dvar2_31	lowlevel_erbbands_dvar2_32	lowlevel_erbbands_dvar2_33	lowlevel_erbbands_dvar2_34	lowlevel_erbbands_dvar2_35	lowlevel_erbbands_dvar2_36	lowlevel_erbbands_dvar2_37	lowlevel_erbbands_dvar2_38	lowlevel_erbbands_dvar2_39	lowlevel_erbbands_max_0	lowlevel_erbbands_max_1	lowlevel_erbbands_max_2	lowlevel_erbbands_max_3	lowlevel_erbbands_max_4	lowlevel_erbbands_max_5	lowlevel_erbbands_max_6	lowlevel_erbbands_max_7	lowlevel_erbbands_max_8	lowlevel_erbbands_max_9	lowlevel_erbbands_max_10	lowlevel_erbbands_max_11	lowlevel_erbbands_max_12	lowlevel_erbbands_max_13	lowlevel_erbbands_max_14	lowlevel_erbbands_max_15	lowlevel_erbbands_max_16	lowlevel_erbbands_max_17	lowlevel_erbbands_max_18	lowlevel_erbbands_max_19	lowlevel_erbbands_max_20	lowlevel_erbbands_max_21	lowlevel_erbbands_max_22	lowlevel_erbbands_max_23	lowlevel_erbbands_max_24	lowlevel_erbbands_max_25	lowlevel_erbbands_max_26	lowlevel_erbbands_max_27	lowlevel_erbbands_max_28	lowlevel_erbbands_max_29	lowlevel_erbbands_max_30	lowlevel_erbbands_max_31	lowlevel_erbbands_max_32	lowlevel_erbbands_max_33	lowlevel_erbbands_max_34	lowlevel_erbbands_max_35	lowlevel_erbbands_max_36	lowlevel_erbbands_max_37	lowlevel_erbbands_max_38	lowlevel_erbbands_max_39	lowlevel_erbbands_mean_0	lowlevel_erbbands_mean_1	lowlevel_erbbands_mean_2	lowlevel_erbbands_mean_3	lowlevel_erbbands_mean_4	lowlevel_erbbands_mean_5	lowlevel_erbbands_mean_6	lowlevel_erbbands_mean_7	lowlevel_erbbands_mean_8	lowlevel_erbbands_mean_9	lowlevel_erbbands_mean_10	lowlevel_erbbands_mean_11	lowlevel_erbbands_mean_12	lowlevel_erbbands_mean_13	lowlevel_erbbands_mean_14	lowlevel_erbbands_mean_15	lowlevel_erbbands_mean_16	lowlevel_erbbands_mean_17	lowlevel_erbbands_mean_18	lowlevel_erbbands_mean_19	lowlevel_erbbands_mean_20	lowlevel_erbbands_mean_21	lowlevel_erbbands_mean_22	lowlevel_erbbands_mean_23	lowlevel_erbbands_mean_24	lowlevel_erbbands_mean_25	lowlevel_erbbands_mean_26	lowlevel_erbbands_mean_27	lowlevel_erbbands_mean_28	lowlevel_erbbands_mean_29	lowlevel_erbbands_mean_30	lowlevel_erbbands_mean_31	lowlevel_erbbands_mean_32	lowlevel_erbbands_mean_33	lowlevel_erbbands_mean_34	lowlevel_erbbands_mean_35	lowlevel_erbbands_mean_36	lowlevel_erbbands_mean_37	lowlevel_erbbands_mean_38	lowlevel_erbbands_mean_39	lowlevel_erbbands_median_0	lowlevel_erbbands_median_1	lowlevel_erbbands_median_2	lowlevel_erbbands_median_3	lowlevel_erbbands_median_4	lowlevel_erbbands_median_5	lowlevel_erbbands_median_6	lowlevel_erbbands_median_7	lowlevel_erbbands_median_8	lowlevel_erbbands_median_9	lowlevel_erbbands_median_10	lowlevel_erbbands_median_11	lowlevel_erbbands_median_12	lowlevel_erbbands_median_13	lowlevel_erbbands_median_14	lowlevel_erbbands_median_15	lowlevel_erbbands_median_16	lowlevel_erbbands_median_17	lowlevel_erbbands_median_18	lowlevel_erbbands_median_19	lowlevel_erbbands_median_20	lowlevel_erbbands_median_21	lowlevel_erbbands_median_22	lowlevel_erbbands_median_23	lowlevel_erbbands_median_24	lowlevel_erbbands_median_25	lowlevel_erbbands_median_26	lowlevel_erbbands_median_27	lowlevel_erbbands_median_28	lowlevel_erbbands_median_29	lowlevel_erbbands_median_30	lowlevel_erbbands_median_31	lowlevel_erbbands_median_32	lowlevel_erbbands_median_33	lowlevel_erbbands_median_34	lowlevel_erbbands_m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spread_var	rhythm_bpm_histogram_second_peak_weight_dmean	rhythm_bpm_histogram_second_peak_weight_dmean2	rhythm_bpm_histogram_second_peak_weight_dvar	rhythm_bpm_histogram_second_peak_weight_dvar2	rhythm_bpm_histogram_second_peak_weight_max	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_min	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_dmean_0	rhythm_beats_loudness_band_ratio_dmean_1	rhythm_beats_loudness_band_ratio_dmean_2	rhythm_beats_loudness_band_ratio_dmean_3	rhythm_beats_loudness_band_ratio_dmean_4	rhythm_beats_loudness_band_ratio_dmean_5	rhythm_beats_loudness_band_ratio_dmean2_0	rhythm_beats_loudness_band_ratio_dmean2_1	rhythm_beats_loudness_band_ratio_dmean2_2	rhythm_beats_loudness_band_ratio_dmean2_3	rhythm_beats_loudness_band_ratio_dmean2_4	rhythm_beats_loudness_band_ratio_dmean2_5	rhythm_beats_loudness_band_ratio_dvar_0	rhythm_beats_loudness_band_ratio_dvar_1	rhythm_beats_loudness_band_ratio_dvar_2	rhythm_beats_loudness_band_ratio_dvar_3	rhythm_beats_loudness_band_ratio_dvar_4	rhythm_beats_loudness_band_ratio_dvar_5	rhythm_beats_loudness_band_ratio_dvar2_0	rhythm_beats_loudness_band_ratio_dvar2_1	rhythm_beats_loudness_band_ratio_dvar2_2	rhythm_beats_loudness_band_ratio_dvar2_3	rhythm_beats_loudness_band_ratio_dvar2_4	rhythm_beats_loudness_band_ratio_dvar2_5	rhythm_beats_loudness_band_ratio_max_0	rhythm_beats_loudness_band_ratio_max_1	rhythm_beats_loudness_band_ratio_max_2	rhythm_beats_loudness_band_ratio_max_3	rhythm_beats_loudness_band_ratio_max_4	rhythm_beats_loudness_band_ratio_max_5	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_min_0	rhythm_beats_loudness_band_ratio_min_1	rhythm_beats_loudness_band_ratio_min_2	rhythm_beats_loudness_band_ratio_min_3	rhythm_beats_loudness_band_ratio_min_4	rhythm_beats_loudness_band_ratio_min_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_dmean	tonal_chords_strength_dmean2	tonal_chords_strength_dvar	tonal_chords_strength_dvar2	tonal_chords_strength_max	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_min	tonal_chords_strength_var	tonal_hpcp_entropy_dmean	tonal_hpcp_entropy_dmean2	tonal_hpcp_entropy_dvar	tonal_hpcp_entropy_dvar2	tonal_hpcp_entropy_max	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_min	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_dmean_0	tonal_hpcp_dmean_1	tonal_hpcp_dmean_2	tonal_hpcp_dmean_3	tonal_hpcp_dmean_4	tonal_hpcp_dmean_5	tonal_hpcp_dmean_6	tonal_hpcp_dmean_7	tonal_hpcp_dmean_8	tonal_hpcp_dmean_9	tonal_hpcp_dmean_10	tonal_hpcp_dmean_11	tonal_hpcp_dmean_12	tonal_hpcp_dmean_13	tonal_hpcp_dmean_14	tonal_hpcp_dmean_15	tonal_hpcp_dmean_16	tonal_hpcp_dmean_17	tonal_hpcp_dmean_18	tonal_hpcp_dmean_19	tonal_hpcp_dmean_20	tonal_hpcp_dmean_21	tonal_hpcp_dmean_22	tonal_hpcp_dmean_23	tonal_hpcp_dmean_24	tonal_hpcp_dmean_25	tonal_hpcp_dmean_26	tonal_hpcp_dmean_27	tonal_hpcp_dmean_28	tonal_hpcp_dmean_29	tonal_hpcp_dmean_30	tonal_hpcp_dmean_31	tonal_hpcp_dmean_32	tonal_hpcp_dmean_33	tonal_hpcp_dmean_34	tonal_hpcp_dmean_35	tonal_hpcp_dmean2_0	tonal_hpcp_dmean2_1	tonal_hpcp_dmean2_2	tonal_hpcp_dmean2_3	tonal_hpcp_dmean2_4	tonal_hpcp_dmean2_5	tonal_hpcp_dmean2_6	tonal_hpcp_dmean2_7	tonal_hpcp_dmean2_8	tonal_hpcp_dmean2_9	tonal_hpcp_dmean2_10	tonal_hpcp_dmean2_11	tonal_hpcp_dmean2_12	tonal_hpcp_dmean2_13	tonal_hpcp_dmean2_14	tonal_hpcp_dmean2_15	tonal_hpcp_dmean2_16	tonal_hpcp_dmean2_17	tonal_hpcp_dmean2_18	tonal_hpcp_dmean2_19	tonal_hpcp_dmean2_20	tonal_hpcp_dmean2_21	tonal_hpcp_dmean2_22	tonal_hpcp_dmean2_23	tonal_hpcp_dmean2_24	tonal_hpcp_dmean2_25	tonal_hpcp_dmean2_26	tonal_hpcp_dmean2_27	tonal_hpcp_dmean2_28	tonal_hpcp_dmean2_29	tonal_hpcp_dmean2_30	tonal_hpcp_dmean2_31	tonal_hpcp_dmean2_32	tonal_hpcp_dmean2_33	tonal_hpcp_dmean2_34	tonal_hpcp_dmean2_35	tonal_hpcp_dvar_0	tonal_hpcp_dvar_1	tonal_hpcp_dvar_2	tonal_hpcp_dvar_3	tonal_hpcp_dvar_4	tonal_hpcp_dvar_5	tonal_hpcp_dvar_6	tonal_hpcp_dvar_7	tonal_hpcp_dvar_8	tonal_hpcp_dvar_9	tonal_hpcp_dvar_10	tonal_hpcp_dvar_11	tonal_hpcp_dvar_12	tonal_hpcp_dvar_13	tonal_hpcp_dvar_14	tonal_hpcp_dvar_15	tonal_hpcp_dvar_16	tonal_hpcp_dvar_17	tonal_hpcp_dvar_18	tonal_hpcp_dvar_19	tonal_hpcp_dvar_20	tonal_hpcp_dvar_21	tonal_hpcp_dvar_22	tonal_hpcp_dvar_23	tonal_hpcp_dvar_24	tonal_hpcp_dvar_25	tonal_hpcp_dvar_26	tonal_hpcp_dvar_27	tonal_hpcp_dvar_28	tonal_hpcp_dvar_29	tonal_hpcp_dvar_30	tonal_hpcp_dvar_31	tonal_hpcp_dvar_32	tonal_hpcp_dvar_33	tonal_hpcp_dvar_34	tonal_hpcp_dvar_35	tonal_hpcp_dvar2_0	tonal_hpcp_dvar2_1	tonal_hpcp_dvar2_2	tonal_hpcp_dvar2_3	tonal_hpcp_dvar2_4	tonal_hpcp_dvar2_5	tonal_hpcp_dvar2_6	tonal_hpcp_dvar2_7	tonal_hpcp_dvar2_8	tonal_hpcp_dvar2_9	tonal_hpcp_dvar2_10	tonal_hpcp_dvar2_11	tonal_hpcp_dvar2_12	tonal_hpcp_dvar2_13	tonal_hpcp_dvar2_14	tonal_hpcp_dvar2_15	tonal_hpcp_dvar2_16	tonal_hpcp_dvar2_17	tonal_hpcp_dvar2_18	tonal_hpcp_dvar2_19	tonal_hpcp_dvar2_20	tonal_hpcp_dvar2_21	tonal_hpcp_dvar2_22	tonal_hpcp_dvar2_23	tonal_hpcp_dvar2_24	tonal_hpcp_dvar2_25	tonal_hpcp_dvar2_26	tonal_hpcp_dvar2_27	tonal_hpcp_dvar2_28	tonal_hpcp_dvar2_29	tonal_hpcp_dvar2_30	tonal_hpcp_dvar2_31	tonal_hpcp_dvar2_32	tonal_hpcp_dvar2_33	tonal_hpcp_dvar2_34	tonal_hpcp_dvar2_35	tonal_hpcp_max_0	tonal_hpcp_max_1	tonal_hpcp_max_2	tonal_hpcp_max_3	tonal_hpcp_max_4	tonal_hpcp_max_5	tonal_hpcp_max_6	tonal_hpcp_max_7	tonal_hpcp_max_8	tonal_hpcp_max_9	tonal_hpcp_max_10	tonal_hpcp_max_11	tonal_hpcp_max_12	tonal_hpcp_max_13	tonal_hpcp_max_14	tonal_hpcp_max_15	tonal_hpcp_max_16	tonal_hpcp_max_17	tonal_hpcp_max_18	tonal_hpcp_max_19	tonal_hpcp_max_20	tonal_hpcp_max_21	tonal_hpcp_max_22	tonal_hpcp_max_23	tonal_hpcp_max_24	tonal_hpcp_max_25	tonal_hpcp_max_26	tonal_hpcp_max_27	tonal_hpcp_max_28	tonal_hpcp_max_29	tonal_hpcp_max_30	tonal_hpcp_max_31	tonal_hpcp_max_32	tonal_hpcp_max_33	tonal_hpcp_max_34	tonal_hpcp_max_35	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_min_0	tonal_hpcp_min_1	tonal_hpcp_min_2	tonal_hpcp_min_3	tonal_hpcp_min_4	tonal_hpcp_min_5	tonal_hpcp_min_6	tonal_hpcp_min_7	tonal_hpcp_min_8	tonal_hpcp_min_9	tonal_hpcp_min_10	tonal_hpcp_min_11	tonal_hpcp_min_12	tonal_hpcp_min_13	tonal_hpcp_min_14	tonal_hpcp_min_15	tonal_hpcp_min_16	tonal_hpcp_min_17	tonal_hpcp_min_18	tonal_hpcp_min_19	tonal_hpcp_min_20	tonal_hpcp_min_21	tonal_hpcp_min_22	tonal_hpcp_min_23	tonal_hpcp_min_24	tonal_hpcp_min_25	tonal_hpcp_min_26	tonal_hpcp_min_27	tonal_hpcp_min_28	tonal_hpcp_min_29	tonal_hpcp_min_30	tonal_hpcp_min_31	tonal_hpcp_min_32	tonal_hpcp_min_33	tonal_hpcp_min_34	tonal_hpcp_min_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_thpcp_0	tonal_thpcp_1	tonal_thpcp_2	tonal_thpcp_3	tonal_thpcp_4	tonal_thpcp_5	tonal_thpcp_6	tonal_thpcp_7	tonal_thpcp_8	tonal_thpcp_9	tonal_thpcp_10	tonal_thpcp_11	tonal_thpcp_12	tonal_thpcp_13	tonal_thpcp_14	tonal_thpcp_15	tonal_thpcp_16	tonal_thpcp_17	tonal_thpcp_18	tonal_thpcp_19	tonal_thpcp_20	tonal_thpcp_21	tonal_thpcp_22	tonal_thpcp_23	tonal_thpcp_24	tonal_thpcp_25	tonal_thpcp_26	tonal_thpcp_27	tonal_thpcp_28	tonal_thpcp_29	tonal_thpcp_30	tonal_thpcp_31	tonal_thpcp_32	tonal_thpcp_33	tonal_thpcp_34	tonal_thpcp_35	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
0	R&B and Soul/08 Ignition (remix) - Kelly, R.mp3	danceable	0.901610	2.851923	4.499587	8.706123	19.547344	26.821955	14.598731	14.511290	2.443070	29.304781	0.032417	0.049193	0.001263	0.002893	0.492411	0.177351	0.169156	0.031269	0.004335	10.679794	17.728405	607.066223	1638.348511	509.381226	14.280152	5.195225	-1.956383	840.732544	1.070058	1.651533	1.911754	4.605742	20.124685	2.600330	2.192480	-5.823798	5.281932	10.294772	16.010286	193.177475	422.108032	118.404938	24.735310	19.154926	0.189722	418.523499	0.024206	0.039387	0.000594	0.001458	0.500000	0.452440	0.461502	0.185222	0.001468	3.828906	3.158295	5.092747	8.947412	22.243288	29.298090	9.767437	8.746868	2.647044	20.883213	0.024236	0.035596	0.000576	0.001102	0.394323	0.140591	0.136678	0.027559	0.001966	1.622396	2.579530	6.938196	16.211567	48.723202	1.049454	0.045428	-1.907038	11.306899	0.550771	0.814723	0.349305	0.711187	5.697004	0.453952	0.503903	-4.858462	1.143627	17.330755	27.061195	435.008301	1010.601135	214.076874	52.466774	45.668381	3.635621	866.036682	10.894773	16.936607	471.222412	1227.877686	237.275543	21.530388	12.363051	1.087320e-16	721.454590	3.506553	5.468291	14.990002	34.582077	39.893974	19.937946	19.996387	1.001094	50.639755	0.039055	0.056748	0.001950	0.004043	0.644899	0.250949	0.246892	-4.400601e-07	0.008698	29.759438	48.208992	3792.739990	9801.399414	1231.060425	43.864155	19.136780	-1.905334	5585.670898	1.586189	2.436924	4.059985	9.378428	32.912357	4.445172	3.635858	-2.654778	10.876963	9.527249	14.553662	308.872589	644.405640	244.997208	22.108099	12.700372	0.312256	801.984253	0.084711	0.135233	0.008765	0.022671	0.996041	0.436561	0.425953	0.008800	0.026989	0.0	0.0	0.0	0.0	1	1.0	1	1	0.0	0.050875	0.101762	0.048290	0.111020	1	0.930273	1	0	0.064865	0.033255	0.066518	0.032145	0.071523	1	0.103350	0	0	0.092668	381.397400	561.796936	260673.250000	507315.156250	11711.068359	1517.486206	1156.642090	121.928276	1.918946e+06	3.484800	5.111690	23.459370	40.340660	63	12.674441	10	0	94.381912	3.768980e-09	6.012205e-09	6.856485e-17	1.783788e-16	1.125244e-27	-8.727087e-09	-6.546209e-09	-6.198695e-08	1.002972e-16	0.014822	0.023593	0.001009	0.002614	0.236390	0.034891	0.026214	9.996736e-21	0.001504	0.000869	0.001343	3.247168e-06	7.449005e-06	0.024780	0.001300	0.000434	6.890006e-21	5.444779e-06	0.011690	0.019270	0.000968	0.002616	0.230966	0.022918	0.016371	1.665458e-23	0.001208	0.002190	0.003517	0.000042	0.000123	0.089152	0.003622	0.001260	1.143482e-21	0.000048	0.003452	0.005343	0.000026	0.000061	0.065547	0.007633	0.006118	1.527000e-22	0.000054	0.277068	0.404426	0.091135	0.177031	9.825488	7.587401	7.573674	5.135894	0.354576	0.035236	0.057493	0.002606	0.006462	0.434301	0.086816	0.069892	6.341445e-11	0.005266	1.681088	2.580407	7.014734	15.741998	70.662697	3.501466	2.869744	-1.627011	14.609358	0.001022	0.001534	2.856363e-06	0.000007	0.015186	0.005101	0.005057	3.122965e-12	0.000008	897.776123	1538.609009	3.579146e+06	7.718784e+06	19659.814453	1811.017700	559.863281	21.533203	9.671822e+06	0.295564	0.441631	0.124001	0.261882	6.204542	1.522534	1.488409	-0.559501	0.389671	1.493934e+06	2237112.500	3.636059e+12	7.536623e+12	49530804	7217188.00	6093179.00	9.976279e+05	2.217938e+13	0.247512	0.421490	0.240901	0.591896	7.544909	0.527214	0.373252	0.0	0.340871	0.019039	0.021504	0.000578	0.000628	0.524414	0.069696	0.048340	0.000000	0.005464	0.000429	0.008693	0.003760	0.000797	0.000939	0.000818	0.001190	0.000780	0.000815	0.000327	0.000434	0.000324	0.000352	0.000375	0.000252	0.000222	0.000197	0.000210	0.000164	0.000273	0.000118	0.000117	0.000136	0.000212	2.057242e-04	1.003896e-04	4.997511e-06	0.000528	0.014507	0.006036	0.001261	0.001442	0.001344	0.001849	0.001239	0.001265	0.000519	0.000656	0.000545	0.000617	0.000642	0.000431	0.000386	0.000322	0.000342	0.000250	0.000402	0.000184	0.000196	0.000218	0.000338	3.174449e-04	1.588268e-04	8.516327e-06	1.066657e-06	0.000448	0.000195	0.000005	0.000003	0.000003	5.562229e-06	2.788515e-06	3.128518e-06	6.876242e-07	1.091077e-06	0.000001	1.948811e-06	3.380321e-06	6.255639e-07	6.016750e-07	2.284996e-07	3.667506e-07	1.725047e-07	5.685321e-07	1.868429e-07	1.672406e-07	1.164078e-07	2.592736e-07	2.848171e-07	7.180059e-08	5.482292e-10	1.425235e-06	0.001292	0.000453	0.000011	0.000007	0.000007	1.239973e-05	0.000007	0.000008	0.000002	0.000002	0.000003	0.000006	0.000009	1.729048e-06	1.887168e-06	6.374215e-07	1.044562e-06	3.818498e-07	1.081930e-06	4.012272e-07	4.489966e-07	2.790431e-07	6.202037e-07	6.490185e-07	1.652233e-07	1.444163e-09	0.013747	0.169939	0.120890	0.037239	0.029730	0.030872	0.052340	0.043035	0.030241	0.011986	0.018727	0.012800	0.030388	0.024678	0.010786	0.010727	0.006360	0.016593	0.010725	0.015376	0.016197	0.007169	0.009716	0.008885	0.009068	0.004675	4.377904e-04	0.000831	0.017853	0.003729	0.001015	0.001650	0.001126	0.001683	0.000984	0.001064	0.000460	0.000561	0.000372	0.000357	0.000358	0.000261	0.000229	0.000251	0.000280	0.000258	0.000447	0.000145	0.000134	0.000187	0.000276	2.665528e-04	1.124985e-04	4.017324e-06	0.000035	0.014578	0.000482	0.000218	0.000843	0.000426	0.000525	0.000208	0.0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Ignition (remix) - Kelly, R.mp3	Massive R&B - Spring Collection 2006 (Parental Adv [UK] Disc 1	Various Artists	Various Artists	2006	R&B	Universal Music TV	187186	Ignition (remix) - Kelly, R.	8	2.1-beta2	v2.1_beta2	music 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1	Reggae/04 A Place in the 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A Place in the Sun.mp3	Tighten Up, Vol. 1-6: Trojan Reggae Classics 1968-1974 Disc 1	Various Artists	David Isaacs	2002	Reggae	Sanctuary/Trojan	165906	A Place in the Sun	4	2.1-beta2	v2.1_beta2	music 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2	Rock and Metal/07 School's Out - Cooper, 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School's Out - Cooper, Alice.mp3	The Best Heavy Metal Album In The World... 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3	Folk and New Age/19 If I Had a 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If I Had a Hammer.mp3	Where Have All the Flowers Gone: The Songs of Pete Seeger Disc 1	Various Artists	Nanci Griffith	1998	Rock	Appleseed	169360	If I Had a Hammer	19	2.1-beta2	v2.1_beta2	music 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Sun Is Shining.mp3	Ibiza: The History of House Disc 1	Various Artists	Bob Marley/Funkstar de Luxe	2003	Rock	Warner	285266	Sun Is Shining	4	2.1-beta2	v2.1_beta2	music 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check for empty values

plt.figure(figsize=(16, 3))
sns.heatmap(df_full_tracks.isnull(), yticklabels=False, cbar=False, cmap='viridis')

<matplotlib.axes._subplots.AxesSubplot at 0x7fe2cac2e510>

Config Data

with open("../configuration.yaml") as file:
    config_data = yaml.safe_load(file)

config_data

{'ground_truth_directory': 'datasets',
 'acousticbrainz': False,
 'from_disk': True,
 'class_dir': 'danceability',
 'enumeration_columns': ['tonal_chords_key',
  'tonal_chords_scale',
  'tonal_key_key',
  'tonal_key_scale'],
 'remove_columns': ['json_directory', 'track'],
 'exports_directory': 'exports',
 'evaluations_directory': 'evaluations',
 'tracks_in_csv_format': 'tracks_csv',
 'delete_logs': True,
 'log_directory': 'logs',
 'logging_level': 0,
 'scaling': 'standard_scaled',
 'excludedDescriptors': ['metadata.tags*'],
 'processing': {'raw': [],
  'basic': [{'transfo': 'remove',
    'params': {'descriptorNames': ['metadata.*',
      '*dmean*',
      '*dvar*',
      '*.min',
      '*.max',
      '*cov',
      'tonal.thpcp',
      'lowlevel.spectral_energyband_high.*',
      'lowlevel.silence_rate*']}},
   {'transfo': 'enumerate',
    'params': {'descriptorNames': ['tonal.chords_key',
      'tonal.chords_scale',
      'tonal.key_key',
      'tonal.key_scale']}}],
  'lowlevel': [{'transfo': 'remove',
    'params': {'descriptorNames': ['metadata.*',
      '*dmean*',
      '*dvar*',
      '*.min',
      '*.max',
      '*cov',
      'tonal.thpcp',
      'lowlevel.spectral_energyband_high.*',
      'lowlevel.silence_rate*']}},
   {'transfo': 'enumerate',
    'params': {'descriptorNames': ['tonal.chords_key',
      'tonal.chords_scale',
      'tonal.key_key',
      'tonal.key_scale']}},
   {'transfo': 'select', 'params': {'descriptorNames': ['lowlevel*']}}],
  'nobands': [{'transfo': 'remove',
    'params': {'descriptorNames': ['metadata.*',
      '*dmean*',
      '*dvar*',
      '*.min',
      '*.max',
      '*cov',
      'tonal.thpcp',
      'lowlevel.spectral_energyband_high.*',
      'lowlevel.silence_rate*']}},
   {'transfo': 'enumerate',
    'params': {'descriptorNames': ['tonal.chords_key',
      'tonal.chords_scale',
      'tonal.key_key',
      'tonal.key_scale']}},
   {'transfo': 'remove',
    'params': {'descriptorNames': ['barkbands*',
      '*energyband*',
      'melbands*',
      'erbbands*']}}],
  'normalized': [{'transfo': 'remove',
    'params': {'descriptorNames': ['metadata.*',
      '*dmean*',
      '*dvar*',
      '*.min',
      '*.max',
      '*cov',
      'tonal.thpcp',
      'lowlevel.spectral_energyband_high.*',
      'lowlevel.silence_rate*']}},
   {'transfo': 'enumerate',
    'params': {'descriptorNames': ['tonal.chords_key',
      'tonal.chords_scale',
      'tonal.key_key',
      'tonal.key_scale']}},
   {'transfo': 'normalize'}],
  'gaussianized': [{'transfo': 'remove',
    'params': {'descriptorNames': ['metadata.*',
      '*dmean*',
      '*dvar*',
      '*.min',
      '*.max',
      '*cov',
      'tonal.thpcp',
      'lowlevel.spectral_energyband_high.*',
      'lowlevel.silence_rate*']}},
   {'transfo': 'enumerate',
    'params': {'descriptorNames': ['tonal.chords_key',
      'tonal.chords_scale',
      'tonal.key_key',
      'tonal.key_scale']}},
   {'transfo': 'normalize'},
   {'transfo': 'gaussianize', 'params': {'descriptorNames': ['lowlevel.*']}}]},
 'gaia_imitation': False,
 'gaia_kfold_cv_n_splits': 5,
 'gaia_kfold_shuffle': False,
 'gaia_kfold_random_state': None,
 'random_seed': 1,
 'train_kind': 'grid',
 'svc_C': 7,
 'svc_kernel': 'rbf',
 'svc_gamma': -11,
 'svc_class_weight_balance': None,
 'svc_probability': True,
 'svc_preprocessing': 'gaussianized',
 'k_fold_apply': True,
 'k_fold': 5,
 'k_fold_shuffle': False,
 'k_fold_random_seed': 1,
 'pca_n_components': 0.95,
 'grid_kernel': ['poly', 'rbf'],
 'grid_C': [-5, -3, -1, 1, 3, 5, 7, 9, 11],
 'grid_gamma': [3, 1, -1, -3, -5, -7, -9, -11],
 'grid_class_weight': ['balanced', None],
 'grid_verbose': 1,
 'ds_shuffle': True,
 'parallel_jobs': -1,
 'verbose': 10,
 'grid_results_directory': 'grid_scores',
 'classifiers': {'svm': [{'preprocessing': ['basic',
     'lowlevel',
     'nobands',
     'normalized',
     'gaussianized'],
    'type': ['C-SVC'],
    'kernel': ['poly', 'RBF'],
    'C': [-5, -3, -1, 1, 3, 5, 7, 9, 11],
    'gamma': [3, 1, -1, -3, -5, -7, -9, -11],
    'balanceClasses': [False, True]}]},
 'evaluations': {'nfoldcrossvalidation': [{'nfold': [5]}]}}

Functions for features first handling

def list_descr_handler(descr_list):
    """

    :param descr_list:
    :return:
    """
    keys_list_handle = []
    for item in descr_list:
        if item.endswith(".*"):
            item = item.replace(".*", "_")
        elif item.startswith("*."):
            item = item.replace("*.", "_")
        else:
            item = item.replace("*", "")
        item = item.replace(".", "_")
        keys_list_handle.append(item)
    return keys_list_handle

def descr_remover(df, descr_remove_list):
    """

    :param df:
    :param descr_remove_list:
    :return:
    """
    columns_list = list(df.columns)
    columns_del_list = []
    for item in descr_remove_list:
        for del_item in columns_list:
            if re.search(item, del_item):
                columns_del_list.append(del_item)
    df_used_descr = df.drop(columns=columns_del_list, axis=1)
    return df_used_descr

Clean

def cleaner(config, df):
    cleaning_columns_list = config["excludedDescriptors"]
    cleaning_columns_list = list_descr_handler(cleaning_columns_list)
    print("Cleaner for columns: {}".format(cleaning_columns_list))
    df = descr_remover(df, cleaning_columns_list)
    print("Shape of the df after the data cleaning: \n{}".format(df.shape))
    return df

df_tracks_clean = cleaner(config=config_data, df=df_feats_tracks)

Cleaner for columns: ['metadata_tags']
Shape of the df after the data cleaning: 
(225, 2664)

df_tracks_clean.head()

	lowlevel_average_loudness	lowlevel_barkbands_crest_dmean	lowlevel_barkbands_crest_dmean2	lowlevel_barkbands_crest_dvar	lowlevel_barkbands_crest_dvar2	lowlevel_barkbands_crest_max	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_min	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_dmean	lowlevel_barkbands_flatness_db_dmean2	lowlevel_barkbands_flatness_db_dvar	lowlevel_barkbands_flatness_db_dvar2	lowlevel_barkbands_flatness_db_max	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_min	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_dmean	lowlevel_barkbands_kurtosis_dmean2	lowlevel_barkbands_kurtosis_dvar	lowlevel_barkbands_kurtosis_dvar2	lowlevel_barkbands_kurtosis_max	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_min	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_dmean	lowlevel_barkbands_skewness_dmean2	lowlevel_barkbands_skewness_dvar	lowlevel_barkbands_skewness_dvar2	lowlevel_barkbands_skewness_max	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_min	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_dmean	lowlevel_barkbands_spread_dmean2	lowlevel_barkbands_spread_dvar	lowlevel_barkbands_spread_dvar2	lowlevel_barkbands_spread_max	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_min	lowlevel_barkbands_spread_var	lowlevel_dissonance_dmean	lowlevel_dissonance_dmean2	lowlevel_dissonance_dvar	lowlevel_dissonance_dvar2	lowlevel_dissonance_max	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_min	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_dmean	lowlevel_erbbands_crest_dmean2	lowlevel_erbbands_crest_dvar	lowlevel_erbbands_crest_dvar2	lowlevel_erbbands_crest_max	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_min	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_dmean	lowlevel_erbbands_flatness_db_dmean2	lowlevel_erbbands_flatness_db_dvar	lowlevel_erbbands_flatness_db_dvar2	lowlevel_erbbands_flatness_db_max	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_min	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_dmean	lowlevel_erbbands_kurtosis_dmean2	lowlevel_erbbands_kurtosis_dvar	lowlevel_erbbands_kurtosis_dvar2	lowlevel_erbbands_kurtosis_max	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_min	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_dmean	lowlevel_erbbands_skewness_dmean2	lowlevel_erbbands_skewness_dvar	lowlevel_erbbands_skewness_dvar2	lowlevel_erbbands_skewness_max	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_min	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_dmean	lowlevel_erbbands_spread_dmean2	lowlevel_erbbands_spread_dvar	lowlevel_erbbands_spread_dvar2	lowlevel_erbbands_spread_max	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_min	lowlevel_erbbands_spread_var	lowlevel_hfc_dmean	lowlevel_hfc_dmean2	lowlevel_hfc_dvar	lowlevel_hfc_dvar2	lowlevel_hfc_max	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_min	lowlevel_hfc_var	lowlevel_melbands_crest_dmean	lowlevel_melbands_crest_dmean2	lowlevel_melbands_crest_dvar	lowlevel_melbands_crest_dvar2	lowlevel_melbands_crest_max	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_min	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_dmean	lowlevel_melbands_flatness_db_dmean2	lowlevel_melbands_flatness_db_dvar	lowlevel_melbands_flatness_db_dvar2	lowlevel_melbands_flatness_db_max	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_min	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_dmean	lowlevel_melbands_kurtosis_dmean2	lowlevel_melbands_kurtosis_dvar	lowlevel_melbands_kurtosis_dvar2	lowlevel_melbands_kurtosis_max	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_min	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_dmean	lowlevel_melbands_skewness_dmean2	lowlevel_melbands_skewness_dvar	lowlevel_melbands_skewness_dvar2	lowlevel_melbands_skewness_max	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_min	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_dmean	lowlevel_melbands_spread_dmean2	lowlevel_melbands_spread_dvar	lowlevel_melbands_spread_dvar2	lowlevel_melbands_spread_max	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_min	lowlevel_melbands_spread_var	lowlevel_pitch_salience_dmean	lowlevel_pitch_salience_dmean2	lowlevel_pitch_salience_dvar	lowlevel_pitch_salience_dvar2	lowlevel_pitch_salience_max	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_min	lowlevel_pitch_salience_var	lowlevel_silence_rate_20dB_dmean	lowlevel_silence_rate_20dB_dmean2	lowlevel_silence_rate_20dB_dvar	lowlevel_silence_rate_20dB_dvar2	lowlevel_silence_rate_20dB_max	lowlevel_silence_rate_20dB_mean	lowlevel_silence_rate_20dB_median	lowlevel_silence_rate_20dB_min	lowlevel_silence_rate_20dB_var	lowlevel_silence_rate_30dB_dmean	lowlevel_silence_rate_30dB_dmean2	lowlevel_silence_rate_30dB_dvar	lowlevel_silence_rate_30dB_dvar2	lowlevel_silence_rate_30dB_max	lowlevel_silence_rate_30dB_mean	lowlevel_silence_rate_30dB_median	lowlevel_silence_rate_30dB_min	lowlevel_silence_rate_30dB_var	lowlevel_silence_rate_60dB_dmean	lowlevel_silence_rate_60dB_dmean2	lowlevel_silence_rate_60dB_dvar	lowlevel_silence_rate_60dB_dvar2	lowlevel_silence_rate_60dB_max	lowlevel_silence_rate_60dB_mean	lowlevel_silence_rate_60dB_median	lowlevel_silence_rate_60dB_min	lowlevel_silence_rate_60dB_var	lowlevel_spectral_centroid_dmean	lowlevel_spectral_centroid_dmean2	lowlevel_spectral_centroid_dvar	lowlevel_spectral_centroid_dvar2	lowlevel_spectral_centroid_max	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_min	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_dmean	lowlevel_spectral_complexity_dmean2	lowlevel_spectral_complexity_dvar	lowlevel_spectral_complexity_dvar2	lowlevel_spectral_complexity_max	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_min	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_dmean	lowlevel_spectral_decrease_dmean2	lowlevel_spectral_decrease_dvar	lowlevel_spectral_decrease_dvar2	lowlevel_spectral_decrease_max	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_min	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_dmean	lowlevel_spectral_energy_dmean2	lowlevel_spectral_energy_dvar	lowlevel_spectral_energy_dvar2	lowlevel_spectral_energy_max	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_min	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_high_dmean	lowlevel_spectral_energyband_high_dmean2	lowlevel_spectral_energyband_high_dvar	lowlevel_spectral_energyband_high_dvar2	lowlevel_spectral_energyband_high_max	lowlevel_spectral_energyband_high_mean	lowlevel_spectral_energyband_high_median	lowlevel_spectral_energyband_high_min	lowlevel_spectral_energyband_high_var	lowlevel_spectral_energyband_low_dmean	lowlevel_spectral_energyband_low_dmean2	lowlevel_spectral_energyband_low_dvar	lowlevel_spectral_energyband_low_dvar2	lowlevel_spectral_energyband_low_max	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_min	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_dmean	lowlevel_spectral_energyband_middle_high_dmean2	lowlevel_spectral_energyband_middle_high_dvar	lowlevel_spectral_energyband_middle_high_dvar2	lowlevel_spectral_energyband_middle_high_max	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_min	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_dmean	lowlevel_spectral_energyband_middle_low_dmean2	lowlevel_spectral_energyband_middle_low_dvar	lowlevel_spectral_energyband_middle_low_dvar2	lowlevel_spectral_energyband_middle_low_max	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_min	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_dmean	lowlevel_spectral_entropy_dmean2	lowlevel_spectral_entropy_dvar	lowlevel_spectral_entropy_dvar2	lowlevel_spectral_entropy_max	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_min	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_dmean	lowlevel_spectral_flux_dmean2	lowlevel_spectral_flux_dvar	lowlevel_spectral_flux_dvar2	lowlevel_spectral_flux_max	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_min	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_dmean	lowlevel_spectral_kurtosis_dmean2	lowlevel_spectral_kurtosis_dvar	lowlevel_spectral_kurtosis_dvar2	lowlevel_spectral_kurtosis_max	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_min	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_dmean	lowlevel_spectral_rms_dmean2	lowlevel_spectral_rms_dvar	lowlevel_spectral_rms_dvar2	lowlevel_spectral_rms_max	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_min	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_dmean	lowlevel_spectral_rolloff_dmean2	lowlevel_spectral_rolloff_dvar	lowlevel_spectral_rolloff_dvar2	lowlevel_spectral_rolloff_max	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_min	lowlevel_spectral_rolloff_var	lowlevel_spectr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ogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_min	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_dmean_0	rhythm_beats_loudness_band_ratio_dmean_1	rhythm_beats_loudness_band_ratio_dmean_2	rhythm_beats_loudness_band_ratio_dmean_3	rhythm_beats_loudness_band_ratio_dmean_4	rhythm_beats_loudness_band_ratio_dmean_5	rhythm_beats_loudness_band_ratio_dmean2_0	rhythm_beats_loudness_band_ratio_dmean2_1	rhythm_beats_loudness_band_ratio_dmean2_2	rhythm_beats_loudness_band_ratio_dmean2_3	rhythm_beats_loudness_band_ratio_dmean2_4	rhythm_beats_loudness_band_ratio_dmean2_5	rhythm_beats_loudness_band_ratio_dvar_0	rhythm_beats_loudness_band_ratio_dvar_1	rhythm_beats_loudness_band_ratio_dvar_2	rhythm_beats_loudness_band_ratio_dvar_3	rhythm_beats_loudness_band_ratio_dvar_4	rhythm_beats_loudness_band_ratio_dvar_5	rhythm_beats_loudness_band_ratio_dvar2_0	rhythm_beats_loudness_band_ratio_dvar2_1	rhythm_beats_loudness_band_ratio_dvar2_2	rhythm_beats_loudness_band_ratio_dvar2_3	rhythm_beats_loudness_band_ratio_dvar2_4	rhythm_beats_loudness_band_ratio_dvar2_5	rhythm_beats_loudness_band_ratio_max_0	rhythm_beats_loudness_band_ratio_max_1	rhythm_beats_loudness_band_ratio_max_2	rhythm_beats_loudness_band_ratio_max_3	rhythm_beats_loudness_band_ratio_max_4	rhythm_beats_loudness_band_ratio_max_5	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_min_0	rhythm_beats_loudness_band_ratio_min_1	rhythm_beats_loudness_band_ratio_min_2	rhythm_beats_loudness_band_ratio_min_3	rhythm_beats_loudness_band_ratio_min_4	rhythm_beats_loudness_band_ratio_min_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_dmean	tonal_chords_strength_dmean2	tonal_chords_strength_dvar	tonal_chords_strength_dvar2	tonal_chords_strength_max	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_min	tonal_chords_strength_var	tonal_hpcp_entropy_dmean	tonal_hpcp_entropy_dmean2	tonal_hpcp_entropy_dvar	tonal_hpcp_entropy_dvar2	tonal_hpcp_entropy_max	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_min	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_dmean_0	tonal_hpcp_dmean_1	tonal_hpcp_dmean_2	tonal_hpcp_dmean_3	tonal_hpcp_dmean_4	tonal_hpcp_dmean_5	tonal_hpcp_dmean_6	tonal_hpcp_dmean_7	tonal_hpcp_dmean_8	tonal_hpcp_dmean_9	tonal_hpcp_dmean_10	tonal_hpcp_dmean_11	tonal_hpcp_dmean_12	tonal_hpcp_dmean_13	tonal_hpcp_dmean_14	tonal_hpcp_dmean_15	tonal_hpcp_dmean_16	tonal_hpcp_dmean_17	tonal_hpcp_dmean_18	tonal_hpcp_dmean_19	tonal_hpcp_dmean_20	tonal_hpcp_dmean_21	tonal_hpcp_dmean_22	tonal_hpcp_dmean_23	tonal_hpcp_dmean_24	tonal_hpcp_dmean_25	tonal_hpcp_dmean_26	tonal_hpcp_dmean_27	tonal_hpcp_dmean_28	tonal_hpcp_dmean_29	tonal_hpcp_dmean_30	tonal_hpcp_dmean_31	tonal_hpcp_dmean_32	tonal_hpcp_dmean_33	tonal_hpcp_dmean_34	tonal_hpcp_dmean_35	tonal_hpcp_dmean2_0	tonal_hpcp_dmean2_1	tonal_hpcp_dmean2_2	tonal_hpcp_dmean2_3	tonal_hpcp_dmean2_4	tonal_hpcp_dmean2_5	tonal_hpcp_dmean2_6	tonal_hpcp_dmean2_7	tonal_hpcp_dmean2_8	tonal_hpcp_dmean2_9	tonal_hpcp_dmean2_10	tonal_hpcp_dmean2_11	tonal_hpcp_dmean2_12	tonal_hpcp_dmean2_13	tonal_hpcp_dmean2_14	tonal_hpcp_dmean2_15	tonal_hpcp_dmean2_16	tonal_hpcp_dmean2_17	tonal_hpcp_dmean2_18	tonal_hpcp_dmean2_19	tonal_hpcp_dmean2_20	tonal_hpcp_dmean2_21	tonal_hpcp_dmean2_22	tonal_hpcp_dmean2_23	tonal_hpcp_dmean2_24	tonal_hpcp_dmean2_25	tonal_hpcp_dmean2_26	tonal_hpcp_dmean2_27	tonal_hpcp_dmean2_28	tonal_hpcp_dmean2_29	tonal_hpcp_dmean2_30	tonal_hpcp_dmean2_31	tonal_hpcp_dmean2_32	tonal_hpcp_dmean2_33	tonal_hpcp_dmean2_34	tonal_hpcp_dmean2_35	tonal_hpcp_dvar_0	tonal_hpcp_dvar_1	tonal_hpcp_dvar_2	tonal_hpcp_dvar_3	tonal_hpcp_dvar_4	tonal_hpcp_dvar_5	tonal_hpcp_dvar_6	tonal_hpcp_dvar_7	tonal_hpcp_dvar_8	tonal_hpcp_dvar_9	tonal_hpcp_dvar_10	tonal_hpcp_dvar_11	tonal_hpcp_dvar_12	tonal_hpcp_dvar_13	tonal_hpcp_dvar_14	tonal_hpcp_dvar_15	tonal_hpcp_dvar_16	tonal_hpcp_dvar_17	tonal_hpcp_dvar_18	tonal_hpcp_dvar_19	tonal_hpcp_dvar_20	tonal_hpcp_dvar_21	tonal_hpcp_dvar_22	tonal_hpcp_dvar_23	tonal_hpcp_dvar_24	tonal_hpcp_dvar_25	tonal_hpcp_dvar_26	tonal_hpcp_dvar_27	tonal_hpcp_dvar_28	tonal_hpcp_dvar_29	tonal_hpcp_dvar_30	tonal_hpcp_dvar_31	tonal_hpcp_dvar_32	tonal_hpcp_dvar_33	tonal_hpcp_dvar_34	tonal_hpcp_dvar_35	tonal_hpcp_dvar2_0	tonal_hpcp_dvar2_1	tonal_hpcp_dvar2_2	tonal_hpcp_dvar2_3	tonal_hpcp_dvar2_4	tonal_hpcp_dvar2_5	tonal_hpcp_dvar2_6	tonal_hpcp_dvar2_7	tonal_hpcp_dvar2_8	tonal_hpcp_dvar2_9	tonal_hpcp_dvar2_10	tonal_hpcp_dvar2_11	tonal_hpcp_dvar2_12	tonal_hpcp_dvar2_13	tonal_hpcp_dvar2_14	tonal_hpcp_dvar2_15	tonal_hpcp_dvar2_16	tonal_hpcp_dvar2_17	tonal_hpcp_dvar2_18	tonal_hpcp_dvar2_19	tonal_hpcp_dvar2_20	tonal_hpcp_dvar2_21	tonal_hpcp_dvar2_22	tonal_hpcp_dvar2_23	tonal_hpcp_dvar2_24	tonal_hpcp_dvar2_25	tonal_hpcp_dvar2_26	tonal_hpcp_dvar2_27	tonal_hpcp_dvar2_28	tonal_hpcp_dvar2_29	tonal_hpcp_dvar2_30	tonal_hpcp_dvar2_31	tonal_hpcp_dvar2_32	tonal_hpcp_dvar2_33	tonal_hpcp_dvar2_34	tonal_hpcp_dvar2_35	tonal_hpcp_max_0	tonal_hpcp_max_1	tonal_hpcp_max_2	tonal_hpcp_max_3	tonal_hpcp_max_4	tonal_hpcp_max_5	tonal_hpcp_max_6	tonal_hpcp_max_7	tonal_hpcp_max_8	tonal_hpcp_max_9	tonal_hpcp_max_10	tonal_hpcp_max_11	tonal_hpcp_max_12	tonal_hpcp_max_13	tonal_hpcp_max_14	tonal_hpcp_max_15	tonal_hpcp_max_16	tonal_hpcp_max_17	tonal_hpcp_max_18	tonal_hpcp_max_19	tonal_hpcp_max_20	tonal_hpcp_max_21	tonal_hpcp_max_22	tonal_hpcp_max_23	tonal_hpcp_max_24	tonal_hpcp_max_25	tonal_hpcp_max_26	tonal_hpcp_max_27	tonal_hpcp_max_28	tonal_hpcp_max_29	tonal_hpcp_max_30	tonal_hpcp_max_31	tonal_hpcp_max_32	tonal_hpcp_max_33	tonal_hpcp_max_34	tonal_hpcp_max_35	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_min_0	tonal_hpcp_min_1	tonal_hpcp_min_2	tonal_hpcp_min_3	tonal_hpcp_min_4	tonal_hpcp_min_5	tonal_hpcp_min_6	tonal_hpcp_min_7	tonal_hpcp_min_8	tonal_hpcp_min_9	tonal_hpcp_min_10	tonal_hpcp_min_11	tonal_hpcp_min_12	tonal_hpcp_min_13	tonal_hpcp_min_14	tonal_hpcp_min_15	tonal_hpcp_min_16	tonal_hpcp_min_17	tonal_hpcp_min_18	tonal_hpcp_min_19	tonal_hpcp_min_20	tonal_hpcp_min_21	tonal_hpcp_min_22	tonal_hpcp_min_23	tonal_hpcp_min_24	tonal_hpcp_min_25	tonal_hpcp_min_26	tonal_hpcp_min_27	tonal_hpcp_min_28	tonal_hpcp_min_29	tonal_hpcp_min_30	tonal_hpcp_min_31	tonal_hpcp_min_32	tonal_hpcp_min_33	tonal_hpcp_min_34	tonal_hpcp_min_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_thpcp_0	tonal_thpcp_1	tonal_thpcp_2	tonal_thpcp_3	tonal_thpcp_4	tonal_thpcp_5	tonal_thpcp_6	tonal_thpcp_7	tonal_thpcp_8	tonal_thpcp_9	tonal_thpcp_10	tonal_thpcp_11	tonal_thpcp_12	tonal_thpcp_13	tonal_thpcp_14	tonal_thpcp_15	tonal_thpcp_16	tonal_thpcp_17	tonal_thpcp_18	tonal_thpcp_19	tonal_thpcp_20	tonal_thpcp_21	tonal_thpcp_22	tonal_thpcp_23	tonal_thpcp_24	tonal_thpcp_25	tonal_thpcp_26	tonal_thpcp_27	tonal_thpcp_28	tonal_thpcp_29	tonal_thpcp_30	tonal_thpcp_31	tonal_thpcp_32	tonal_thpcp_33	tonal_thpcp_34	tonal_thpcp_35	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
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df_tracks_clean.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 225 entries, 0 to 224
Columns: 2664 entries, lowlevel_average_loudness to tonal_key_scale
dtypes: float64(2575), int64(79), object(10)
memory usage: 4.6+ MB

Remove

remove_list = list_descr_handler(config_data["processing"]["normalized"][0]["params"]["descriptorNames"])
print(remove_list)
df_tracks_remove = descr_remover(df_tracks_clean, remove_list)
print("items removed related to: {}".format(remove_list))

['metadata_', 'dmean', 'dvar', '_min', '_max', 'cov', 'tonal_thpcp', 'lowlevel_spectral_energyband_high_', 'lowlevel_silence_rate']
items removed related to: ['metadata_', 'dmean', 'dvar', '_min', '_max', 'cov', 'tonal_thpcp', 'lowlevel_spectral_energyband_high_', 'lowlevel_silence_rate']

df_tracks_remove.head()

	lowlevel_average_loudness	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_var	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_var	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_var	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_var	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_var	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_var	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel_barkbands_median_20	lowlevel_barkbands_median_21	lowlevel_barkbands_median_22	lowlevel_barkbands_median_23	lowlevel_barkbands_median_24	lowlevel_barkbands_median_25	lowlevel_barkbands_median_26	lowlevel_barkbands_var_0	lowlevel_barkbands_var_1	lowlevel_barkbands_var_2	lowlevel_barkbands_var_3	lowlevel_barkbands_var_4	lowlevel_barkbands_var_5	lowlevel_barkbands_var_6	lowlevel_barkbands_var_7	lowlevel_barkbands_var_8	lowlevel_barkbands_var_9	lowlevel_barkbands_var_10	lowlevel_barkbands_var_11	lowlevel_barkbands_var_12	lowlevel_barkbands_var_13	lowlevel_barkbands_var_14	lowlevel_barkbands_var_15	lowlevel_barkbands_var_16	lowlevel_barkbands_var_17	lowlevel_barkbands_var_18	lowlevel_barkbands_var_19	lowlevel_barkbands_var_20	lowlevel_barkbands_var_21	lowlevel_barkbands_var_22	lowlevel_barkbands_var_23	lowlevel_barkbands_var_24	lowlevel_barkbands_var_25	lowlevel_barkbands_var_26	lowlevel_erbbands_mean_0	lowlevel_erbbands_mean_1	lowlevel_erbbands_mean_2	lowlevel_erbbands_mean_3	lowlevel_erbbands_mean_4	lowlevel_erbbands_mean_5	lowlevel_erbbands_mean_6	lowlevel_erbbands_mean_7	lowlevel_erbbands_mean_8	lowlevel_erbbands_mean_9	lowlevel_erbbands_mean_10	lowlevel_erbbands_mean_11	lowlevel_erbbands_mean_12	lowlevel_erbbands_mean_13	lowlevel_erbbands_mean_14	lowlevel_erbbands_mean_15	lowlevel_erbbands_mean_16	lowlevel_erbbands_mean_17	lowlevel_erbbands_mean_18	lowlevel_erbbands_mean_19	lowlevel_erbbands_mean_20	lowlevel_erbbands_mean_21	lowlevel_erbbands_mean_22	lowlevel_erbbands_mean_23	lowlevel_erbbands_mean_24	lowlevel_erbbands_mean_25	lowlevel_erbbands_mean_26	lowlevel_erbbands_mean_27	lowlevel_erbbands_mean_28	lowlevel_erbbands_mean_29	lowlevel_erbbands_mean_30	lowlevel_erbbands_mean_31	lowlevel_erbbands_mean_32	lowlevel_erbbands_mean_33	lowlevel_erbbands_mean_34	lowlevel_erbbands_mean_35	lowlevel_erbbands_mean_36	lowlevel_erbbands_mean_37	lowlevel_erbbands_mean_38	lowlevel_erbbands_mean_39	lowlevel_erbbands_median_0	lowlevel_erbbands_median_1	lowlevel_erbbands_median_2	lowlevel_erbbands_median_3	lowlevel_erbbands_median_4	lowlevel_erbbands_median_5	lowlevel_erbbands_median_6	lowlevel_erbbands_median_7	lowlevel_erbbands_median_8	lowlevel_erbbands_median_9	lowlevel_erbbands_median_10	lowlevel_erbbands_median_11	lowlevel_erbbands_median_12	lowlevel_erbbands_median_13	lowlevel_erbbands_median_14	lowlevel_erbbands_median_15	lowlevel_erbbands_median_16	lowlevel_erbbands_median_17	lowlevel_erbbands_median_18	lowlevel_erbbands_median_19	lowlevel_erbbands_median_20	lowlevel_erbbands_median_21	lowlevel_erbbands_median_22	lowlevel_erbbands_median_23	lowlevel_erbbands_median_24	lowlevel_erbbands_median_25	lowlevel_erbbands_median_26	lowlevel_erbbands_median_27	lowlevel_erbbands_median_28	lowlevel_erbbands_median_29	lowlevel_erbbands_median_30	lowlevel_erbbands_median_31	lowlevel_erbbands_median_32	lowlevel_erbbands_median_33	lowlevel_erbbands_median_34	lowlevel_erbbands_median_35	lowlevel_erbbands_median_36	lowlevel_erbbands_median_37	lowlevel_erbbands_median_38	lowlevel_erbbands_median_39	lowlevel_erbbands_var_0	lowlevel_erbbands_var_1	lowlevel_erbbands_var_2	lowlevel_erbbands_var_3	lowlevel_erbbands_var_4	lowlevel_erbbands_var_5	lowlevel_erbbands_var_6	lowlevel_erbbands_var_7	lowlevel_erbbands_var_8	lowlevel_erbbands_var_9	lowlevel_erbbands_var_10	lowlevel_erbbands_var_11	lowlevel_erbbands_var_12	lowlevel_erbbands_var_13	lowlevel_erbbands_var_14	lowlevel_erbbands_var_15	lowlevel_erbbands_var_16	lowlevel_erbbands_var_17	lowlevel_erbbands_var_18	lowlevel_erbbands_var_19	lowlevel_erbbands_var_20	lowlevel_erbbands_var_21	lowlevel_erbbands_var_22	lowlevel_erbbands_var_23	lowlevel_erbbands_var_24	lowlevel_erbbands_var_25	lowlevel_erbbands_var_26	lowlevel_erbbands_var_27	lowlevel_erbbands_var_28	lowlevel_erbbands_var_29	lowlevel_erbbands_var_30	lowlevel_erbbands_var_31	lowlevel_erbbands_var_32	lowlevel_erbbands_var_33	lowlevel_erbbands_var_34	lowlevel_erbbands_var_35	lowlevel_erbbands_var_36	lowlevel_erbbands_var_37	lowlevel_erbbands_var_38	lowlevel_erbbands_var_39	lowlevel_gfcc_mean_0	lowlevel_gfcc_mean_1	lowlevel_gfcc_mean_2	lowlevel_gfcc_mean_3	lowlevel_gfcc_mean_4	lowlevel_gfcc_mean_5	lowlevel_gfcc_mean_6	lowlevel_gfcc_mean_7	lowlevel_gfcc_mean_8	lowlevel_gfcc_mean_9	lowlevel_gfcc_mean_10	lowlevel_gfcc_mean_11	lowlevel_gfcc_mean_12	lowlevel_melbands_mean_0	lowlevel_melbands_mean_1	lowlevel_melbands_mean_2	lowlevel_melbands_mean_3	lowlevel_melbands_mean_4	lowlevel_melbands_mean_5	lowlevel_melbands_mean_6	lowlevel_melbands_mean_7	lowlevel_melbands_mean_8	lowlevel_melbands_mean_9	lowlevel_melbands_mean_10	lowlevel_melbands_mean_11	lowlevel_melbands_mean_12	lowlevel_melbands_mean_13	lowlevel_melbands_mean_14	lowlevel_melbands_mean_15	lowlevel_melbands_mean_16	lowlevel_melbands_mean_17	lowlevel_melbands_mean_18	lowlevel_melbands_mean_19	lowlevel_melbands_mean_20	lowlevel_melbands_mean_21	lowlevel_melbands_mean_22	lowlevel_melbands_mean_23	lowlevel_melbands_mean_24	lowlevel_melbands_mean_25	lowlevel_melbands_mean_26	lowlevel_melbands_mean_27	lowlevel_melbands_mean_28	lowlevel_melbands_mean_29	lowlevel_melbands_mean_30	lowlevel_melbands_mean_31	lowlevel_melbands_mean_32	lowlevel_melbands_mean_33	lowlevel_melbands_mean_34	lowlevel_melbands_mean_35	lowlevel_melbands_mean_36	lowlevel_melbands_mean_37	lowlevel_melbands_mean_38	lowlevel_melbands_mean_39	lowlevel_melbands_median_0	lowlevel_melbands_median_1	lowlevel_melbands_median_2	lowlevel_melbands_median_3	lowlevel_melbands_median_4	lowlevel_melbands_median_5	lowlevel_melbands_median_6	lowlevel_melbands_median_7	lowlevel_melbands_median_8	lowlevel_melbands_median_9	lowlevel_melbands_median_10	lowlevel_melbands_median_11	lowlevel_melbands_median_12	lowlevel_melbands_median_13	lowlevel_melbands_median_14	lowlevel_melbands_median_15	lowlevel_melbands_median_16	lowlevel_melbands_median_17	lowlevel_melbands_median_18	lowlevel_melbands_median_19	lowlevel_melbands_median_20	lowlevel_melbands_median_21	lowlevel_melbands_median_22	lowlevel_melbands_median_23	lowlevel_melbands_median_24	lowlevel_melbands_median_25	lowlevel_melbands_median_26	lowlevel_melbands_median_27	lowlevel_melbands_median_28	lowlevel_melbands_median_29	lowlevel_melbands_median_30	lowlevel_melbands_median_31	lowlevel_melbands_median_32	lowlevel_melbands_median_33	lowlevel_melbands_median_34	lowlevel_melbands_median_35	lowlevel_melbands_median_36	lowlevel_melbands_median_37	lowlevel_melbands_median_38	lowlevel_melbands_median_39	lowlevel_melbands_var_0	lowlevel_melbands_var_1	lowlevel_melbands_var_2	lowlevel_melbands_var_3	lowlevel_melbands_var_4	lowlevel_melbands_var_5	lowlevel_melbands_var_6	lowlevel_melbands_var_7	lowlevel_melbands_var_8	lowlevel_melbands_var_9	lowlevel_melbands_var_10	lowlevel_melbands_var_11	lowlevel_melbands_var_12	lowlevel_melbands_var_13	lowlevel_melbands_var_14	lowlevel_melbands_var_15	lowlevel_melbands_var_16	lowlevel_melbands_var_17	lowlevel_melbands_var_18	lowlevel_melbands_var_19	lowlevel_melbands_var_20	lowlevel_melbands_var_21	lowlevel_melbands_var_22	lowlevel_melbands_var_23	lowlevel_melbands_var_24	lowlevel_melbands_var_25	lowlevel_melbands_var_26	lowlevel_melbands_var_27	lowlevel_melbands_var_28	lowlevel_melbands_var_29	lowlevel_melbands_var_30	lowlevel_melbands_var_31	lowlevel_melbands_var_32	lowlevel_melbands_var_33	lowlevel_melbands_var_34	lowlevel_melbands_var_35	lowlevel_melbands_var_36	lowlevel_melbands_var_37	lowlevel_melbands_var_38	lowlevel_melbands_var_39	lowlevel_mfcc_mean_0	lowlevel_mfcc_mean_1	lowlevel_mfcc_mean_2	lowlevel_mfcc_mean_3	lowlevel_mfcc_mean_4	lowlevel_mfcc_mean_5	lowlevel_mfcc_mean_6	lowlevel_mfcc_mean_7	lowlevel_mfcc_mean_8	lowlevel_mfcc_mean_9	lowlevel_mfcc_mean_10	lowlevel_mfcc_mean_11	lowlevel_mfcc_mean_12	lowlevel_spectral_contrast_coeffs_mean_0	lowlevel_spectral_contrast_coeffs_mean_1	lowlevel_spectral_contrast_coeffs_mean_2	lowlevel_spectral_contrast_coeffs_mean_3	lowlevel_spectral_contrast_coeffs_mean_4	lowlevel_spectral_contrast_coeffs_mean_5	lowlevel_spectral_contrast_coeffs_median_0	lowlevel_spectral_contrast_coeffs_median_1	lowlevel_spectral_contrast_coeffs_median_2	lowlevel_spectral_contrast_coeffs_median_3	lowlevel_spectral_contrast_coeffs_median_4	lowlevel_spectral_contrast_coeffs_median_5	lowlevel_spectral_contrast_coeffs_var_0	lowlevel_spectral_contrast_coeffs_var_1	lowlevel_spectral_contrast_coeffs_var_2	lowlevel_spectral_contrast_coeffs_var_3	lowlevel_spectral_contrast_coeffs_var_4	lowlevel_spectral_contrast_coeffs_var_5	lowlevel_spectral_contrast_valleys_mean_0	lowlevel_spectral_contrast_valleys_mean_1	lowlevel_spectral_contrast_valleys_mean_2	lowlevel_spectral_contrast_valleys_mean_3	lowlevel_spectral_contrast_valleys_mean_4	lowlevel_spectral_contrast_valleys_mean_5	lowlevel_spectral_contrast_valleys_median_0	lowlevel_spectral_contrast_valleys_median_1	lowlevel_spectral_contrast_valleys_median_2	lowlevel_spectral_contrast_valleys_median_3	lowlevel_spectral_contrast_valleys_median_4	lowlevel_spectral_contrast_valleys_median_5	lowlevel_spectral_contrast_valleys_var_0	lowlevel_spectral_contrast_valleys_var_1	lowlevel_spectral_contrast_valleys_var_2	lowlevel_spectral_contrast_valleys_var_3	lowlevel_spectral_contrast_valleys_var_4	lowlevel_spectral_contrast_valleys_var_5	rhythm_beats_count	rhythm_beats_loudness_mean	rhythm_beats_loudness_median	rhythm_beats_loudness_var	rhythm_bpm	rhythm_bpm_histogram_first_peak_bpm_mean	rhythm_bpm_histogram_first_peak_bpm_median	rhythm_bpm_histogram_first_peak_bpm_var	rhythm_bpm_histogram_first_peak_spread_mean	rhythm_bpm_histogram_first_peak_spread_median	rhythm_bpm_histogram_first_peak_spread_var	rhythm_bpm_histogram_first_peak_weight_mean	rhythm_bpm_histogram_first_peak_weight_median	rhythm_bpm_histogram_first_peak_weight_var	rhythm_bpm_histogram_second_peak_bpm_mean	rhythm_bpm_histogram_second_peak_bpm_median	rhythm_bpm_histogram_second_peak_bpm_var	rhythm_bpm_histogram_second_peak_spread_mean	rhythm_bpm_histogram_second_peak_spread_median	rhythm_bpm_histogram_second_peak_spread_var	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_var	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
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df_tracks_remove.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 225 entries, 0 to 224
Columns: 679 entries, lowlevel_average_loudness to tonal_key_scale
dtypes: float64(663), int64(12), object(4)
memory usage: 1.2+ MB

Enumerate

enumerate_list = list_descr_handler(config_data["processing"]["normalized"][1]["params"]["descriptorNames"])

print(enumerate_list)

['tonal_chords_key', 'tonal_chords_scale', 'tonal_key_key', 'tonal_key_scale']

df_tracks_cat = df_tracks_remove[enumerate_list]

df_tracks_cat.head()

	tonal_chords_key	tonal_chords_scale	tonal_key_key	tonal_key_scale
0	G#	major	C#	major
1	G	major	G	major
2	G	minor	G	major
3	G	major	G	major
4	G	major	A	minor

df_tracks_num = df_tracks_remove.drop(columns=enumerate_list, axis=1)

df_tracks_num.head()

	lowlevel_average_loudness	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_var	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_var	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_var	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_var	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_var	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_var	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_var	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel_barkbands_median_20	lowlevel_barkbands_median_21	lowlevel_barkbands_median_22	lowlevel_barkbands_median_23	lowlevel_barkbands_median_24	lowlevel_barkbands_median_25	lowlevel_barkbands_median_26	lowlevel_barkbands_var_0	lowlevel_barkbands_var_1	lowlevel_barkbands_var_2	lowlevel_barkbands_var_3	lowlevel_barkbands_var_4	lowlevel_barkbands_var_5	lowlevel_barkbands_var_6	lowlevel_barkbands_var_7	lowlevel_barkbands_var_8	lowlevel_barkbands_var_9	lowlevel_barkbands_var_10	lowlevel_barkbands_var_11	lowlevel_barkbands_var_12	lowlevel_barkbands_var_13	lowlevel_barkbands_var_14	lowlevel_barkbands_var_15	lowlevel_barkbands_var_16	lowlevel_barkbands_var_17	lowlevel_barkbands_var_18	lowlevel_barkbands_var_19	lowlevel_barkbands_var_20	lowlevel_barkbands_var_21	lowlevel_barkbands_var_22	lowlevel_barkbands_var_23	lowlevel_barkbands_var_24	lowlevel_barkbands_var_25	lowlevel_barkbands_var_26	lowlevel_erbbands_mean_0	lowlevel_erbbands_mean_1	lowlevel_erbbands_mean_2	lowlevel_erbbands_mean_3	lowlevel_erbbands_mean_4	lowlevel_erbbands_mean_5	lowlevel_erbbands_mean_6	lowlevel_erbbands_mean_7	lowlevel_erbbands_mean_8	lowlevel_erbbands_mean_9	lowlevel_erbbands_mean_10	lowlevel_erbbands_mean_11	lowlevel_erbbands_mean_12	lowlevel_erbbands_mean_13	lowlevel_erbbands_mean_14	lowlevel_erbbands_mean_15	lowlevel_erbbands_mean_16	lowlevel_erbbands_mean_17	lowlevel_erbbands_mean_18	lowlevel_erbbands_mean_19	lowlevel_erbbands_mean_20	lowlevel_erbbands_mean_21	lowlevel_erbbands_mean_22	lowlevel_erbbands_mean_23	lowlevel_erbbands_mean_24	lowlevel_erbbands_mean_25	lowlevel_erbbands_mean_26	lowlevel_erbbands_mean_27	lowlevel_erbbands_mean_28	lowlevel_erbbands_mean_29	lowlevel_erbbands_mean_30	lowlevel_erbbands_mean_31	lowlevel_erbbands_mean_32	lowlevel_erbbands_mean_33	lowlevel_erbbands_mean_34	lowlevel_erbbands_mean_35	lowlevel_erbbands_mean_36	lowlevel_erbbands_mean_37	lowlevel_erbbands_mean_38	lowlevel_erbbands_mean_39	lowlevel_erbbands_median_0	lowlevel_erbbands_median_1	lowlevel_erbbands_median_2	lowlevel_erbbands_median_3	lowlevel_erbbands_median_4	lowlevel_erbbands_median_5	lowlevel_erbbands_median_6	lowlevel_erbbands_median_7	lowlevel_erbbands_median_8	lowlevel_erbbands_median_9	lowlevel_erbbands_median_10	lowlevel_erbbands_median_11	lowlevel_erbbands_median_12	lowlevel_erbbands_median_13	lowlevel_erbbands_median_14	lowlevel_erbbands_median_15	lowlevel_erbbands_median_16	lowlevel_erbbands_median_17	lowlevel_erbbands_median_18	lowlevel_erbbands_median_19	lowlevel_erbbands_median_20	lowlevel_erbbands_median_21	lowlevel_erbbands_median_22	lowlevel_erbbands_median_23	lowlevel_erbbands_median_24	lowlevel_erbbands_median_25	lowlevel_erbbands_median_26	lowlevel_erbbands_median_27	lowlevel_erbbands_median_28	lowlevel_erbbands_median_29	lowlevel_erbbands_median_30	lowlevel_erbbands_median_31	lowlevel_erbbands_median_32	lowlevel_erbbands_median_33	lowlevel_erbbands_median_34	lowlevel_erbbands_median_35	lowlevel_erbbands_median_36	lowlevel_erbbands_median_37	lowlevel_erbbands_median_38	lowlevel_erbbands_median_39	lowlevel_erbbands_var_0	lowlevel_erbbands_var_1	lowlevel_erbbands_var_2	lowlevel_erbbands_var_3	lowlevel_erbbands_var_4	lowlevel_erbbands_var_5	lowlevel_erbbands_var_6	lowlevel_erbbands_var_7	lowlevel_erbbands_var_8	lowlevel_erbbands_var_9	lowlevel_erbbands_var_10	lowlevel_erbbands_var_11	lowlevel_erbbands_var_12	lowlevel_erbbands_var_13	lowlevel_erbbands_var_14	lowlevel_erbbands_var_15	lowlevel_erbbands_var_16	lowlevel_erbbands_var_17	lowlevel_erbbands_var_18	lowlevel_erbbands_var_19	lowlevel_erbbands_var_20	lowlevel_erbbands_var_21	lowlevel_erbbands_var_22	lowlevel_erbbands_var_23	lowlevel_erbbands_var_24	lowlevel_erbbands_var_25	lowlevel_erbbands_var_26	lowlevel_erbbands_var_27	lowlevel_erbbands_var_28	lowlevel_erbbands_var_29	lowlevel_erbbands_var_30	lowlevel_erbbands_var_31	lowlevel_erbbands_var_32	lowlevel_erbbands_var_33	lowlevel_erbbands_var_34	lowlevel_erbbands_var_35	lowlevel_erbbands_var_36	lowlevel_erbbands_var_37	lowlevel_erbbands_var_38	lowlevel_erbbands_var_39	lowlevel_gfcc_mean_0	lowlevel_gfcc_mean_1	lowlevel_gfcc_mean_2	lowlevel_gfcc_mean_3	lowlevel_gfcc_mean_4	lowlevel_gfcc_mean_5	lowlevel_gfcc_mean_6	lowlevel_gfcc_mean_7	lowlevel_gfcc_mean_8	lowlevel_gfcc_mean_9	lowlevel_gfcc_mean_10	lowlevel_gfcc_mean_11	lowlevel_gfcc_mean_12	lowlevel_melbands_mean_0	lowlevel_melbands_mean_1	lowlevel_melbands_mean_2	lowlevel_melbands_mean_3	lowlevel_melbands_mean_4	lowlevel_melbands_mean_5	lowlevel_melbands_mean_6	lowlevel_melbands_mean_7	lowlevel_melbands_mean_8	lowlevel_melbands_mean_9	lowlevel_melbands_mean_10	lowlevel_melbands_mean_11	lowlevel_melbands_mean_12	lowlevel_melbands_mean_13	lowlevel_melbands_mean_14	lowlevel_melbands_mean_15	lowlevel_melbands_mean_16	lowlevel_melbands_mean_17	lowlevel_melbands_mean_18	lowlevel_melbands_mean_19	lowlevel_melbands_mean_20	lowlevel_melbands_mean_21	lowlevel_melbands_mean_22	lowlevel_melbands_mean_23	lowlevel_melbands_mean_24	lowlevel_melbands_mean_25	lowlevel_melbands_mean_26	lowlevel_melbands_mean_27	lowlevel_melbands_mean_28	lowlevel_melbands_mean_29	lowlevel_melbands_mean_30	lowlevel_melbands_mean_31	lowlevel_melbands_mean_32	lowlevel_melbands_mean_33	lowlevel_melbands_mean_34	lowlevel_melbands_mean_35	lowlevel_melbands_mean_36	lowlevel_melbands_mean_37	lowlevel_melbands_mean_38	lowlevel_melbands_mean_39	lowlevel_melbands_median_0	lowlevel_melbands_median_1	lowlevel_melbands_median_2	lowlevel_melbands_median_3	lowlevel_melbands_median_4	lowlevel_melbands_median_5	lowlevel_melbands_median_6	lowlevel_melbands_median_7	lowlevel_melbands_median_8	lowlevel_melbands_median_9	lowlevel_melbands_median_10	lowlevel_melbands_median_11	lowlevel_melbands_median_12	lowlevel_melbands_median_13	lowlevel_melbands_median_14	lowlevel_melbands_median_15	lowlevel_melbands_median_16	lowlevel_melbands_median_17	lowlevel_melbands_median_18	lowlevel_melbands_median_19	lowlevel_melbands_median_20	lowlevel_melbands_median_21	lowlevel_melbands_median_22	lowlevel_melbands_median_23	lowlevel_melbands_median_24	lowlevel_melbands_median_25	lowlevel_melbands_median_26	lowlevel_melbands_median_27	lowlevel_melbands_median_28	lowlevel_melbands_median_29	lowlevel_melbands_median_30	lowlevel_melbands_median_31	lowlevel_melbands_median_32	lowlevel_melbands_median_33	lowlevel_melbands_median_34	lowlevel_melbands_median_35	lowlevel_melbands_median_36	lowlevel_melbands_median_37	lowlevel_melbands_median_38	lowlevel_melbands_median_39	lowlevel_melbands_var_0	lowlevel_melbands_var_1	lowlevel_melbands_var_2	lowlevel_melbands_var_3	lowlevel_melbands_var_4	lowlevel_melbands_var_5	lowlevel_melbands_var_6	lowlevel_melbands_var_7	lowlevel_melbands_var_8	lowlevel_melbands_var_9	lowlevel_melbands_var_10	lowlevel_melbands_var_11	lowlevel_melbands_var_12	lowlevel_melbands_var_13	lowlevel_melbands_var_14	lowlevel_melbands_var_15	lowlevel_melbands_var_16	lowlevel_melbands_var_17	lowlevel_melbands_var_18	lowlevel_melbands_var_19	lowlevel_melbands_var_20	lowlevel_melbands_var_21	lowlevel_melbands_var_22	lowlevel_melbands_var_23	lowlevel_melbands_var_24	lowlevel_melbands_var_25	lowlevel_melbands_var_26	lowlevel_melbands_var_27	lowlevel_melbands_var_28	lowlevel_melbands_var_29	lowlevel_melbands_var_30	lowlevel_melbands_var_31	lowlevel_melbands_var_32	lowlevel_melbands_var_33	lowlevel_melbands_var_34	lowlevel_melbands_var_35	lowlevel_melbands_var_36	lowlevel_melbands_var_37	lowlevel_melbands_var_38	lowlevel_melbands_var_39	lowlevel_mfcc_mean_0	lowlevel_mfcc_mean_1	lowlevel_mfcc_mean_2	lowlevel_mfcc_mean_3	lowlevel_mfcc_mean_4	lowlevel_mfcc_mean_5	lowlevel_mfcc_mean_6	lowlevel_mfcc_mean_7	lowlevel_mfcc_mean_8	lowlevel_mfcc_mean_9	lowlevel_mfcc_mean_10	lowlevel_mfcc_mean_11	lowlevel_mfcc_mean_12	lowlevel_spectral_contrast_coeffs_mean_0	lowlevel_spectral_contrast_coeffs_mean_1	lowlevel_spectral_contrast_coeffs_mean_2	lowlevel_spectral_contrast_coeffs_mean_3	lowlevel_spectral_contrast_coeffs_mean_4	lowlevel_spectral_contrast_coeffs_mean_5	lowlevel_spectral_contrast_coeffs_median_0	lowlevel_spectral_contrast_coeffs_median_1	lowlevel_spectral_contrast_coeffs_median_2	lowlevel_spectral_contrast_coeffs_median_3	lowlevel_spectral_contrast_coeffs_median_4	lowlevel_spectral_contrast_coeffs_median_5	lowlevel_spectral_contrast_coeffs_var_0	lowlevel_spectral_contrast_coeffs_var_1	lowlevel_spectral_contrast_coeffs_var_2	lowlevel_spectral_contrast_coeffs_var_3	lowlevel_spectral_contrast_coeffs_var_4	lowlevel_spectral_contrast_coeffs_var_5	lowlevel_spectral_contrast_valleys_mean_0	lowlevel_spectral_contrast_valleys_mean_1	lowlevel_spectral_contrast_valleys_mean_2	lowlevel_spectral_contrast_valleys_mean_3	lowlevel_spectral_contrast_valleys_mean_4	lowlevel_spectral_contrast_valleys_mean_5	lowlevel_spectral_contrast_valleys_median_0	lowlevel_spectral_contrast_valleys_median_1	lowlevel_spectral_contrast_valleys_median_2	lowlevel_spectral_contrast_valleys_median_3	lowlevel_spectral_contrast_valleys_median_4	lowlevel_spectral_contrast_valleys_median_5	lowlevel_spectral_contrast_valleys_var_0	lowlevel_spectral_contrast_valleys_var_1	lowlevel_spectral_contrast_valleys_var_2	lowlevel_spectral_contrast_valleys_var_3	lowlevel_spectral_contrast_valleys_var_4	lowlevel_spectral_contrast_valleys_var_5	rhythm_beats_count	rhythm_beats_loudness_mean	rhythm_beats_loudness_median	rhythm_beats_loudness_var	rhythm_bpm	rhythm_bpm_histogram_first_peak_bpm_mean	rhythm_bpm_histogram_first_peak_bpm_median	rhythm_bpm_histogram_first_peak_bpm_var	rhythm_bpm_histogram_first_peak_spread_mean	rhythm_bpm_histogram_first_peak_spread_median	rhythm_bpm_histogram_first_peak_spread_var	rhythm_bpm_histogram_first_peak_weight_mean	rhythm_bpm_histogram_first_peak_weight_median	rhythm_bpm_histogram_first_peak_weight_var	rhythm_bpm_histogram_second_peak_bpm_mean	rhythm_bpm_histogram_second_peak_bpm_median	rhythm_bpm_histogram_second_peak_bpm_var	rhythm_bpm_histogram_second_peak_spread_mean	rhythm_bpm_histogram_second_peak_spread_median	rhythm_bpm_histogram_second_peak_spread_var	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	tonal_chords_changes_rate	tonal_chords_number_rate	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_var	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_var	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23
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2	0.913282	8.336597	7.740760	10.154660	0.131958	0.127668	0.001731	2.050741	-0.302823	1144.171143	0.766083	0.592710	1.804661	26.486275	25.469574	131.857101	0.475011	0.480130	0.000403	1.976391	9.218652	8.351165	16.370972	0.182172	0.180550	0.002115	0.571263	0.088795	3.474938	-0.267049	-0.186216	0.601234	31.136116	28.662531	197.091263	24.773951	20.942924	319.188110	13.350423	12.530256	30.264294	0.170784	0.167370	0.003654	6.430105	2.232667	591.339478	1.824542	1.585854	2.159223	36.013664	33.526070	437.335266	0.543207	0.545046	0.011806	1872.531372	1834.614258	9.112211e+05	23.361874	22	78.735420	-5.682802e-09	-5.153588e-09	1.132891e-17	0.023695	0.021745	0.000180	0.007772	0.005455	0.000082	0.008550	0.006986	0.000043	0.007697	0.005831	0.000049	7.549069	7.590117	0.161077	0.077551	0.073174	0.001368	4.867222	3.988724	84.832420	0.004604	0.004606	0.000002	2186.976562	1959.521484	3.341974e+06	1.323430	1.301893	0.351958	3786204.50	3360795.50	8.967988e+12	1.356024	0.550832	3.689165	0.073834	0.067383	0.002227	0.000049	0.003274	0.003500	0.001657	0.001856	0.001578	0.000949	0.000444	0.000792	0.000959	0.000552	0.001230	0.000791	0.000856	0.000880	0.000656	0.001021	0.000831	0.000768	0.000397	0.000235	0.000168	0.000113	0.000063	6.603565e-05	1.047795e-05	8.183331e-08	0.000027	0.001423	0.001506	0.000459	0.000821	0.000661	0.000428	0.000220	0.000316	0.000512	0.000184	0.000389	0.000357	0.000397	0.000365	0.000216	0.000461	0.000333	0.000330	0.000204	0.000113	0.000062	0.000026	0.000017	8.477616e-06	2.169508e-06	5.623804e-09	5.162033e-09	0.000023	0.000021	0.000009	0.000008	0.000009	2.227571e-06	6.983528e-07	0.000003	0.000002	0.000001	0.000006	0.000002	0.000002	2.746884e-06	2.325866e-06	2.609407e-06	1.628318e-06	1.702712e-06	4.234470e-07	1.565032e-07	9.113720e-08	8.209519e-08	3.219040e-08	4.132917e-08	7.309742e-10	1.440226e-13	0.040954	0.938322	3.976926	5.028569	5.602642	6.375405	6.277666	13.547489	19.262249	8.591741	11.467628	19.128363	27.796318	26.863369	29.034092	53.710083	38.698277	43.700928	42.342110	42.432339	45.884808	47.079807	47.132107	47.072815	29.632734	20.691227	12.070275	7.544921	5.508944	4.338910	3.688707	1.661471	1.117815	0.818856	0.308563	0.074148	0.011914	0.001086	0.000041	0.000032	0.018209	0.407763	1.857912	2.416311	2.350677	2.258471	3.832158	4.993938	7.008609	4.757188	5.694516	8.204326	14.015488	13.650373	10.410624	19.275972	18.976078	21.625790	23.403593	14.495229	19.684660	23.744661	23.855370	20.020357	15.244722	10.847109	5.554749	3.796638	2.469718	1.126461	0.684920	0.432838	0.238168	0.119711	0.046059	0.013367	0.003403	0.000335	0.000023	0.000029	0.003798	1.864886	28.466452	52.784981	89.865662	104.909035	76.639343	696.186096	1307.094116	212.195053	395.724030	1643.913330	1668.411499	1482.300537	3043.126221	10478.028320	4498.731445	5173.694336	3793.347656	8661.104492	6839.475586	4482.886719	3948.202393	5967.735840	2089.528076	1275.164185	492.705566	99.048599	73.447739	95.869911	107.291298	17.828253	10.592786	5.999089	0.919368	0.039169	8.916420e-04	8.929681e-06	4.791300e-09	3.136548e-10	-4.329654	97.331123	-150.348389	41.280678	-51.302372	12.003742	-33.574078	6.439664	-25.585876	-0.621106	-12.186695	-3.193784	-9.638494	0.000639	0.001851	0.000896	0.000448	0.000225	0.000325	0.000276	0.000088	0.000098	0.000121	0.000137	0.000107	0.000083	0.000147	0.000100	0.000077	0.000084	0.000066	0.000066	0.000045	0.000059	0.000049	0.000048	0.000043	0.000038	0.000028	0.000014	0.000013	0.000008	5.491307e-06	3.984412e-06	2.879197e-06	3.561172e-06	1.821555e-06	2.086191e-06	1.634173e-06	8.441998e-07	6.706841e-07	1.089453e-06	5.263582e-07	0.000300	0.000994	0.000482	0.000163	0.000138	0.000118	0.000105	0.000047	0.000048	0.000051	0.000067	0.000049	0.000028	0.000043	0.000045	0.000036	0.000038	0.000035	0.000025	0.000014	0.000023	0.000023	0.000019	0.000016	0.000014	0.000011	7.824465e-06	6.162210e-06	3.349614e-06	2.467987e-06	1.975716e-06	1.480941e-06	8.036953e-07	5.364329e-07	3.995039e-07	3.031508e-07	2.398860e-07	1.706055e-07	1.287535e-07	8.741674e-08	8.682389e-07	0.000006	1.504429e-06	5.602947e-07	8.837971e-08	4.146427e-07	2.516989e-07	2.471712e-08	2.927732e-08	6.541894e-08	4.189997e-08	2.646576e-08	2.731967e-08	9.826299e-08	3.162384e-08	1.830545e-08	2.199736e-08	9.868476e-09	2.027109e-08	1.334465e-08	1.372409e-08	6.052963e-09	5.734342e-09	5.175747e-09	5.057786e-09	3.625207e-09	3.542930e-10	7.411919e-10	3.291854e-10	7.578380e-11	2.838848e-11	1.923280e-11	7.923608e-11	1.811828e-11	3.472631e-11	1.976075e-11	5.379440e-12	4.779176e-12	1.318378e-11	2.287039e-12	-629.202942	117.331009	-29.513033	28.330713	1.965929	7.164452	3.533899	3.660893	-2.896831	-0.175375	-0.112955	-0.394158	-3.130431	-0.635427	-0.739789	-0.745900	-0.756281	-0.746951	-0.723038	-0.639729	-0.747024	-0.754454	-0.762758	-0.752572	-0.725172	0.006303	0.005040	0.005188	0.003321	0.003578	0.002817	-7.677154	-6.972293	-7.288004	-7.473305	-7.420244	-10.595382	-7.420245	-6.836063	-7.144241	-7.313245	-7.262869	-10.370097	3.264739	2.883373	2.775939	2.768028	2.826068	2.755555	458	0.030570	0.029374	0.000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3	0.445091	8.549273	7.936949	10.232707	0.164093	0.156858	0.002727	4.374379	2.359612	45.072128	1.333631	1.242853	1.402493	14.422327	12.424109	106.211952	0.442273	0.450466	0.001518	4.463140	9.807001	8.935438	16.248571	0.183997	0.184039	0.002155	1.373161	0.759884	5.366068	0.599814	0.623780	0.450466	27.092827	23.742176	296.991882	14.298786	8.302461	276.143799	11.809876	11.015861	21.931395	0.235763	0.224804	0.005692	9.592335	4.601785	437.621887	1.940466	1.699933	2.618005	18.761299	15.438939	349.665436	0.578553	0.583025	0.010659	1059.659546	867.374207	1.556417e+06	14.261347	13	72.931770	-5.246457e-09	-3.578562e-09	2.718441e-17	0.021098	0.014250	0.000438	0.006004	0.003972	0.000106	0.005678	0.001899	0.000080	0.010566	0.007282	0.000123	7.177199	7.164027	0.326785	0.070945	0.059432	0.002743	8.249230	7.002362	41.960941	0.004039	0.003729	0.000004	1293.427490	818.261719	5.367962e+06	2.091453	2.032189	0.560970	4181041.50	3259268.75	2.073150e+13	0.925423	0.433374	1.266067	0.049391	0.039551	0.003681	0.000033	0.002635	0.002354	0.001401	0.001495	0.001603	0.001381	0.001810	0.001982	0.001767	0.001040	0.001060	0.000561	0.000622	0.000427	0.000184	0.000178	0.000152	0.000135	0.000108	0.000032	0.000038	0.000040	0.000033	2.121173e-05	8.164375e-06	2.231134e-07	0.000007	0.001467	0.001336	0.000877	0.000910	0.000804	0.000453	0.000559	0.000399	0.000450	0.000130	0.000164	0.000093	0.000088	0.000054	0.000029	0.000051	0.000044	0.000035	0.000026	0.000010	0.000009	0.000007	0.000005	3.279616e-06	1.586545e-06	3.543736e-08	3.529999e-09	0.000041	0.000015	0.000003	0.000003	0.000006	7.920795e-06	1.075963e-05	0.000019	0.000013	0.000007	0.000007	0.000002	0.000002	1.060087e-06	2.004427e-07	1.567860e-07	6.498437e-08	5.175916e-08	3.590493e-08	3.992586e-09	7.448378e-09	1.553986e-08	1.460124e-08	7.929521e-09	8.813634e-10	6.224742e-13	0.056399	0.670393	2.353249	4.623435	4.366923	4.774068	7.470953	13.603317	19.008858	25.311436	46.150749	45.020168	63.101086	44.173706	39.325840	47.313374	27.318155	34.232964	22.481363	20.864723	9.460604	9.127563	8.199298	8.599007	5.511679	5.167247	2.342865	1.020252	1.299567	1.463331	1.034615	0.720353	0.519628	0.265571	0.138150	0.045418	0.013585	0.001833	0.000049	0.000026	0.035684	0.368951	1.418454	3.090709	2.499772	2.623982	3.597611	6.432887	7.613842	7.911582	14.567684	10.658900	16.991224	9.344269	6.530582	8.279287	5.526256	5.907378	3.301706	2.697724	2.204299	2.563899	2.560948	2.189441	1.580571	1.353639	0.716882	0.325152	0.313254	0.276792	0.181586	0.126741	0.072591	0.041108	0.019795	0.007738	0.002766	0.000380	0.000018	0.000018	0.015317	2.767948	18.930693	32.119549	32.933048	49.276276	124.427399	491.757202	1577.477417	2057.990723	7269.021484	9827.852539	18368.396484	8221.567383	9278.228516	12884.474609	3925.687012	6343.033691	2825.221924	2532.271484	395.523987	434.015839	204.692886	202.978088	75.094177	80.710152	18.273087	4.118304	8.670329	13.815034	11.342585	6.450195	4.074620	1.076814	0.406615	0.034785	2.233080e-03	3.295505e-05	1.431343e-08	6.321736e-10	-67.528442	123.815727	-112.790527	16.077208	-55.922230	12.231704	-29.616028	11.723750	-22.122866	0.153738	-13.729882	-3.324134	-13.991936	0.000629	0.001159	0.000774	0.000324	0.000249	0.000317	0.000295	0.000288	0.000378	0.000282	0.000311	0.000174	0.000143	0.000129	0.000078	0.000057	0.000065	0.000036	0.000030	0.000020	0.000010	0.000010	0.000009	0.000007	0.000007	0.000004	0.000004	0.000003	0.000002	6.277990e-07	5.588619e-07	7.216066e-07	7.803620e-07	8.279974e-07	6.093744e-07	5.013574e-07	4.196039e-07	3.919575e-07	2.801759e-07	2.047826e-07	0.000370	0.000701	0.000542	0.000184	0.000128	0.000153	0.000114	0.000096	0.000115	0.000061	0.000081	0.000032	0.000020	0.000019	0.000015	0.000010	0.000010	0.000005	0.000003	0.000003	0.000002	0.000003	0.000002	0.000002	0.000002	0.000001	9.331726e-07	7.972855e-07	5.098204e-07	1.818872e-07	1.538961e-07	1.680924e-07	1.559850e-07	1.446899e-07	1.030027e-07	8.166548e-08	7.087236e-08	4.937268e-08	3.986680e-08	3.144005e-08	2.199993e-06	0.000005	7.923825e-07	1.904513e-07	1.184681e-07	2.673197e-07	3.547950e-07	2.480167e-07	4.928568e-07	3.850343e-07	4.538057e-07	1.393101e-07	1.353743e-07	1.107266e-07	2.955842e-08	1.705358e-08	2.541991e-08	8.973347e-09	5.671290e-09	2.283966e-09	5.414493e-10	4.835368e-10	3.722359e-10	1.409506e-10	1.545056e-10	5.725523e-11	3.690961e-11	3.926795e-11	1.368034e-11	1.641664e-12	1.545015e-12	2.973202e-12	3.261305e-12	5.164795e-12	4.026538e-12	3.163433e-12	2.379012e-12	2.452349e-12	1.189032e-12	6.732992e-13	-699.355347	153.693222	-0.834034	13.237088	-1.849043	-0.222863	2.427932	6.759561	-2.747667	5.717027	1.069327	-0.466010	0.022149	-0.665177	-0.724762	-0.725642	-0.758603	-0.777897	-0.791753	-0.664439	-0.728491	-0.732287	-0.765719	-0.784245	-0.790459	0.005723	0.005315	0.006433	0.004880	0.003640	0.001903	-7.677315	-7.111639	-7.883384	-8.626420	-8.771172	-11.368376	-7.142271	-6.739875	-7.606155	-8.291074	-8.354406	-11.024689	6.477366	7.054513	6.908764	6.513174	6.466474	5.286108	432	0.031118	0.025735	0.000468	153.658539	152	152	0	0.081301	0.081301	0	0.524362	0.524362	0	157	157	0	0.04	0.04	0	0.389791	0.389791	0	1.065027	3.472716	0.405114	0.180228	0.241316	0.159271	0.046974	0.018066	0.395228	0.157747	0.220838	0.098431	0.022920	0.013009	0.058937	0.015441	0.022075	0.024754	0.002901	0.000343	0.040855	0.001645	0.559313	0.572813	0.023652	1.795517	1.820776	0.572197	0.894455	0.732640	0.006948	439.491974	0.682735	0.144650	0.111615	0.067547	0.063765	0.081920	0.149224	0.199769	0.150484	0.164462	0.208606	0.124484	0.062623	0.076900	0.100179	0.230667	0.399474	0.300702	0.106910	0.057695	0.060824	0.111443	0.155706	0.119989	0.077041	0.063032	0.057408	0.094144	0.139364	0.148055	0.280924	0.439324	0.299350	0.103961	0.067845	0.069062	0.106465	0.050065	0.037090	0.010042	0.008097	0.012734	0.056226	0.080662	0.059001	0.038883	0.026047	0.017695	0.009391	0.008821	0.018400	0.134203	0.272381	0.201439	0.038536	0.007812	0.008217	0.022929	0.032107	0.030662	0.016941	0.012222	0.010908	0.025072	0.039608	0.054010	0.192097	0.312625	0.194510	0.034913	0.009121	0.009550	0.033747	0.052446	0.034712	0.023152	0.021815	0.028049	0.046717	0.071418	0.047179	0.058615	0.117295	0.046166	0.021751	0.034507	0.033971	0.063177	0.127850	0.085235	0.029441	0.018102	0.020626	0.038829	0.065837	0.040646	0.024640	0.019407	0.015838	0.027233	0.049508	0.048088	0.073505	0.147445	0.086323	0.029338	0.024958	0.023698	0.032382	68.631752	0.740335	7.622704	0.027420	1.288731	0.520976	0.000000	0.000000	0.000000	0.466137	0.274198	0.000000	0.000000	0.000000	0.0	0.219358	0.000000	2.879079	0.000000	0.493556	0.000000	0.191939	11.982451	4.661366
4	0.972188	12.708415	11.376688	30.880127	0.169253	0.139796	0.011107	8.127258	2.346475	238.589066	2.055088	1.710526	2.863148	23.595592	19.871262	311.127502	0.459030	0.474789	0.002261	2.275931	8.903643	7.344498	25.570526	0.158348	0.139648	0.005832	0.898711	-0.031557	9.108776	0.067919	-0.046780	0.730522	40.236656	38.061192	493.148621	20.600292	13.867064	371.585358	18.009251	17.355000	43.776630	0.243783	0.213087	0.016525	23.212646	13.386245	891.517151	3.517708	3.340028	4.865397	21.243347	16.721157	315.251556	0.484635	0.502138	0.024702	1425.353638	1377.960205	6.063197e+05	18.333199	16	97.307236	-8.187052e-09	-6.901625e-09	3.279648e-17	0.032768	0.027756	0.000499	0.018319	0.014755	0.000232	0.005756	0.002723	0.000073	0.009542	0.005062	0.000199	7.526406	7.736193	0.600114	0.100434	0.080052	0.004092	14.612382	3.259609	3358.393311	0.005384	0.005204	0.000003	1272.729370	818.261719	1.767108e+06	1.985079	1.418018	5.793271	4655811.50	4742141.00	2.776110e+12	0.714514	0.361190	1.297237	0.052295	0.047363	0.001236	0.000279	0.011289	0.005081	0.002813	0.002908	0.001026	0.000749	0.000758	0.000770	0.000926	0.001043	0.000678	0.000513	0.000711	0.000865	0.000384	0.000338	0.000208	0.000208	0.000323	0.000206	0.000272	0.000157	0.000139	8.956939e-05	3.615681e-05	1.120786e-06	0.000119	0.007293	0.001946	0.001167	0.000910	0.000514	0.000284	0.000220	0.000202	0.000208	0.000250	0.000154	0.000138	0.000249	0.000267	0.000128	0.000139	0.000095	0.000099	0.000146	0.000082	0.000079	0.000054	0.000051	2.849333e-05	1.059439e-05	1.753941e-07	1.666805e-07	0.000112	0.000074	0.000040	0.000069	0.000002	3.810830e-06	3.659824e-06	0.000003	0.000007	0.000007	0.000004	0.000002	0.000003	3.516831e-06	9.621679e-07	6.718799e-07	1.265870e-07	1.154707e-07	2.773637e-07	1.119309e-07	1.632698e-07	5.585768e-08	6.545901e-08	3.206159e-08	3.946348e-09	7.900381e-12	0.366771	2.380780	5.385631	8.794147	10.056187	9.270153	8.007323	7.212563	8.480127	16.100552	17.022642	17.906797	31.778299	27.395624	40.440529	28.681374	24.783550	36.994720	43.800091	33.141415	22.904657	16.752110	11.426091	11.115843	10.749829	16.352692	9.757664	9.575449	8.791183	6.504916	4.206795	3.177521	2.187982	1.204046	0.539719	0.192449	0.062862	0.007188	0.000172	0.000046	0.217041	1.548196	2.592117	4.773270	3.377213	2.338414	3.041968	3.518913	3.659215	5.508333	4.707343	5.277369	7.658939	6.254352	10.559868	7.939594	7.819736	12.589121	14.653716	11.761770	8.939867	6.826011	5.459189	5.154717	5.807891	7.275743	3.848934	3.246546	2.734452	2.229421	1.365326	1.098057	0.814032	0.390545	0.158434	0.061138	0.016873	0.001637	0.000053	0.000038	0.126506	6.352835	71.174759	291.565399	621.213623	759.436279	209.131790	117.595795	357.469971	1900.044312	2172.422607	1591.930420	8678.209961	7202.116699	10041.751953	6346.346680	4048.033203	7386.461914	9579.088867	4924.688965	2972.342773	1465.896484	323.524353	419.123138	273.313904	636.590942	439.898804	191.437256	162.657440	98.856400	43.010559	26.693909	20.485603	6.942324	1.075579	0.104028	1.310434e-02	2.118478e-04	9.664565e-08	8.683950e-10	-7.036761	97.064995	-105.586563	40.028748	-50.552460	26.684765	-29.174795	10.819009	-18.163271	7.172281	-14.382539	-2.088752	-6.968386	0.003200	0.002982	0.001567	0.000724	0.000293	0.000175	0.000135	0.000170	0.000141	0.000110	0.000156	0.000101	0.000148	0.000085	0.000057	0.000052	0.000071	0.000068	0.000056	0.000032	0.000027	0.000019	0.000013	0.000009	0.000009	0.000008	0.000009	0.000011	0.000007	4.727257e-06	6.240983e-06	5.614866e-06	3.742444e-06	3.479565e-06	2.314385e-06	2.127839e-06	1.988882e-06	1.588453e-06	1.263882e-06	9.368077e-07	0.002052	0.001995	0.000814	0.000223	0.000104	0.000086	0.000057	0.000059	0.000036	0.000031	0.000035	0.000021	0.000037	0.000021	0.000018	0.000014	0.000023	0.000022	0.000018	0.000011	0.000010	0.000007	0.000006	0.000004	0.000004	0.000004	4.366902e-06	4.500496e-06	2.179293e-06	1.787097e-06	1.703696e-06	1.589484e-06	1.255506e-06	1.185048e-06	7.783654e-07	6.820043e-07	6.275245e-07	5.992794e-07	4.175226e-07	2.804412e-07	8.612360e-06	0.000013	8.363076e-06	4.368294e-06	3.107804e-07	6.660964e-08	9.284324e-08	1.900693e-07	1.574230e-07	5.716769e-08	2.180420e-07	1.125578e-07	1.339934e-07	6.903736e-08	2.157930e-08	2.077562e-08	3.176680e-08	2.426713e-08	1.572969e-08	5.888740e-09	4.815775e-09	2.357396e-09	5.038401e-10	2.324945e-10	3.208145e-10	1.727447e-10	1.573813e-10	3.719958e-10	3.462746e-10	5.505744e-11	9.299422e-11	7.149510e-11	3.348259e-11	2.925894e-11	1.304288e-11	1.237219e-11	1.100659e-11	1.036164e-11	1.035024e-11	3.933771e-12	-649.132507	120.649658	10.856714	23.228971	8.704011	16.184565	5.682899	5.336267	6.618861	7.859442	0.775556	1.271691	2.537682	-0.661926	-0.750561	-0.771292	-0.778710	-0.796761	-0.771598	-0.673731	-0.758754	-0.782116	-0.788772	-0.801098	-0.768461	0.005997	0.004263	0.004592	0.003623	0.002111	0.001702	-7.019011	-6.844554	-7.356111	-7.763946	-7.763365	-10.125213	-6.756323	-6.880082	-7.308892	-7.568465	-7.462440	-9.738415	0.769767	0.302077	0.850338	1.390990	1.613246	2.053545	615	0.063019	0.060598	0.000570	129.562820	129	129	0	0.119281	0.119281	0	0.877850	0.877850	0	117	117	0	0.00	0.00	0	0.001629	0.001629	0	1.591100	7.706269	0.719061	0.107708	0.072939	0.087250	0.040961	0.015556	0.792927	0.073275	0.032222	0.052413	0.022636	0.006491	0.063636	0.010296	0.014695	0.011680	0.002875	0.000496	0.095556	0.001302	0.460623	0.455142	0.006865	2.240198	2.236752	0.520145	0.625667	0.518574	0.078617	439.491974	0.743865	0.237782	0.165773	0.113778	0.101048	0.107787	0.176805	0.251749	0.192750	0.141684	0.138165	0.081716	0.060952	0.066620	0.069568	0.105263	0.140896	0.118660	0.079540	0.061295	0.058759	0.115751	0.175836	0.122887	0.057892	0.046363	0.041267	0.054667	0.069728	0.068682	0.102750	0.146029	0.123100	0.105406	0.176583	0.250182	0.264888	0.055494	0.038158	0.012978	0.009063	0.014624	0.069410	0.092212	0.075008	0.038866	0.024462	0.013130	0.009463	0.009387	0.010468	0.027798	0.046617	0.034446	0.015628	0.008783	0.007809	0.024875	0.035506	0.026356	0.012312	0.006516	0.005872	0.011035	0.014745	0.017753	0.040149	0.060155	0.039460	0.015624	0.019118	0.032860	0.079299	0.111189	0.065919	0.055840	0.049533	0.050165	0.060677	0.103314	0.065762	0.054009	0.067396	0.027289	0.023452	0.028495	0.027558	0.038055	0.048486	0.041643	0.028115	0.021702	0.020787	0.038159	0.090012	0.045711	0.017233	0.016581	0.015338	0.014604	0.016232	0.015751	0.028326	0.047994	0.045358	0.044721	0.079784	0.131218	0.109582	13.657822	6.430083	22.790167	39.085136	1.253459	0.553475	0.862771	0.797656	0.651148	7.488198	4.297575	0.000000	0.000000	0.016279	0.0	0.000000	0.000000	0.065115	0.000000	0.000000	1.172066	0.000000	0.830213	0.048836

num_list = list(df_tracks_num.columns)

len(num_list)

675

df_tracks_num.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 225 entries, 0 to 224
Columns: 675 entries, lowlevel_average_loudness to tonal_chords_histogram_23
dtypes: float64(663), int64(12)
memory usage: 1.2 MB

from sklearn.preprocessing import OneHotEncoder, MinMaxScaler, QuantileTransformer

from sklearn.base import BaseEstimator, TransformerMixin

# Create a class to select numerical or categorical columns 
class DataFrameSelector(BaseEstimator, TransformerMixin):
    def __init__(self, attribute_names):
        self.attribute_names = attribute_names
    def fit(self, X, y=None):
        return self
    def transform(self, X):
        return X[self.attribute_names].values

cat_attribs = enumerate_list
num_attribs = num_list

from sklearn.pipeline import Pipeline

num_pipeline = Pipeline([
    ('selector', DataFrameSelector(num_attribs)),
    ('minmax_scaler', MinMaxScaler())
])

cat_pipeline = Pipeline([
    ('selector', DataFrameSelector(cat_attribs)),
    ('cat_encoder', OneHotEncoder(handle_unknown='ignore', sparse=False))
])

from sklearn.pipeline import FeatureUnion

full_pipeline = FeatureUnion(transformer_list=[
    ("num_pipeline", num_pipeline),
    ("cat_pipeline", cat_pipeline)
])

tracks_prepared = full_pipeline.fit_transform(df_tracks_remove)

tracks_prepared.shape

(225, 703)

Train

config_data["classifiers"]["svm"][0]

{'preprocessing': ['basic',
  'lowlevel',
  'nobands',
  'normalized',
  'gaussianized'],
 'type': ['C-SVC'],
 'kernel': ['poly', 'RBF'],
 'C': [-5, -3, -1, 1, 3, 5, 7, 9, 11],
 'gamma': [3, 1, -1, -3, -5, -7, -9, -11],
 'balanceClasses': [False, True]}

c = config_data["classifiers"]["svm"][0]["C"]
c = [2 ** x for x in c]
c

[0.03125, 0.125, 0.5, 2, 8, 32, 128, 512, 2048]

gamma = config_data["classifiers"]["svm"][0]["gamma"]
gamma = [2 ** x for x in gamma]
gamma

[8, 2, 0.5, 0.125, 0.03125, 0.0078125, 0.001953125, 0.00048828125]

# define the length of parameters
parameters_grid = {'kernel': ['poly', 'rbf'],
                   'C': c,
                   'gamma': gamma,
                   'class_weight': [None, "balanced"]
                   }

from sklearn.model_selection import GridSearchCV
from sklearn.svm import SVC

svc = SVC(probability=True)

from sklearn.model_selection import KFold

inner_cv = KFold(n_splits=5,
                 shuffle=False
                )

clf = GridSearchCV(svc, parameters_grid, cv=inner_cv, n_jobs=-1, verbose=2)

y = df_tracks["danceability"]

y.head()

0        danceable
1        danceable
2    not_danceable
3    not_danceable
4        danceable
Name: danceability, dtype: object

y_array = y.to_numpy()

y_array[:3]

array(['danceable', 'danceable', 'not_danceable'], dtype=object)

clf.fit(tracks_prepared, y_array)

Fitting 5 folds for each of 288 candidates, totalling 1440 fits

[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.
[Parallel(n_jobs=-1)]: Done  25 tasks      | elapsed:    1.8s
[Parallel(n_jobs=-1)]: Done 188 tasks      | elapsed:    4.2s
[Parallel(n_jobs=-1)]: Done 594 tasks      | elapsed:   10.7s
[Parallel(n_jobs=-1)]: Done 1160 tasks      | elapsed:   19.1s
[Parallel(n_jobs=-1)]: Done 1440 out of 1440 | elapsed:   24.0s finished

GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),
             estimator=SVC(probability=True), n_jobs=-1,
             param_grid={'C': [0.03125, 0.125, 0.5, 2, 8, 32, 128, 512, 2048],
                         'class_weight': [None, 'balanced'],
                         'gamma': [8, 2, 0.5, 0.125, 0.03125, 0.0078125,
                                   0.001953125, 0.00048828125],
                         'kernel': ['poly', 'rbf']},
             verbose=2)

clf.best_estimator_

SVC(C=128, gamma=0.001953125, probability=True)

clf.best_params_

{'C': 128, 'class_weight': None, 'gamma': 0.001953125, 'kernel': 'rbf'}

import math

math.log2(clf.best_params_["C"])

7.0

math.log2(clf.best_params_["gamma"])

-9.0

Evaluate

predictions = clf.predict(tracks_prepared)

from sklearn.metrics import confusion_matrix, classification_report

cm = confusion_matrix(y_true=y, y_pred=predictions)

cm

array([[144,   0],
       [  0,  81]])

cm_normalized = (cm / cm.astype(np.float).sum(axis=1) * 100)

cm_normalized

array([[100.,   0.],
       [  0., 100.]])

print(classification_report(y_true=y, y_pred=predictions))

               precision    recall  f1-score   support

    danceable       1.00      1.00      1.00       144
not_danceable       1.00      1.00      1.00        81

     accuracy                           1.00       225
    macro avg       1.00      1.00      1.00       225
 weighted avg       1.00      1.00      1.00       225

svm = clf.best_estimator_

svm.fit(tracks_prepared, y)

SVC(C=128, gamma=0.001953125, probability=True)

predictions_model = svm.predict(tracks_prepared)

cm_model = confusion_matrix(y_true=y, y_pred=predictions_model)

cm_model

array([[144,   0],
       [  0,  81]])

cm_model_normalized = (cm_model / cm_model.astype(np.float).sum(axis=1) * 100)

cm_model_normalized

array([[100.,   0.],
       [  0., 100.]])

print(classification_report(y_true=y, y_pred=predictions_model))

               precision    recall  f1-score   support

    danceable       1.00      1.00      1.00       144
not_danceable       1.00      1.00      1.00        81

     accuracy                           1.00       225
    macro avg       1.00      1.00      1.00       225
 weighted avg       1.00      1.00      1.00       225

Save/Load Pipeline

import joblib

joblib.dump(full_pipeline, "full_pipeline.pkl")

['full_pipeline.pkl']

joblib.dump(clf.best_estimator_, "model_saved.pkl")

['model_saved.pkl']

model_load = joblib.load("model_saved.pkl")

pipeline_load = joblib.load("full_pipeline.pkl")

KFold Validation to the whole dataset (more and more tests)

Evaluating estimator performance (best grid model)

from sklearn.model_selection import cross_val_score

svm = clf.best_estimator_

scores = cross_val_score(svm, tracks_prepared, y, cv=inner_cv)

scores

array([0.91111111, 0.97777778, 0.97777778, 0.95555556, 0.91111111])

print("Accuracy: {} (+/- {})".format(scores.mean(), scores.std() * 2))

Accuracy: 0.9466666666666667 (+/- 0.06028737762778016)

Loaded best grid model

svm_2 = model_load

scores = cross_val_score(svm, tracks_prepared, y, cv=inner_cv)

scores

array([0.91111111, 0.97777778, 0.97777778, 0.95555556, 0.91111111])

print("Accuracy: {} (+/- {})".format(scores.mean(), scores.std() * 2))

Accuracy: 0.9466666666666667 (+/- 0.06028737762778016)

Folds train

accuracy_model = []
predictions_df_list = []
fold_number = 0

from termcolor import colored

from sklearn.metrics import accuracy_score

for train_index, test_index in inner_cv.split(tracks_prepared):
    print("Fold: {}".format(fold_number))
    # print("TRAIN INDEX: ", train_index)
    print("first test index element: {} - last test index element: {}".format(test_index[0], test_index[-1]))
    print(colored("Length of the train index array: {}".format(len(train_index)), "cyan"))
    print(colored("Length of the test index array: {}".format(len(test_index)), "cyan"))
    X_train, X_test = tracks_prepared[train_index], tracks_prepared[test_index]
    y_train, y_test = y[train_index], y[test_index]
    # Train the model
    svm.fit(X_train, y_train)
    print("Classifier classes: {}".format(svm.classes_))
    # Append to accuracy_model the accuracy of the model
    accuracy_model.append(accuracy_score(y_test, svm.predict(X_test), normalize=True) * 100)
    fold_number += 1

Fold: 0
first test index element: 0 - last test index element: 44
Length of the train index array: 180
Length of the test index array: 45
Classifier classes: ['danceable' 'not_danceable']
Fold: 1
first test index element: 45 - last test index element: 89
Length of the train index array: 180
Length of the test index array: 45
Classifier classes: ['danceable' 'not_danceable']
Fold: 2
first test index element: 90 - last test index element: 134
Length of the train index array: 180
Length of the test index array: 45
Classifier classes: ['danceable' 'not_danceable']
Fold: 3
first test index element: 135 - last test index element: 179
Length of the train index array: 180
Length of the test index array: 45
Classifier classes: ['danceable' 'not_danceable']
Fold: 4
first test index element: 180 - last test index element: 224
Length of the train index array: 180
Length of the test index array: 45
Classifier classes: ['danceable' 'not_danceable']

print(colored("Accuracies in each fold: {}".format(accuracy_model), "blue"))
print(colored("Mean of accuracies: {}".format(np.mean(accuracy_model)), "blue"))
print(colored("Standard Deviation of accuracies: {}".format(np.std(accuracy_model)), "blue"))

Accuracies in each fold: [91.11111111111111, 97.77777777777777, 97.77777777777777, 95.55555555555556, 91.11111111111111]
Mean of accuracies: 94.66666666666666
Standard Deviation of accuracies: 3.0143688813890037

Fit/Evaluate to the whole dataset

# train with all the data
print(colored("Evaluation to the whole dataset..", "cyan"))
svm.fit(tracks_prepared, y)
predictions_proba_all = svm.predict_proba(tracks_prepared)
predictions_all = svm.predict(tracks_prepared)
print(colored("Confusion Matrix All:", "magenta"))
cm_all = confusion_matrix(y_true=y, y_pred=predictions_all)
print(cm_all)
print(colored("Confusion Matrix All Normalized:", "magenta"))
cm_all_normalized = (cm_all / cm_all.astype(np.float).sum(axis=1) * 100)
print(cm_all_normalized)
print(colored("Classification Report All:", "magenta"))
cr_all = classification_report(y_true=y, y_pred=predictions_all)
print(cr_all)

Evaluation to the whole dataset..
Confusion Matrix All:
[[144   0]
 [  0  81]]
Confusion Matrix All Normalized:
[[100.   0.]
 [  0. 100.]]
Classification Report All:
               precision    recall  f1-score   support

    danceable       1.00      1.00      1.00       144
not_danceable       1.00      1.00      1.00        81

     accuracy                           1.00       225
    macro avg       1.00      1.00      1.00       225
 weighted avg       1.00      1.00      1.00       225

Predict

Predict with the existing classifier

import requests

# "Idle Up" by Dousk & JMP - danceable
# response = requests.get('https://acousticbrainz.org/api/v1/78281677-8ba1-41df-b0f7-df6b024caf13/low-level')

# "Born Slippy" by Underworld - danceable
# response = requests.get('https://acousticbrainz.org/api/v1/78281677-8ba1-41df-b0f7-df6b024caf13/low-level')

# "So Dear to My Heart" by Peggy Lee - not danceable
# response = requests.get('https://acousticbrainz.org/api/v1/7fb1b586-017c-4a89-b15a-0bb837983108/low-level')

# "Shy Guy" by Frankie Avalon - not danceable
# response = requests.get('https://acousticbrainz.org/api/v1/932162fd-21fe-4a69-aaff-5a2cca92bd8d/low-level')

response = requests.get('https://acousticbrainz.org/api/v1/78281677-8ba1-41df-b0f7-df6b024caf13/low-level')

track = response.json()

# track

track["metadata"]["tags"]["artist"][0]

'Dousk & JMP'

list_feats_track = []

# remove unnecessary data
if 'beats_position' in track['rhythm']:
  del track['rhythm']['beats_position']

# data dictionary transformed to a fully flattened dictionary
data_feats_track = flatten_dict_full(track)

# append to a full tracks features pandas df
list_feats_track.append(dict(data_feats_track))

df_track = pd.DataFrame(data=list_feats_track, columns=list(list_feats_track[0].keys()))

df_track

	lowlevel_average_loudness	lowlevel_barkbands_dmean_0	lowlevel_barkbands_dmean_1	lowlevel_barkbands_dmean_2	lowlevel_barkbands_dmean_3	lowlevel_barkbands_dmean_4	lowlevel_barkbands_dmean_5	lowlevel_barkbands_dmean_6	lowlevel_barkbands_dmean_7	lowlevel_barkbands_dmean_8	lowlevel_barkbands_dmean_9	lowlevel_barkbands_dmean_10	lowlevel_barkbands_dmean_11	lowlevel_barkbands_dmean_12	lowlevel_barkbands_dmean_13	lowlevel_barkbands_dmean_14	lowlevel_barkbands_dmean_15	lowlevel_barkbands_dmean_16	lowlevel_barkbands_dmean_17	lowlevel_barkbands_dmean_18	lowlevel_barkbands_dmean_19	lowlevel_barkbands_dmean_20	lowlevel_barkbands_dmean_21	lowlevel_barkbands_dmean_22	lowlevel_barkbands_dmean_23	lowlevel_barkbands_dmean_24	lowlevel_barkbands_dmean_25	lowlevel_barkbands_dmean_26	lowlevel_barkbands_dmean2_0	lowlevel_barkbands_dmean2_1	lowlevel_barkbands_dmean2_2	lowlevel_barkbands_dmean2_3	lowlevel_barkbands_dmean2_4	lowlevel_barkbands_dmean2_5	lowlevel_barkbands_dmean2_6	lowlevel_barkbands_dmean2_7	lowlevel_barkbands_dmean2_8	lowlevel_barkbands_dmean2_9	lowlevel_barkbands_dmean2_10	lowlevel_barkbands_dmean2_11	lowlevel_barkbands_dmean2_12	lowlevel_barkbands_dmean2_13	lowlevel_barkbands_dmean2_14	lowlevel_barkbands_dmean2_15	lowlevel_barkbands_dmean2_16	lowlevel_barkbands_dmean2_17	lowlevel_barkbands_dmean2_18	lowlevel_barkbands_dmean2_19	lowlevel_barkbands_dmean2_20	lowlevel_barkbands_dmean2_21	lowlevel_barkbands_dmean2_22	lowlevel_barkbands_dmean2_23	lowlevel_barkbands_dmean2_24	lowlevel_barkbands_dmean2_25	lowlevel_barkbands_dmean2_26	lowlevel_barkbands_dvar_0	lowlevel_barkbands_dvar_1	lowlevel_barkbands_dvar_2	lowlevel_barkbands_dvar_3	lowlevel_barkbands_dvar_4	lowlevel_barkbands_dvar_5	lowlevel_barkbands_dvar_6	lowlevel_barkbands_dvar_7	lowlevel_barkbands_dvar_8	lowlevel_barkbands_dvar_9	lowlevel_barkbands_dvar_10	lowlevel_barkbands_dvar_11	lowlevel_barkbands_dvar_12	lowlevel_barkbands_dvar_13	lowlevel_barkbands_dvar_14	lowlevel_barkbands_dvar_15	lowlevel_barkbands_dvar_16	lowlevel_barkbands_dvar_17	lowlevel_barkbands_dvar_18	lowlevel_barkbands_dvar_19	lowlevel_barkbands_dvar_20	lowlevel_barkbands_dvar_21	lowlevel_barkbands_dvar_22	lowlevel_barkbands_dvar_23	lowlevel_barkbands_dvar_24	lowlevel_barkbands_dvar_25	lowlevel_barkbands_dvar_26	lowlevel_barkbands_dvar2_0	lowlevel_barkbands_dvar2_1	lowlevel_barkbands_dvar2_2	lowlevel_barkbands_dvar2_3	lowlevel_barkbands_dvar2_4	lowlevel_barkbands_dvar2_5	lowlevel_barkbands_dvar2_6	lowlevel_barkbands_dvar2_7	lowlevel_barkbands_dvar2_8	lowlevel_barkbands_dvar2_9	lowlevel_barkbands_dvar2_10	lowlevel_barkbands_dvar2_11	lowlevel_barkbands_dvar2_12	lowlevel_barkbands_dvar2_13	lowlevel_barkbands_dvar2_14	lowlevel_barkbands_dvar2_15	lowlevel_barkbands_dvar2_16	lowlevel_barkbands_dvar2_17	lowlevel_barkbands_dvar2_18	lowlevel_barkbands_dvar2_19	lowlevel_barkbands_dvar2_20	lowlevel_barkbands_dvar2_21	lowlevel_barkbands_dvar2_22	lowlevel_barkbands_dvar2_23	lowlevel_barkbands_dvar2_24	lowlevel_barkbands_dvar2_25	lowlevel_barkbands_dvar2_26	lowlevel_barkbands_max_0	lowlevel_barkbands_max_1	lowlevel_barkbands_max_2	lowlevel_barkbands_max_3	lowlevel_barkbands_max_4	lowlevel_barkbands_max_5	lowlevel_barkbands_max_6	lowlevel_barkbands_max_7	lowlevel_barkbands_max_8	lowlevel_barkbands_max_9	lowlevel_barkbands_max_10	lowlevel_barkbands_max_11	lowlevel_barkbands_max_12	lowlevel_barkbands_max_13	lowlevel_barkbands_max_14	lowlevel_barkbands_max_15	lowlevel_barkbands_max_16	lowlevel_barkbands_max_17	lowlevel_barkbands_max_18	lowlevel_barkbands_max_19	lowlevel_barkbands_max_20	lowlevel_barkbands_max_21	lowlevel_barkbands_max_22	lowlevel_barkbands_max_23	lowlevel_barkbands_max_24	lowlevel_barkbands_max_25	lowlevel_barkbands_max_26	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel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_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_min	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_dmean	lowlevel_spectral_kurtosis_dmean2	lowlevel_spectral_kurtosis_dvar	lowlevel_spectral_kurtosis_dvar2	lowlevel_spectral_kurtosis_max	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_min	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_dmean	lowlevel_spectral_rms_dmean2	lowlevel_spectral_rms_dvar	lowlevel_spectral_rms_dvar2	lowlevel_spectral_rms_max	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_min	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_dmean	lowlevel_spectral_rolloff_dmean2	lowlevel_spectral_rolloff_dvar	lowlevel_spectral_rolloff_dvar2	lowlevel_spectral_rolloff_max	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_min	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_dmean	lowlevel_spectral_skewness_dmean2	lowlevel_spectral_skewness_dvar	lowlevel_spectral_skewness_dvar2	lowlevel_spectral_skewness_max	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_min	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_dmean	lowlevel_spectral_spread_dmean2	lowlevel_spectral_spread_dvar	lowlevel_spectral_spread_dvar2	lowlevel_spectral_spread_max	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_min	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_dmean	lowlevel_spectral_strongpeak_dmean2	lowlevel_spectral_strongpeak_dvar	lowlevel_spectral_strongpeak_dvar2	lowlevel_spectral_strongpeak_max	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_min	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_dmean	lowlevel_zerocrossingrate_dmean2	lowlevel_zerocrossingrate_dvar	lowlevel_zerocrossingrate_dvar2	lowlevel_zerocrossingrate_max	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_min	lowlevel_zerocrossingrate_var	metadata_audio_properties_analysis_sample_rate	metadata_audio_properties_bit_rate	metadata_audio_properties_codec	metadata_audio_properties_downmix	metadata_audio_properties_equal_loudness	metadata_audio_properties_length	metadata_audio_properties_lossless	metadata_audio_properties_md5_encoded	metadata_audio_properties_replay_gain	metadata_audio_properties_sample_rate	metadata_tags_album_0	metadata_tags_albumartist_0	metadata_tags_albumartistsort_0	metadata_tags_artist_0	metadata_tags_artistsort_0	metadata_tags_composer_0	metadata_tags_date_0	metadata_tags_discnumber_0	metadata_tags_file_name	metadata_tags_genre_0	metadata_tags_label_0	metadata_tags_media_0	metadata_tags_musicbrainz 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type_0	metadata_tags_musicbrainz_albumartistid_0	metadata_tags_musicbrainz_albumid_0	metadata_tags_musicbrainz_artistid_0	metadata_tags_musicbrainz_recordingid_0	metadata_tags_musicbrainz_releasegroupid_0	metadata_tags_originaldate_0	metadata_tags_originalyear_0	metadata_tags_title_0	metadata_tags_tracknumber_0	metadata_version_essentia	metadata_version_essentia_build_sha	metadata_version_essentia_git_sha	metadata_version_extractor	rhythm_beats_count	rhythm_beats_loudness_dmean	rhythm_beats_loudness_dmean2	rhythm_beats_loudness_dvar	rhythm_beats_loudness_dvar2	rhythm_beats_loudness_max	rhythm_beats_loudness_mean	rhythm_beats_loudness_median	rhythm_beats_loudness_min	rhythm_beats_loudness_var	rhythm_beats_loudness_band_ratio_dmean_0	rhythm_beats_loudness_band_ratio_dmean_1	rhythm_beats_loudness_band_ratio_dmean_2	rhythm_beats_loudness_band_ratio_dmean_3	rhythm_beats_loudness_band_ratio_dmean_4	rhythm_beats_loudness_band_ratio_dmean_5	rhythm_beats_loudness_band_ratio_dmean2_0	rhythm_beats_loudness_band_ratio_dmean2_1	rhythm_beats_loudness_band_ratio_dmean2_2	rhythm_beats_loudness_band_ratio_dmean2_3	rhythm_beats_loudness_band_ratio_dmean2_4	rhythm_beats_loudness_band_ratio_dmean2_5	rhythm_beats_loudness_band_ratio_dvar_0	rhythm_beats_loudness_band_ratio_dvar_1	rhythm_beats_loudness_band_ratio_dvar_2	rhythm_beats_loudness_band_ratio_dvar_3	rhythm_beats_loudness_band_ratio_dvar_4	rhythm_beats_loudness_band_ratio_dvar_5	rhythm_beats_loudness_band_ratio_dvar2_0	rhythm_beats_loudness_band_ratio_dvar2_1	rhythm_beats_loudness_band_ratio_dvar2_2	rhythm_beats_loudness_band_ratio_dvar2_3	rhythm_beats_loudness_band_ratio_dvar2_4	rhythm_beats_loudness_band_ratio_dvar2_5	rhythm_beats_loudness_band_ratio_max_0	rhythm_beats_loudness_band_ratio_max_1	rhythm_beats_loudness_band_ratio_max_2	rhythm_beats_loudness_band_ratio_max_3	rhythm_beats_loudness_band_ratio_max_4	rhythm_beats_loudness_band_ratio_max_5	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_min_0	rhythm_beats_loudness_band_ratio_min_1	rhythm_beats_loudness_band_ratio_min_2	rhythm_beats_loudness_band_ratio_min_3	rhythm_beats_loudness_band_ratio_min_4	rhythm_beats_loudness_band_ratio_min_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	rhythm_bpm	rhythm_bpm_histogram_first_peak_bpm_dmean	rhythm_bpm_histogram_first_peak_bpm_dmean2	rhythm_bpm_histogram_first_peak_bpm_dvar	rhythm_bpm_histogram_first_peak_bpm_dvar2	rhythm_bpm_histogram_first_peak_bpm_max	rhythm_bpm_histogram_first_peak_bpm_mean	rhythm_bpm_histogram_first_peak_bpm_median	rhythm_bpm_histogram_first_peak_bpm_min	rhythm_bpm_histogram_first_peak_bpm_var	rhythm_bpm_histogram_first_peak_spread_dmean	rhythm_bpm_histogram_first_peak_spread_dmean2	rhythm_bpm_histogram_first_peak_spread_dvar	rhythm_bpm_histogram_first_peak_spread_dvar2	rhythm_bpm_histogram_first_peak_spread_max	rhythm_bpm_histogram_first_peak_spread_mean	rhythm_bpm_histogram_first_peak_spread_median	rhythm_bpm_histogram_first_peak_spread_min	rhythm_bpm_histogram_first_peak_spread_var	rhythm_bpm_histogram_first_peak_weight_dmean	rhythm_bpm_histogram_first_peak_weight_dmean2	rhythm_bpm_histogram_first_peak_weight_dvar	rhythm_bpm_histogram_first_peak_weight_dvar2	rhythm_bpm_histogram_first_peak_weight_max	rhythm_bpm_histogram_first_peak_weight_mean	rhythm_bpm_histogram_first_peak_weight_median	rhythm_bpm_histogram_first_peak_weight_min	rhythm_bpm_histogram_first_peak_weight_var	rhythm_bpm_histogram_second_peak_bpm_dmean	rhythm_bpm_histogram_second_peak_bpm_dmean2	rhythm_bpm_histogram_second_peak_bpm_dvar	rhythm_bpm_histogram_second_peak_bpm_dvar2	rhythm_bpm_histogram_second_peak_bpm_max	rhythm_bpm_histogram_second_peak_bpm_mean	rhythm_bpm_histogram_second_peak_bpm_median	rhythm_bpm_histogram_second_peak_bpm_min	rhythm_bpm_histogram_second_peak_bpm_var	rhythm_bpm_histogram_second_peak_spread_dmean	rhythm_bpm_histogram_second_peak_spread_dmean2	rhythm_bpm_histogram_second_peak_spread_dvar	rhythm_bpm_histogram_second_peak_spread_dvar2	rhythm_bpm_histogram_second_peak_spread_max	rhythm_bpm_histogram_second_peak_spread_mean	rhythm_bpm_histogram_second_peak_spread_median	rhythm_bpm_histogram_second_peak_spread_min	rhythm_bpm_histogram_second_peak_spread_var	rhythm_bpm_histogram_second_peak_weight_dmean	rhythm_bpm_histogram_second_peak_weight_dmean2	rhythm_bpm_histogram_second_peak_weight_dvar	rhythm_bpm_histogram_second_peak_weight_dvar2	rhythm_bpm_histogram_second_peak_weight_max	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_min	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	tonal_chords_changes_rate	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_chords_key	tonal_chords_number_rate	tonal_chords_scale	tonal_chords_strength_dmean	tonal_chords_strength_dmean2	tonal_chords_strength_dvar	tonal_chords_strength_dvar2	tonal_chords_strength_max	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_min	tonal_chords_strength_var	tonal_hpcp_dmean_0	tonal_hpcp_dmean_1	tonal_hpcp_dmean_2	tonal_hpcp_dmean_3	tonal_hpcp_dmean_4	tonal_hpcp_dmean_5	tonal_hpcp_dmean_6	tonal_hpcp_dmean_7	tonal_hpcp_dmean_8	tonal_hpcp_dmean_9	tonal_hpcp_dmean_10	tonal_hpcp_dmean_11	tonal_hpcp_dmean_12	tonal_hpcp_dmean_13	tonal_hpcp_dmean_14	tonal_hpcp_dmean_15	tonal_hpcp_dmean_16	tonal_hpcp_dmean_17	tonal_hpcp_dmean_18	tonal_hpcp_dmean_19	tonal_hpcp_dmean_20	tonal_hpcp_dmean_21	tonal_hpcp_dmean_22	tonal_hpcp_dmean_23	tonal_hpcp_dmean_24	tonal_hpcp_dmean_25	tonal_hpcp_dmean_26	tonal_hpcp_dmean_27	tonal_hpcp_dmean_28	tonal_hpcp_dmean_29	tonal_hpcp_dmean_30	tonal_hpcp_dmean_31	tonal_hpcp_dmean_32	tonal_hpcp_dmean_33	tonal_hpcp_dmean_34	tonal_hpcp_dmean_35	tonal_hpcp_dmean2_0	tonal_hpcp_dmean2_1	tonal_hpcp_dmean2_2	tonal_hpcp_dmean2_3	tonal_hpcp_dmean2_4	tonal_hpcp_dmean2_5	tonal_hpcp_dmean2_6	tonal_hpcp_dmean2_7	tonal_hpcp_dmean2_8	tonal_hpcp_dmean2_9	tonal_hpcp_dmean2_10	tonal_hpcp_dmean2_11	tonal_hpcp_dmean2_12	tonal_hpcp_dmean2_13	tonal_hpcp_dmean2_14	tonal_hpcp_dmean2_15	tonal_hpcp_dmean2_16	tonal_hpcp_dmean2_17	tonal_hpcp_dmean2_18	tonal_hpcp_dmean2_19	tonal_hpcp_dmean2_20	tonal_hpcp_dmean2_21	tonal_hpcp_dmean2_22	tonal_hpcp_dmean2_23	tonal_hpcp_dmean2_24	tonal_hpcp_dmean2_25	tonal_hpcp_dmean2_26	tonal_hpcp_dmean2_27	tonal_hpcp_dmean2_28	tonal_hpcp_dmean2_29	tonal_hpcp_dmean2_30	tonal_hpcp_dmean2_31	tonal_hpcp_dmean2_32	tonal_hpcp_dmean2_33	tonal_hpcp_dmean2_34	tonal_hpcp_dmean2_35	tonal_hpcp_dvar_0	tonal_hpcp_dvar_1	tonal_hpcp_dvar_2	tonal_hpcp_dvar_3	tonal_hpcp_dvar_4	tonal_hpcp_dvar_5	tonal_hpcp_dvar_6	tonal_hpcp_dvar_7	tonal_hpcp_dvar_8	tonal_hpcp_dvar_9	tonal_hpcp_dvar_10	tonal_hpcp_dvar_11	tonal_hpcp_dvar_12	tonal_hpcp_dvar_13	tonal_hpcp_dvar_14	tonal_hpcp_dvar_15	tonal_hpcp_dvar_16	tonal_hpcp_dvar_17	tonal_hpcp_dvar_18	tonal_hpcp_dvar_19	tonal_hpcp_dvar_20	tonal_hpcp_dvar_21	tonal_hpcp_dvar_22	tonal_hpcp_dvar_23	tonal_hpcp_dvar_24	tonal_hpcp_dvar_25	tonal_hpcp_dvar_26	tonal_hpcp_dvar_27	tonal_hpcp_dvar_28	tonal_hpcp_dvar_29	tonal_hpcp_dvar_30	tonal_hpcp_dvar_31	tonal_hpcp_dvar_32	tonal_hpcp_dvar_33	tonal_hpcp_dvar_34	tonal_hpcp_dvar_35	tonal_hpcp_dvar2_0	tonal_hpcp_dvar2_1	tonal_hpcp_dvar2_2	tonal_hpcp_dvar2_3	tonal_hpcp_dvar2_4	tonal_hpcp_dvar2_5	tonal_hpcp_dvar2_6	tonal_hpcp_dvar2_7	tonal_hpcp_dvar2_8	tonal_hpcp_dvar2_9	tonal_hpcp_dvar2_10	tonal_hpcp_dvar2_11	tonal_hpcp_dvar2_12	tonal_hpcp_dvar2_13	tonal_hpcp_dvar2_14	tonal_hpcp_dvar2_15	tonal_hpcp_dvar2_16	tonal_hpcp_dvar2_17	tonal_hpcp_dvar2_18	tonal_hpcp_dvar2_19	tonal_hpcp_dvar2_20	tonal_hpcp_dvar2_21	tonal_hpcp_dvar2_22	tonal_hpcp_dvar2_23	tonal_hpcp_dvar2_24	tonal_hpcp_dvar2_25	tonal_hpcp_dvar2_26	tonal_hpcp_dvar2_27	tonal_hpcp_dvar2_28	tonal_hpcp_dvar2_29	tonal_hpcp_dvar2_30	tonal_hpcp_dvar2_31	tonal_hpcp_dvar2_32	tonal_hpcp_dvar2_33	tonal_hpcp_dvar2_34	tonal_hpcp_dvar2_35	tonal_hpcp_max_0	tonal_hpcp_max_1	tonal_hpcp_max_2	tonal_hpcp_max_3	tonal_hpcp_max_4	tonal_hpcp_max_5	tonal_hpcp_max_6	tonal_hpcp_max_7	tonal_hpcp_max_8	tonal_hpcp_max_9	tonal_hpcp_max_10	tonal_hpcp_max_11	tonal_hpcp_max_12	tonal_hpcp_max_13	tonal_hpcp_max_14	tonal_hpcp_max_15	tonal_hpcp_max_16	tonal_hpcp_max_17	tonal_hpcp_max_18	tonal_hpcp_max_19	tonal_hpcp_max_20	tonal_hpcp_max_21	tonal_hpcp_max_22	tonal_hpcp_max_23	tonal_hpcp_max_24	tonal_hpcp_max_25	tonal_hpcp_max_26	tonal_hpcp_max_27	tonal_hpcp_max_28	tonal_hpcp_max_29	tonal_hpcp_max_30	tonal_hpcp_max_31	tonal_hpcp_max_32	tonal_hpcp_max_33	tonal_hpcp_max_34	tonal_hpcp_max_35	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_min_0	tonal_hpcp_min_1	tonal_hpcp_min_2	tonal_hpcp_min_3	tonal_hpcp_min_4	tonal_hpcp_min_5	tonal_hpcp_min_6	tonal_hpcp_min_7	tonal_hpcp_min_8	tonal_hpcp_min_9	tonal_hpcp_min_10	tonal_hpcp_min_11	tonal_hpcp_min_12	tonal_hpcp_min_13	tonal_hpcp_min_14	tonal_hpcp_min_15	tonal_hpcp_min_16	tonal_hpcp_min_17	tonal_hpcp_min_18	tonal_hpcp_min_19	tonal_hpcp_min_20	tonal_hpcp_min_21	tonal_hpcp_min_22	tonal_hpcp_min_23	tonal_hpcp_min_24	tonal_hpcp_min_25	tonal_hpcp_min_26	tonal_hpcp_min_27	tonal_hpcp_min_28	tonal_hpcp_min_29	tonal_hpcp_min_30	tonal_hpcp_min_31	tonal_hpcp_min_32	tonal_hpcp_min_33	tonal_hpcp_min_34	tonal_hpcp_min_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_hpcp_entropy_dmean	tonal_hpcp_entropy_dmean2	tonal_hpcp_entropy_dvar	tonal_hpcp_entropy_dvar2	tonal_hpcp_entropy_max	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_min	tonal_hpcp_entropy_var	tonal_key_key	tonal_key_scale	tonal_key_strength	tonal_thpcp_0	tonal_thpcp_1	tonal_thpcp_2	tonal_thpcp_3	tonal_thpcp_4	tonal_thpcp_5	tonal_thpcp_6	tonal_thpcp_7	tonal_thpcp_8	tonal_thpcp_9	tonal_thpcp_10	tonal_thpcp_11	tonal_thpcp_12	tonal_thpcp_13	tonal_thpcp_14	tonal_thpcp_15	tonal_thpcp_16	tonal_thpcp_17	tonal_thpcp_18	tonal_thpcp_19	tonal_thpcp_20	tonal_thpcp_21	tonal_thpcp_22	tonal_thpcp_23	tonal_thpcp_24	tonal_thpcp_25	tonal_thpcp_26	tonal_thpcp_27	tonal_thpcp_28	tonal_thpcp_29	tonal_thpcp_30	tonal_thpcp_31	tonal_thpcp_32	tonal_thpcp_33	tonal_thpcp_34	tonal_thpcp_35	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio
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1.0	852	0.01951	0.03594	0.000428	0.001347	0.119846	0.043401	0.039356	1.371342e-09	0.000536	0.196927	0.038243	0.016054	0.011788	0.020003	0.187235	0.353427	0.069042	0.029236	0.020049	0.033365	0.33106	0.031244	0.001777	0.000637	0.000628	0.000973	0.022631	0.099087	0.005023	0.001676	0.001537	0.002497	0.075499	0.955084	0.393987	0.423756	0.442402	0.474772	0.934815	0.452812	0.039309	0.019424	0.021946	0.042038	0.439665	0.558192	0.020948	0.003769	0.009732	0.020442	0.36406	0.000143	0.000002	0.000014	0.000124	0.000377	0.040534	0.08824	0.002275	0.001208	0.001539	0.003863	0.05712	122.061371	0	0	0	0	123	123	123	123	0	0	0	0	0	0.344164	0.344164	0.344164	0.344164	0	0	0	0	0	0.640423	0.640423	0.640423	0.640423	0	0	0	0	0	117	117	117	117	0	0	0	0	0	0.166667	0.166667	0.166667	0.166667	0	0	0	0	0	0.011751	0.011751	0.011751	0.011751	0	1.633161	5.882485	0.051957	4.023878	0.044218	53.91333	0	0.055273	0	0.011055	0	0	0	0	0	0	1.824011	1.426045	0.265311	0.011055	3.791731	1.12757	26.7411	1.359717	3.150564	2.25514	0	G	0.001105	major	0.010718	0.013434	0.000079	0.000126	0.746406	0.49703	0.489779	0.269174	0.008994	0.178877	0.161239	0.124065	0.108511	0.113962	0.106801	0.107564	0.100427	0.098658	0.11111	0.106415	0.093354	0.092928	0.101451	0.118109	0.143436	0.130703	0.087913	0.065599	0.054164	0.05076	0.054002	0.053331	0.089743	0.145933	0.132328	0.091478	0.063043	0.072025	0.134862	0.202226	0.253443	0.240491	0.211417	0.211215	0.188638	0.317478	0.288305	0.226038	0.196184	0.204356	0.189058	0.188736	0.180104	0.181826	0.201136	0.190926	0.165352	0.1695	0.186304	0.207235	0.243421	0.225168	0.153244	0.115563	0.096933	0.091913	0.096987	0.095778	0.163913	0.26192	0.232729	0.164865	0.11451	0.133374	0.244304	0.349948	0.429797	0.404267	0.375674	0.398883	0.357774	0.070526	0.066901	0.045823	0.039254	0.043311	0.036106	0.037834	0.035036	0.036377	0.042796	0.039744	0.031497	0.035488	0.040999	0.040912	0.051527	0.043226	0.028964	0.022358	0.016831	0.015721	0.015968	0.015987	0.027628	0.072184	0.054618	0.033768	0.022746	0.028495	0.049155	0.070172	0.087004	0.082549	0.081867	0.098787	0.081195	0.180721	0.162057	0.12675	0.107733	0.120049	0.097992	0.100854	0.096754	0.10326	0.119608	0.10476	0.0847	0.096572	0.110663	0.108734	0.126466	0.108323	0.076918	0.059884	0.047069	0.044629	0.045239	0.045073	0.072081	0.152599	0.114666	0.098977	0.06382	0.080436	0.133351	0.166958	0.190023	0.164942	0.205516	0.268295	0.233786	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0.16253	0.169314	0.118065	0.121625	0.137415	0.116546	0.103235	0.091257	0.081678	0.105502	0.120978	0.09692	0.075791	0.077507	0.105264	0.157456	0.150525	0.0897	0.057025	0.044451	0.043374	0.049194	0.049349	0.08684	0.178161	0.177051	0.089747	0.051969	0.053717	0.125326	0.272853	0.350748	0.273165	0.171616	0.133401	0.123249	0.02232	0.01811	0.013128	0.00632	0.006888	0.010506	0.012946	0.012748	0.007754	0.006826	0.007526	0.006731	0.006344	0.006784	0.020208	0.035267	0.03124	0.011818	0.005654	0.004905	0.004204	0.004013	0.004526	0.008321	0.014047	0.011489	0.005849	0.002875	0.003557	0.018922	0.099562	0.191217	0.106708	0.035999	0.012344	0.016448	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.076874	0.083203	0.047629	0.053513	0.068655	0.044894	0.03917	0.032373	0.029034	0.044346	0.057961	0.035793	0.029405	0.031247	0.037303	0.066163	0.059542	0.032278	0.020333	0.012745	0.011702	0.013038	0.013631	0.025329	0.098365	0.090521	0.031329	0.018044	0.01938	0.047876	0.116541	0.142395	0.115125	0.074935	0.066495	0.05469	0.728462	1.20266	0.342068	0.861323	4.806003	2.744895	2.819573	0	0.650644	C	major	0.539021	1	0.778806	0.489284	0.380333	0.35139	0.463381	0.482723	0.336609	0.346758	0.391777	0.332279	0.294329	0.260178	0.232868	0.30079	0.344914	0.276323	0.216084	0.220977	0.300113	0.448915	0.429154	0.255738	0.16258	0.126732	0.123661	0.140255	0.140695	0.247585	0.507946	0.504782	0.255872	0.148166	0.153149	0.357311	0.777917	0.623823	0.267084	434.193115	0.902562

df_track.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1 entries, 0 to 0
Columns: 2689 entries, lowlevel_average_loudness to tonal_tuning_nontempered_energy_ratio
dtypes: bool(1), float64(2510), int64(143), object(35)
memory usage: 21.1+ KB

df_track_clean = cleaner(config=config_data, df=df_track)

Cleaner for columns: ['metadata_tags']
Shape of the df after the data cleaning: 
(1, 2665)

df_track_remove = descr_remover(df_track_clean, remove_list)

df_track_remove.head()

	lowlevel_average_loudness	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel_barkbands_median_20	lowlevel_barkbands_median_21	lowlevel_barkbands_median_22	lowlevel_barkbands_median_23	lowlevel_barkbands_median_24	lowlevel_barkbands_median_25	lowlevel_barkbands_median_26	lowlevel_barkbands_var_0	lowlevel_barkbands_var_1	lowlevel_barkbands_var_2	lowlevel_barkbands_var_3	lowlevel_barkbands_var_4	lowlevel_barkbands_var_5	lowlevel_barkbands_var_6	lowlevel_barkbands_var_7	lowlevel_barkbands_var_8	lowlevel_barkbands_var_9	lowlevel_barkbands_var_10	lowlevel_barkbands_var_11	lowlevel_barkbands_var_12	lowlevel_barkbands_var_13	lowlevel_barkbands_var_14	lowlevel_barkbands_var_15	lowlevel_barkbands_var_16	lowlevel_barkbands_var_17	lowlevel_barkbands_var_18	lowlevel_barkbands_var_19	lowlevel_barkbands_var_20	lowlevel_barkbands_var_21	lowlevel_barkbands_var_22	lowlevel_barkbands_var_23	lowlevel_barkbands_var_24	lowlevel_barkbands_var_25	lowlevel_barkbands_var_26	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_var	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_mean_0	lowlevel_erbbands_mean_1	lowlevel_erbbands_mean_2	lowlevel_erbbands_mean_3	lowlevel_erbbands_mean_4	lowlevel_erbbands_mean_5	lowlevel_erbbands_mean_6	lowlevel_erbbands_mean_7	lowlevel_erbbands_mean_8	lowlevel_erbbands_mean_9	lowlevel_erbbands_mean_10	lowlevel_erbbands_mean_11	lowlevel_erbbands_mean_12	lowlevel_erbbands_mean_13	lowlevel_erbbands_mean_14	lowlevel_erbbands_mean_15	lowlevel_erbbands_mean_16	lowlevel_erbbands_mean_17	lowlevel_erbbands_mean_18	lowlevel_erbbands_mean_19	lowlevel_erbbands_mean_20	lowlevel_erbbands_mean_21	lowlevel_erbbands_mean_22	lowlevel_erbbands_mean_23	lowlevel_erbbands_mean_24	lowlevel_erbbands_mean_25	lowlevel_erbbands_mean_26	lowlevel_erbbands_mean_27	lowlevel_erbbands_mean_28	lowlevel_erbbands_mean_29	lowlevel_erbbands_mean_30	lowlevel_erbbands_mean_31	lowlevel_erbbands_mean_32	lowlevel_erbbands_mean_33	lowlevel_erbbands_mean_34	lowlevel_erbbands_mean_35	lowlevel_erbbands_mean_36	lowlevel_erbbands_mean_37	lowlevel_erbbands_mean_38	lowlevel_erbbands_mean_39	lowlevel_erbbands_median_0	lowlevel_erbbands_median_1	lowlevel_erbbands_median_2	lowlevel_erbbands_median_3	lowlevel_erbbands_median_4	lowlevel_erbbands_median_5	lowlevel_erbbands_median_6	lowlevel_erbbands_median_7	lowlevel_erbbands_median_8	lowlevel_erbbands_median_9	lowlevel_erbbands_median_10	lowlevel_erbbands_median_11	lowlevel_erbbands_median_12	lowlevel_erbbands_median_13	lowlevel_erbbands_median_14	lowlevel_erbbands_median_15	lowlevel_erbbands_median_16	lowlevel_erbbands_median_17	lowlevel_erbbands_median_18	lowlevel_erbbands_median_19	lowlevel_erbbands_median_20	lowlevel_erbbands_median_21	lowlevel_erbbands_median_22	lowlevel_erbbands_median_23	lowlevel_erbbands_median_24	lowlevel_erbbands_median_25	lowlevel_erbbands_median_26	lowlevel_erbbands_median_27	lowlevel_erbbands_median_28	lowlevel_erbbands_median_29	lowlevel_erbbands_median_30	lowlevel_erbbands_median_31	lowlevel_erbbands_median_32	lowlevel_erbbands_median_33	lowlevel_erbbands_median_34	lowlevel_erbbands_median_35	lowlevel_erbbands_median_36	lowlevel_erbbands_median_37	lowlevel_erbbands_median_38	lowlevel_erbbands_median_39	lowlevel_erbbands_var_0	lowlevel_erbbands_var_1	lowlevel_erbbands_var_2	lowlevel_erbbands_var_3	lowlevel_erbbands_var_4	lowlevel_erbbands_var_5	lowlevel_erbbands_var_6	lowlevel_erbbands_var_7	lowlevel_erbbands_var_8	lowlevel_erbbands_var_9	lowlevel_erbbands_var_10	lowlevel_erbbands_var_11	lowlevel_erbbands_var_12	lowlevel_erbbands_var_13	lowlevel_erbbands_var_14	lowlevel_erbbands_var_15	lowlevel_erbbands_var_16	lowlevel_erbbands_var_17	lowlevel_erbbands_var_18	lowlevel_erbbands_var_19	lowlevel_erbbands_var_20	lowlevel_erbbands_var_21	lowlevel_erbbands_var_22	lowlevel_erbbands_var_23	lowlevel_erbbands_var_24	lowlevel_erbbands_var_25	lowlevel_erbbands_var_26	lowlevel_erbbands_var_27	lowlevel_erbbands_var_28	lowlevel_erbbands_var_29	lowlevel_erbbands_var_30	lowlevel_erbbands_var_31	lowlevel_erbbands_var_32	lowlevel_erbbands_var_33	lowlevel_erbbands_var_34	lowlevel_erbbands_var_35	lowlevel_erbbands_var_36	lowlevel_erbbands_var_37	lowlevel_erbbands_var_38	lowlevel_erbbands_var_39	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_var	lowlevel_gfcc_mean_0	lowlevel_gfcc_mean_1	lowlevel_gfcc_mean_2	lowlevel_gfcc_mean_3	lowlevel_gfcc_mean_4	lowlevel_gfcc_mean_5	lowlevel_gfcc_mean_6	lowlevel_gfcc_mean_7	lowlevel_gfcc_mean_8	lowlevel_gfcc_mean_9	lowlevel_gfcc_mean_10	lowlevel_gfcc_mean_11	lowlevel_gfcc_mean_12	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_var	lowlevel_melbands_mean_0	lowlevel_melbands_mean_1	lowlevel_melbands_mean_2	lowlevel_melbands_mean_3	lowlevel_melbands_mean_4	lowlevel_melbands_mean_5	lowlevel_melbands_mean_6	lowlevel_melbands_mean_7	lowlevel_melbands_mean_8	lowlevel_melbands_mean_9	lowlevel_melbands_mean_10	lowlevel_melbands_mean_11	lowlevel_melbands_mean_12	lowlevel_melbands_mean_13	lowlevel_melbands_mean_14	lowlevel_melbands_mean_15	lowlevel_melbands_mean_16	lowlevel_melbands_mean_17	lowlevel_melbands_mean_18	lowlevel_melbands_mean_19	lowlevel_melbands_mean_20	lowlevel_melbands_mean_21	lowlevel_melbands_mean_22	lowlevel_melbands_mean_23	lowlevel_melbands_mean_24	lowlevel_melbands_mean_25	lowlevel_melbands_mean_26	lowlevel_melbands_mean_27	lowlevel_melbands_mean_28	lowlevel_melbands_mean_29	lowlevel_melbands_mean_30	lowlevel_melbands_mean_31	lowlevel_melbands_mean_32	lowlevel_melbands_mean_33	lowlevel_melbands_mean_34	lowlevel_melbands_mean_35	lowlevel_melbands_mean_36	lowlevel_melbands_mean_37	lowlevel_melbands_mean_38	lowlevel_melbands_mean_39	lowlevel_melbands_median_0	lowlevel_melbands_median_1	lowlevel_melbands_median_2	lowlevel_melbands_median_3	lowlevel_melbands_median_4	lowlevel_melbands_median_5	lowlevel_melbands_median_6	lowlevel_melbands_median_7	lowlevel_melbands_median_8	lowlevel_melbands_median_9	lowlevel_melbands_median_10	lowlevel_melbands_median_11	lowlevel_melbands_median_12	lowlevel_melbands_median_13	lowlevel_melbands_median_14	lowlevel_melbands_median_15	lowlevel_melbands_median_16	lowlevel_melbands_median_17	lowlevel_melbands_median_18	lowlevel_melbands_median_19	lowlevel_melbands_median_20	lowlevel_melbands_median_21	lowlevel_melbands_median_22	lowlevel_melbands_median_23	lowlevel_melbands_median_24	lowlevel_melbands_median_25	lowlevel_melbands_median_26	lowlevel_melbands_median_27	lowlevel_melbands_median_28	lowlevel_melbands_median_29	lowlevel_melbands_median_30	lowlevel_melbands_median_31	lowlevel_melbands_median_32	lowlevel_melbands_median_33	lowlevel_melbands_median_34	lowlevel_melbands_median_35	lowlevel_melbands_median_36	lowlevel_melbands_median_37	lowlevel_melbands_median_38	lowlevel_melbands_median_39	lowlevel_melbands_var_0	lowlevel_melbands_var_1	lowlevel_melbands_var_2	lowlevel_melbands_var_3	lowlevel_melbands_var_4	lowlevel_melbands_var_5	lowlevel_melbands_var_6	lowlevel_melbands_var_7	lowlevel_melbands_var_8	lowlevel_melbands_var_9	lowlevel_melbands_var_10	lowlevel_melbands_var_11	lowlevel_melbands_var_12	lowlevel_melbands_var_13	lowlevel_melbands_var_14	lowlevel_melbands_var_15	lowlevel_melbands_var_16	lowlevel_melbands_var_17	lowlevel_melbands_var_18	lowlevel_melbands_var_19	lowlevel_melbands_var_20	lowlevel_melbands_var_21	lowlevel_melbands_var_22	lowlevel_melbands_var_23	lowlevel_melbands_var_24	lowlevel_melbands_var_25	lowlevel_melbands_var_26	lowlevel_melbands_var_27	lowlevel_melbands_var_28	lowlevel_melbands_var_29	lowlevel_melbands_var_30	lowlevel_melbands_var_31	lowlevel_melbands_var_32	lowlevel_melbands_var_33	lowlevel_melbands_var_34	lowlevel_melbands_var_35	lowlevel_melbands_var_36	lowlevel_melbands_var_37	lowlevel_melbands_var_38	lowlevel_melbands_var_39	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_var	lowlevel_mfcc_mean_0	lowlevel_mfcc_mean_1	lowlevel_mfcc_mean_2	lowlevel_mfcc_mean_3	lowlevel_mfcc_mean_4	lowlevel_mfcc_mean_5	lowlevel_mfcc_mean_6	lowlevel_mfcc_mean_7	lowlevel_mfcc_mean_8	lowlevel_mfcc_mean_9	lowlevel_mfcc_mean_10	lowlevel_mfcc_mean_11	lowlevel_mfcc_mean_12	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_var	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_var	lowlevel_spectral_contrast_coeffs_mean_0	lowlevel_spectral_contrast_coeffs_mean_1	lowlevel_spectral_contrast_coeffs_mean_2	lowlevel_spectral_contrast_coeffs_mean_3	lowlevel_spectral_contrast_coeffs_mean_4	lowlevel_spectral_contrast_coeffs_mean_5	lowlevel_spectral_contrast_coeffs_median_0	lowlevel_spectral_contrast_coeffs_median_1	lowlevel_spectral_contrast_coeffs_median_2	lowlevel_spectral_contrast_coeffs_median_3	lowlevel_spectral_contrast_coeffs_median_4	lowlevel_spectral_contrast_coeffs_median_5	lowlevel_spectral_contrast_coeffs_var_0	lowlevel_spectral_contrast_coeffs_var_1	lowlevel_spectral_contrast_coeffs_var_2	lowlevel_spectral_contrast_coeffs_var_3	lowlevel_spectral_contrast_coeffs_var_4	lowlevel_spectral_contrast_coeffs_var_5	lowlevel_spectral_contrast_valleys_mean_0	lowlevel_spectral_contrast_valleys_mean_1	lowlevel_spectral_contrast_valleys_mean_2	lowlevel_spectral_contrast_valleys_mean_3	lowlevel_spectral_contrast_valleys_mean_4	lowlevel_spectral_contrast_valleys_mean_5	lowlevel_spectral_contrast_valleys_median_0	lowlevel_spectral_contrast_valleys_median_1	lowlevel_spectral_contrast_valleys_median_2	lowlevel_spectral_contrast_valleys_median_3	lowlevel_spectral_contrast_valleys_median_4	lowlevel_spectral_contrast_valleys_median_5	lowlevel_spectral_contrast_valleys_var_0	lowlevel_spectral_contrast_valleys_var_1	lowlevel_spectral_contrast_valleys_var_2	lowlevel_spectral_contrast_valleys_var_3	lowlevel_spectral_contrast_valleys_var_4	lowlevel_spectral_contrast_valleys_var_5	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_var	rhythm_beats_count	rhythm_beats_loudness_mean	rhythm_beats_loudness_median	rhythm_beats_loudness_var	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	rhythm_bpm	rhythm_bpm_histogram_first_peak_bpm_mean	rhythm_bpm_histogram_first_peak_bpm_median	rhythm_bpm_histogram_first_peak_bpm_var	rhythm_bpm_histogram_first_peak_spread_mean	rhythm_bpm_histogram_first_peak_spread_median	rhythm_bpm_histogram_first_peak_spread_var	rhythm_bpm_histogram_first_peak_weight_mean	rhythm_bpm_histogram_first_peak_weight_median	rhythm_bpm_histogram_first_peak_weight_var	rhythm_bpm_histogram_second_peak_bpm_mean	rhythm_bpm_histogram_second_peak_bpm_median	rhythm_bpm_histogram_second_peak_bpm_var	rhythm_bpm_histogram_second_peak_spread_mean	rhythm_bpm_histogram_second_peak_spread_median	rhythm_bpm_histogram_second_peak_spread_var	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	tonal_chords_changes_rate	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_chords_key	tonal_chords_number_rate	tonal_chords_scale	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_var	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_var	tonal_key_key	tonal_key_scale	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio
0	0.946418	0.001943	0.050012	0.005576	0.002772	0.003245	0.000577	0.000648	0.0002	0.000153	0.000216	0.000362	0.000247	0.000271	0.000172	0.000182	0.00013	0.000139	0.000151	0.000213	0.000263	0.000349	0.000428	0.000534	0.000662	0.000658	0.000389	0.00005	0.000124	0.011925	0.00055	0.00038	0.000369	0.000096	0.000085	0.000027	0.00001	0.000012	0.000013	0.000012	0.000018	0.000021	0.000016	0.000012	0.000024	0.000025	0.000033	0.000051	0.000043	0.000066	0.000101	0.000131	0.000166	0.000057	0.000001	0.000013	0.007475	0.00022	0.00005	0.000146	0.000002	0.000002	3.150895e-07	2.131110e-07	4.645106e-07	0.000001	6.830090e-07	6.521637e-07	2.732276e-07	1.796019e-07	1.350542e-07	9.816369e-08	9.397230e-08	1.366049e-07	1.892162e-07	3.896964e-07	5.821308e-07	7.813135e-07	0.000001	0.000001	5.958425e-07	1.275675e-08	14.687678	14.397684	57.148632	0.23978	0.195491	0.023861	105.997841	8.681673	66685.328125	4.725199	2.782529	39.949669	29.842999	19.117928	935.424438	0.472488	0.483993	0.001056	3.694736	1.999208	8.947768	8.140261	8.562332	9.928	10.725233	7.18609	4.313817	8.781993	7.327229	3.714692	3.563965	5.316731	11.81162	12.318326	10.384244	12.009802	10.530516	8.940771	8.283482	7.304371	7.395414	8.384106	8.973859	12.24747	12.424037	14.669138	13.174128	15.516989	15.410387	14.951476	13.887113	10.968896	7.428512	4.575608	2.025404	0.651369	0.136079	0.007172	0.000274	0.122971	2.352093	1.761051	1.168598	1.70729	0.994125	0.78207	0.760589	1.22013	1.089173	0.536241	0.274523	0.329753	0.580689	0.566182	0.532373	0.805059	1.197104	0.93343	0.825507	1.076666	1.279587	1.27783	1.564827	1.74959	2.506786	2.118944	1.644779	2.214712	2.764536	2.939515	2.642714	2.250696	1.865142	1.135103	0.406407	0.073492	0.005562	0.00024	0.000085	13.551092	258.299164	293.307831	444.550232	1172.128052	1674.707886	468.578186	90.391342	503.50235	317.624298	145.037369	112.892761	289.130035	1107.483276	1581.608154	961.598938	1051.986572	854.207092	439.947174	344.002197	323.52774	251.136429	326.242523	263.40863	473.401184	426.774963	707.459595	531.160217	794.25647	652.300842	616.545715	616.112183	356.391724	161.102295	70.592743	14.397256	1.803689	0.092108	0.000247	1.842586e-07	8.963006	6.310603	35.074493	0.153936	0.137809	0.004219	7.256198	0.24795	626.316284	0.450164	0.029763	5.722228	69.596603	54.882824	2649.318848	-52.068481	20.625795	-49.766975	63.783089	-52.552902	28.949535	-36.737301	14.238461	-26.249613	10.230382	-11.605395	3.172215	-12.064286	36.868427	16.428114	2497.396973	0.0155	0.006806	0.001501	0.00077	0.000297	0.000099	0.000136	0.000072	0.000027	0.000023	0.000026	0.000046	0.000044	0.00003	0.000023	0.000028	0.000018	0.000013	0.000014	0.000009	0.000008	0.000008	0.000008	0.000007	0.000007	0.000008	0.000009	0.000008	0.000009	0.000009	0.000007	0.000009	0.000009	0.000009	0.000008	0.000009	0.000009	0.000008	0.000007	0.000006	0.002437	0.001541	0.000274	0.000097	0.000033	0.000018	0.000019	0.00001	0.000004	0.000002	0.000002	0.000002	0.000002	0.000001	0.000001	0.000002	0.000002	0.000001	0.000001	7.836472e-07	0.000001	0.000001	9.024886e-07	0.000001	0.000001	0.000001	0.000001	0.000002	0.000001	0.000001	8.938142e-07	0.000001	0.000001	0.000002	0.000002	0.000002	0.000002	0.000002	0.000002	0.000002	0.000764	0.000125	0.000013	0.000009	8.895045e-07	4.829521e-08	1.146760e-07	2.975970e-08	8.120445e-09	4.757390e-09	7.371843e-09	1.682329e-08	1.867684e-08	1.059966e-08	4.467603e-09	8.051257e-09	3.184727e-09	1.161324e-09	1.228628e-09	8.226317e-10	4.216176e-10	2.615010e-10	4.685693e-10	1.648074e-10	1.862221e-10	2.385635e-10	2.490780e-10	1.716572e-10	2.412454e-10	2.692671e-10	1.560196e-10	2.622707e-10	2.299410e-10	1.965566e-10	1.804045e-10	2.290939e-10	2.659681e-10	1.732642e-10	1.524778e-10	1.051237e-10	21.610174	22.789364	91.047447	0.30632	0.277322	0.037867	187.375885	41.047867	122953.796875	7.691294	4.824439	58.674133	31.347086	9.751925	2046.249512	-710.712524	54.028652	58.237232	39.234814	20.758537	17.362597	12.407025	5.773664	0.189893	4.827914	2.084833	3.250564	4.446933	0.411158	0.423246	0.060985	1757.332764	1493.360107	1881392.625	11.444088	6	153.373245	-0.61805	-0.764896	-0.83613	-0.83246	-0.812733	-0.824426	-0.623426	-0.771101	-0.844742	-0.839714	-0.813526	-0.828611	0.01084	0.004459	0.003882	0.002989	0.001177	0.001093	-7.915611	-8.126922	-8.744842	-8.897953	-8.07748	-9.214811	-7.549545	-7.771642	-8.485315	-8.633378	-7.975094	-9.093995	3.173712	3.200567	3.522248	3.267382	1.889536	1.803412	-1.780480e-08	-6.678341e-09	5.569721e-16	0.070543	0.031035	0.007876	0.059264	0.01802	0.008123	0.002187	0.000366	0.000018	0.007649	0.002076	0.000357	7.804564	8.085641	0.923143	0.117411	0.091176	0.009563	2.660334	0.939797	26.784338	0.006795	0.005503	0.000023	2982.14502	322.998047	15443018	1.245747	1.018407	0.806417	8057296.5	8086385.5	6.983604e+12	0.662052	0.454643	0.465678	0.098371	0.068359	0.008832	852	0.043401	0.039356	0.000536	0.452812	0.039309	0.019424	0.021946	0.042038	0.439665	0.558192	0.020948	0.003769	0.009732	0.020442	0.36406	0.08824	0.002275	0.001208	0.001539	0.003863	0.05712	122.061371	123	123	0	0.344164	0.344164	0	0.640423	0.640423	0	117	117	0	0.166667	0.166667	0	0.011751	0.011751	0	1.633161	5.882485	0.051957	4.023878	0.044218	53.91333	0	0.055273	0	0.011055	0	0	0	0	0	0	1.824011	1.426045	0.265311	0.011055	3.791731	1.12757	26.7411	1.359717	3.150564	2.25514	0	G	0.001105	major	0.49703	0.489779	0.008994	0.16253	0.169314	0.118065	0.121625	0.137415	0.116546	0.103235	0.091257	0.081678	0.105502	0.120978	0.09692	0.075791	0.077507	0.105264	0.157456	0.150525	0.0897	0.057025	0.044451	0.043374	0.049194	0.049349	0.08684	0.178161	0.177051	0.089747	0.051969	0.053717	0.125326	0.272853	0.350748	0.273165	0.171616	0.133401	0.123249	0.02232	0.01811	0.013128	0.00632	0.006888	0.010506	0.012946	0.012748	0.007754	0.006826	0.007526	0.006731	0.006344	0.006784	0.020208	0.035267	0.03124	0.011818	0.005654	0.004905	0.004204	0.004013	0.004526	0.008321	0.014047	0.011489	0.005849	0.002875	0.003557	0.018922	0.099562	0.191217	0.106708	0.035999	0.012344	0.016448	0.076874	0.083203	0.047629	0.053513	0.068655	0.044894	0.03917	0.032373	0.029034	0.044346	0.057961	0.035793	0.029405	0.031247	0.037303	0.066163	0.059542	0.032278	0.020333	0.012745	0.011702	0.013038	0.013631	0.025329	0.098365	0.090521	0.031329	0.018044	0.01938	0.047876	0.116541	0.142395	0.115125	0.074935	0.066495	0.05469	2.744895	2.819573	0.650644	C	major	0.539021	0.623823	0.267084	434.193115	0.902562

df_track_remove.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1 entries, 0 to 0
Columns: 679 entries, lowlevel_average_loudness to tonal_tuning_nontempered_energy_ratio
dtypes: float64(653), int64(22), object(4)
memory usage: 5.4+ KB

track_pred = full_pipeline.transform(df_track_remove)

track_pred.shape

(1, 703)

clf.predict(track_pred)

array(['danceable'], dtype=object)

clf.classes_

array(['danceable', 'not_danceable'], dtype=object)

clf.predict_proba(track_pred)

array([[9.99997847e-01, 2.15254937e-06]])

pred_tr = clf.predict_proba(track_pred)

np.around(pred_tr * 100)

array([[100.,   0.]])

Predict with the loaded classifier

track_feats_new_test = df_track_remove

track_feats_new_test

	lowlevel_average_loudness	lowlevel_barkbands_mean_0	lowlevel_barkbands_mean_1	lowlevel_barkbands_mean_2	lowlevel_barkbands_mean_3	lowlevel_barkbands_mean_4	lowlevel_barkbands_mean_5	lowlevel_barkbands_mean_6	lowlevel_barkbands_mean_7	lowlevel_barkbands_mean_8	lowlevel_barkbands_mean_9	lowlevel_barkbands_mean_10	lowlevel_barkbands_mean_11	lowlevel_barkbands_mean_12	lowlevel_barkbands_mean_13	lowlevel_barkbands_mean_14	lowlevel_barkbands_mean_15	lowlevel_barkbands_mean_16	lowlevel_barkbands_mean_17	lowlevel_barkbands_mean_18	lowlevel_barkbands_mean_19	lowlevel_barkbands_mean_20	lowlevel_barkbands_mean_21	lowlevel_barkbands_mean_22	lowlevel_barkbands_mean_23	lowlevel_barkbands_mean_24	lowlevel_barkbands_mean_25	lowlevel_barkbands_mean_26	lowlevel_barkbands_median_0	lowlevel_barkbands_median_1	lowlevel_barkbands_median_2	lowlevel_barkbands_median_3	lowlevel_barkbands_median_4	lowlevel_barkbands_median_5	lowlevel_barkbands_median_6	lowlevel_barkbands_median_7	lowlevel_barkbands_median_8	lowlevel_barkbands_median_9	lowlevel_barkbands_median_10	lowlevel_barkbands_median_11	lowlevel_barkbands_median_12	lowlevel_barkbands_median_13	lowlevel_barkbands_median_14	lowlevel_barkbands_median_15	lowlevel_barkbands_median_16	lowlevel_barkbands_median_17	lowlevel_barkbands_median_18	lowlevel_barkbands_median_19	lowlevel_barkbands_median_20	lowlevel_barkbands_median_21	lowlevel_barkbands_median_22	lowlevel_barkbands_median_23	lowlevel_barkbands_median_24	lowlevel_barkbands_median_25	lowlevel_barkbands_median_26	lowlevel_barkbands_var_0	lowlevel_barkbands_var_1	lowlevel_barkbands_var_2	lowlevel_barkbands_var_3	lowlevel_barkbands_var_4	lowlevel_barkbands_var_5	lowlevel_barkbands_var_6	lowlevel_barkbands_var_7	lowlevel_barkbands_var_8	lowlevel_barkbands_var_9	lowlevel_barkbands_var_10	lowlevel_barkbands_var_11	lowlevel_barkbands_var_12	lowlevel_barkbands_var_13	lowlevel_barkbands_var_14	lowlevel_barkbands_var_15	lowlevel_barkbands_var_16	lowlevel_barkbands_var_17	lowlevel_barkbands_var_18	lowlevel_barkbands_var_19	lowlevel_barkbands_var_20	lowlevel_barkbands_var_21	lowlevel_barkbands_var_22	lowlevel_barkbands_var_23	lowlevel_barkbands_var_24	lowlevel_barkbands_var_25	lowlevel_barkbands_var_26	lowlevel_barkbands_crest_mean	lowlevel_barkbands_crest_median	lowlevel_barkbands_crest_var	lowlevel_barkbands_flatness_db_mean	lowlevel_barkbands_flatness_db_median	lowlevel_barkbands_flatness_db_var	lowlevel_barkbands_kurtosis_mean	lowlevel_barkbands_kurtosis_median	lowlevel_barkbands_kurtosis_var	lowlevel_barkbands_skewness_mean	lowlevel_barkbands_skewness_median	lowlevel_barkbands_skewness_var	lowlevel_barkbands_spread_mean	lowlevel_barkbands_spread_median	lowlevel_barkbands_spread_var	lowlevel_dissonance_mean	lowlevel_dissonance_median	lowlevel_dissonance_var	lowlevel_dynamic_complexity	lowlevel_erbbands_mean_0	lowlevel_erbbands_mean_1	lowlevel_erbbands_mean_2	lowlevel_erbbands_mean_3	lowlevel_erbbands_mean_4	lowlevel_erbbands_mean_5	lowlevel_erbbands_mean_6	lowlevel_erbbands_mean_7	lowlevel_erbbands_mean_8	lowlevel_erbbands_mean_9	lowlevel_erbbands_mean_10	lowlevel_erbbands_mean_11	lowlevel_erbbands_mean_12	lowlevel_erbbands_mean_13	lowlevel_erbbands_mean_14	lowlevel_erbbands_mean_15	lowlevel_erbbands_mean_16	lowlevel_erbbands_mean_17	lowlevel_erbbands_mean_18	lowlevel_erbbands_mean_19	lowlevel_erbbands_mean_20	lowlevel_erbbands_mean_21	lowlevel_erbbands_mean_22	lowlevel_erbbands_mean_23	lowlevel_erbbands_mean_24	lowlevel_erbbands_mean_25	lowlevel_erbbands_mean_26	lowlevel_erbbands_mean_27	lowlevel_erbbands_mean_28	lowlevel_erbbands_mean_29	lowlevel_erbbands_mean_30	lowlevel_erbbands_mean_31	lowlevel_erbbands_mean_32	lowlevel_erbbands_mean_33	lowlevel_erbbands_mean_34	lowlevel_erbbands_mean_35	lowlevel_erbbands_mean_36	lowlevel_erbbands_mean_37	lowlevel_erbbands_mean_38	lowlevel_erbbands_mean_39	lowlevel_erbbands_median_0	lowlevel_erbbands_median_1	lowlevel_erbbands_median_2	lowlevel_erbbands_median_3	lowlevel_erbbands_median_4	lowlevel_erbbands_median_5	lowlevel_erbbands_median_6	lowlevel_erbbands_median_7	lowlevel_erbbands_median_8	lowlevel_erbbands_median_9	lowlevel_erbbands_median_10	lowlevel_erbbands_median_11	lowlevel_erbbands_median_12	lowlevel_erbbands_median_13	lowlevel_erbbands_median_14	lowlevel_erbbands_median_15	lowlevel_erbbands_median_16	lowlevel_erbbands_median_17	lowlevel_erbbands_median_18	lowlevel_erbbands_median_19	lowlevel_erbbands_median_20	lowlevel_erbbands_median_21	lowlevel_erbbands_median_22	lowlevel_erbbands_median_23	lowlevel_erbbands_median_24	lowlevel_erbbands_median_25	lowlevel_erbbands_median_26	lowlevel_erbbands_median_27	lowlevel_erbbands_median_28	lowlevel_erbbands_median_29	lowlevel_erbbands_median_30	lowlevel_erbbands_median_31	lowlevel_erbbands_median_32	lowlevel_erbbands_median_33	lowlevel_erbbands_median_34	lowlevel_erbbands_median_35	lowlevel_erbbands_median_36	lowlevel_erbbands_median_37	lowlevel_erbbands_median_38	lowlevel_erbbands_median_39	lowlevel_erbbands_var_0	lowlevel_erbbands_var_1	lowlevel_erbbands_var_2	lowlevel_erbbands_var_3	lowlevel_erbbands_var_4	lowlevel_erbbands_var_5	lowlevel_erbbands_var_6	lowlevel_erbbands_var_7	lowlevel_erbbands_var_8	lowlevel_erbbands_var_9	lowlevel_erbbands_var_10	lowlevel_erbbands_var_11	lowlevel_erbbands_var_12	lowlevel_erbbands_var_13	lowlevel_erbbands_var_14	lowlevel_erbbands_var_15	lowlevel_erbbands_var_16	lowlevel_erbbands_var_17	lowlevel_erbbands_var_18	lowlevel_erbbands_var_19	lowlevel_erbbands_var_20	lowlevel_erbbands_var_21	lowlevel_erbbands_var_22	lowlevel_erbbands_var_23	lowlevel_erbbands_var_24	lowlevel_erbbands_var_25	lowlevel_erbbands_var_26	lowlevel_erbbands_var_27	lowlevel_erbbands_var_28	lowlevel_erbbands_var_29	lowlevel_erbbands_var_30	lowlevel_erbbands_var_31	lowlevel_erbbands_var_32	lowlevel_erbbands_var_33	lowlevel_erbbands_var_34	lowlevel_erbbands_var_35	lowlevel_erbbands_var_36	lowlevel_erbbands_var_37	lowlevel_erbbands_var_38	lowlevel_erbbands_var_39	lowlevel_erbbands_crest_mean	lowlevel_erbbands_crest_median	lowlevel_erbbands_crest_var	lowlevel_erbbands_flatness_db_mean	lowlevel_erbbands_flatness_db_median	lowlevel_erbbands_flatness_db_var	lowlevel_erbbands_kurtosis_mean	lowlevel_erbbands_kurtosis_median	lowlevel_erbbands_kurtosis_var	lowlevel_erbbands_skewness_mean	lowlevel_erbbands_skewness_median	lowlevel_erbbands_skewness_var	lowlevel_erbbands_spread_mean	lowlevel_erbbands_spread_median	lowlevel_erbbands_spread_var	lowlevel_gfcc_mean_0	lowlevel_gfcc_mean_1	lowlevel_gfcc_mean_2	lowlevel_gfcc_mean_3	lowlevel_gfcc_mean_4	lowlevel_gfcc_mean_5	lowlevel_gfcc_mean_6	lowlevel_gfcc_mean_7	lowlevel_gfcc_mean_8	lowlevel_gfcc_mean_9	lowlevel_gfcc_mean_10	lowlevel_gfcc_mean_11	lowlevel_gfcc_mean_12	lowlevel_hfc_mean	lowlevel_hfc_median	lowlevel_hfc_var	lowlevel_melbands_mean_0	lowlevel_melbands_mean_1	lowlevel_melbands_mean_2	lowlevel_melbands_mean_3	lowlevel_melbands_mean_4	lowlevel_melbands_mean_5	lowlevel_melbands_mean_6	lowlevel_melbands_mean_7	lowlevel_melbands_mean_8	lowlevel_melbands_mean_9	lowlevel_melbands_mean_10	lowlevel_melbands_mean_11	lowlevel_melbands_mean_12	lowlevel_melbands_mean_13	lowlevel_melbands_mean_14	lowlevel_melbands_mean_15	lowlevel_melbands_mean_16	lowlevel_melbands_mean_17	lowlevel_melbands_mean_18	lowlevel_melbands_mean_19	lowlevel_melbands_mean_20	lowlevel_melbands_mean_21	lowlevel_melbands_mean_22	lowlevel_melbands_mean_23	lowlevel_melbands_mean_24	lowlevel_melbands_mean_25	lowlevel_melbands_mean_26	lowlevel_melbands_mean_27	lowlevel_melbands_mean_28	lowlevel_melbands_mean_29	lowlevel_melbands_mean_30	lowlevel_melbands_mean_31	lowlevel_melbands_mean_32	lowlevel_melbands_mean_33	lowlevel_melbands_mean_34	lowlevel_melbands_mean_35	lowlevel_melbands_mean_36	lowlevel_melbands_mean_37	lowlevel_melbands_mean_38	lowlevel_melbands_mean_39	lowlevel_melbands_median_0	lowlevel_melbands_median_1	lowlevel_melbands_median_2	lowlevel_melbands_median_3	lowlevel_melbands_median_4	lowlevel_melbands_median_5	lowlevel_melbands_median_6	lowlevel_melbands_median_7	lowlevel_melbands_median_8	lowlevel_melbands_median_9	lowlevel_melbands_median_10	lowlevel_melbands_median_11	lowlevel_melbands_median_12	lowlevel_melbands_median_13	lowlevel_melbands_median_14	lowlevel_melbands_median_15	lowlevel_melbands_median_16	lowlevel_melbands_median_17	lowlevel_melbands_median_18	lowlevel_melbands_median_19	lowlevel_melbands_median_20	lowlevel_melbands_median_21	lowlevel_melbands_median_22	lowlevel_melbands_median_23	lowlevel_melbands_median_24	lowlevel_melbands_median_25	lowlevel_melbands_median_26	lowlevel_melbands_median_27	lowlevel_melbands_median_28	lowlevel_melbands_median_29	lowlevel_melbands_median_30	lowlevel_melbands_median_31	lowlevel_melbands_median_32	lowlevel_melbands_median_33	lowlevel_melbands_median_34	lowlevel_melbands_median_35	lowlevel_melbands_median_36	lowlevel_melbands_median_37	lowlevel_melbands_median_38	lowlevel_melbands_median_39	lowlevel_melbands_var_0	lowlevel_melbands_var_1	lowlevel_melbands_var_2	lowlevel_melbands_var_3	lowlevel_melbands_var_4	lowlevel_melbands_var_5	lowlevel_melbands_var_6	lowlevel_melbands_var_7	lowlevel_melbands_var_8	lowlevel_melbands_var_9	lowlevel_melbands_var_10	lowlevel_melbands_var_11	lowlevel_melbands_var_12	lowlevel_melbands_var_13	lowlevel_melbands_var_14	lowlevel_melbands_var_15	lowlevel_melbands_var_16	lowlevel_melbands_var_17	lowlevel_melbands_var_18	lowlevel_melbands_var_19	lowlevel_melbands_var_20	lowlevel_melbands_var_21	lowlevel_melbands_var_22	lowlevel_melbands_var_23	lowlevel_melbands_var_24	lowlevel_melbands_var_25	lowlevel_melbands_var_26	lowlevel_melbands_var_27	lowlevel_melbands_var_28	lowlevel_melbands_var_29	lowlevel_melbands_var_30	lowlevel_melbands_var_31	lowlevel_melbands_var_32	lowlevel_melbands_var_33	lowlevel_melbands_var_34	lowlevel_melbands_var_35	lowlevel_melbands_var_36	lowlevel_melbands_var_37	lowlevel_melbands_var_38	lowlevel_melbands_var_39	lowlevel_melbands_crest_mean	lowlevel_melbands_crest_median	lowlevel_melbands_crest_var	lowlevel_melbands_flatness_db_mean	lowlevel_melbands_flatness_db_median	lowlevel_melbands_flatness_db_var	lowlevel_melbands_kurtosis_mean	lowlevel_melbands_kurtosis_median	lowlevel_melbands_kurtosis_var	lowlevel_melbands_skewness_mean	lowlevel_melbands_skewness_median	lowlevel_melbands_skewness_var	lowlevel_melbands_spread_mean	lowlevel_melbands_spread_median	lowlevel_melbands_spread_var	lowlevel_mfcc_mean_0	lowlevel_mfcc_mean_1	lowlevel_mfcc_mean_2	lowlevel_mfcc_mean_3	lowlevel_mfcc_mean_4	lowlevel_mfcc_mean_5	lowlevel_mfcc_mean_6	lowlevel_mfcc_mean_7	lowlevel_mfcc_mean_8	lowlevel_mfcc_mean_9	lowlevel_mfcc_mean_10	lowlevel_mfcc_mean_11	lowlevel_mfcc_mean_12	lowlevel_pitch_salience_mean	lowlevel_pitch_salience_median	lowlevel_pitch_salience_var	lowlevel_spectral_centroid_mean	lowlevel_spectral_centroid_median	lowlevel_spectral_centroid_var	lowlevel_spectral_complexity_mean	lowlevel_spectral_complexity_median	lowlevel_spectral_complexity_var	lowlevel_spectral_contrast_coeffs_mean_0	lowlevel_spectral_contrast_coeffs_mean_1	lowlevel_spectral_contrast_coeffs_mean_2	lowlevel_spectral_contrast_coeffs_mean_3	lowlevel_spectral_contrast_coeffs_mean_4	lowlevel_spectral_contrast_coeffs_mean_5	lowlevel_spectral_contrast_coeffs_median_0	lowlevel_spectral_contrast_coeffs_median_1	lowlevel_spectral_contrast_coeffs_median_2	lowlevel_spectral_contrast_coeffs_median_3	lowlevel_spectral_contrast_coeffs_median_4	lowlevel_spectral_contrast_coeffs_median_5	lowlevel_spectral_contrast_coeffs_var_0	lowlevel_spectral_contrast_coeffs_var_1	lowlevel_spectral_contrast_coeffs_var_2	lowlevel_spectral_contrast_coeffs_var_3	lowlevel_spectral_contrast_coeffs_var_4	lowlevel_spectral_contrast_coeffs_var_5	lowlevel_spectral_contrast_valleys_mean_0	lowlevel_spectral_contrast_valleys_mean_1	lowlevel_spectral_contrast_valleys_mean_2	lowlevel_spectral_contrast_valleys_mean_3	lowlevel_spectral_contrast_valleys_mean_4	lowlevel_spectral_contrast_valleys_mean_5	lowlevel_spectral_contrast_valleys_median_0	lowlevel_spectral_contrast_valleys_median_1	lowlevel_spectral_contrast_valleys_median_2	lowlevel_spectral_contrast_valleys_median_3	lowlevel_spectral_contrast_valleys_median_4	lowlevel_spectral_contrast_valleys_median_5	lowlevel_spectral_contrast_valleys_var_0	lowlevel_spectral_contrast_valleys_var_1	lowlevel_spectral_contrast_valleys_var_2	lowlevel_spectral_contrast_valleys_var_3	lowlevel_spectral_contrast_valleys_var_4	lowlevel_spectral_contrast_valleys_var_5	lowlevel_spectral_decrease_mean	lowlevel_spectral_decrease_median	lowlevel_spectral_decrease_var	lowlevel_spectral_energy_mean	lowlevel_spectral_energy_median	lowlevel_spectral_energy_var	lowlevel_spectral_energyband_low_mean	lowlevel_spectral_energyband_low_median	lowlevel_spectral_energyband_low_var	lowlevel_spectral_energyband_middle_high_mean	lowlevel_spectral_energyband_middle_high_median	lowlevel_spectral_energyband_middle_high_var	lowlevel_spectral_energyband_middle_low_mean	lowlevel_spectral_energyband_middle_low_median	lowlevel_spectral_energyband_middle_low_var	lowlevel_spectral_entropy_mean	lowlevel_spectral_entropy_median	lowlevel_spectral_entropy_var	lowlevel_spectral_flux_mean	lowlevel_spectral_flux_median	lowlevel_spectral_flux_var	lowlevel_spectral_kurtosis_mean	lowlevel_spectral_kurtosis_median	lowlevel_spectral_kurtosis_var	lowlevel_spectral_rms_mean	lowlevel_spectral_rms_median	lowlevel_spectral_rms_var	lowlevel_spectral_rolloff_mean	lowlevel_spectral_rolloff_median	lowlevel_spectral_rolloff_var	lowlevel_spectral_skewness_mean	lowlevel_spectral_skewness_median	lowlevel_spectral_skewness_var	lowlevel_spectral_spread_mean	lowlevel_spectral_spread_median	lowlevel_spectral_spread_var	lowlevel_spectral_strongpeak_mean	lowlevel_spectral_strongpeak_median	lowlevel_spectral_strongpeak_var	lowlevel_zerocrossingrate_mean	lowlevel_zerocrossingrate_median	lowlevel_zerocrossingrate_var	rhythm_beats_count	rhythm_beats_loudness_mean	rhythm_beats_loudness_median	rhythm_beats_loudness_var	rhythm_beats_loudness_band_ratio_mean_0	rhythm_beats_loudness_band_ratio_mean_1	rhythm_beats_loudness_band_ratio_mean_2	rhythm_beats_loudness_band_ratio_mean_3	rhythm_beats_loudness_band_ratio_mean_4	rhythm_beats_loudness_band_ratio_mean_5	rhythm_beats_loudness_band_ratio_median_0	rhythm_beats_loudness_band_ratio_median_1	rhythm_beats_loudness_band_ratio_median_2	rhythm_beats_loudness_band_ratio_median_3	rhythm_beats_loudness_band_ratio_median_4	rhythm_beats_loudness_band_ratio_median_5	rhythm_beats_loudness_band_ratio_var_0	rhythm_beats_loudness_band_ratio_var_1	rhythm_beats_loudness_band_ratio_var_2	rhythm_beats_loudness_band_ratio_var_3	rhythm_beats_loudness_band_ratio_var_4	rhythm_beats_loudness_band_ratio_var_5	rhythm_bpm	rhythm_bpm_histogram_first_peak_bpm_mean	rhythm_bpm_histogram_first_peak_bpm_median	rhythm_bpm_histogram_first_peak_bpm_var	rhythm_bpm_histogram_first_peak_spread_mean	rhythm_bpm_histogram_first_peak_spread_median	rhythm_bpm_histogram_first_peak_spread_var	rhythm_bpm_histogram_first_peak_weight_mean	rhythm_bpm_histogram_first_peak_weight_median	rhythm_bpm_histogram_first_peak_weight_var	rhythm_bpm_histogram_second_peak_bpm_mean	rhythm_bpm_histogram_second_peak_bpm_median	rhythm_bpm_histogram_second_peak_bpm_var	rhythm_bpm_histogram_second_peak_spread_mean	rhythm_bpm_histogram_second_peak_spread_median	rhythm_bpm_histogram_second_peak_spread_var	rhythm_bpm_histogram_second_peak_weight_mean	rhythm_bpm_histogram_second_peak_weight_median	rhythm_bpm_histogram_second_peak_weight_var	rhythm_danceability	rhythm_onset_rate	tonal_chords_changes_rate	tonal_chords_histogram_0	tonal_chords_histogram_1	tonal_chords_histogram_2	tonal_chords_histogram_3	tonal_chords_histogram_4	tonal_chords_histogram_5	tonal_chords_histogram_6	tonal_chords_histogram_7	tonal_chords_histogram_8	tonal_chords_histogram_9	tonal_chords_histogram_10	tonal_chords_histogram_11	tonal_chords_histogram_12	tonal_chords_histogram_13	tonal_chords_histogram_14	tonal_chords_histogram_15	tonal_chords_histogram_16	tonal_chords_histogram_17	tonal_chords_histogram_18	tonal_chords_histogram_19	tonal_chords_histogram_20	tonal_chords_histogram_21	tonal_chords_histogram_22	tonal_chords_histogram_23	tonal_chords_key	tonal_chords_number_rate	tonal_chords_scale	tonal_chords_strength_mean	tonal_chords_strength_median	tonal_chords_strength_var	tonal_hpcp_mean_0	tonal_hpcp_mean_1	tonal_hpcp_mean_2	tonal_hpcp_mean_3	tonal_hpcp_mean_4	tonal_hpcp_mean_5	tonal_hpcp_mean_6	tonal_hpcp_mean_7	tonal_hpcp_mean_8	tonal_hpcp_mean_9	tonal_hpcp_mean_10	tonal_hpcp_mean_11	tonal_hpcp_mean_12	tonal_hpcp_mean_13	tonal_hpcp_mean_14	tonal_hpcp_mean_15	tonal_hpcp_mean_16	tonal_hpcp_mean_17	tonal_hpcp_mean_18	tonal_hpcp_mean_19	tonal_hpcp_mean_20	tonal_hpcp_mean_21	tonal_hpcp_mean_22	tonal_hpcp_mean_23	tonal_hpcp_mean_24	tonal_hpcp_mean_25	tonal_hpcp_mean_26	tonal_hpcp_mean_27	tonal_hpcp_mean_28	tonal_hpcp_mean_29	tonal_hpcp_mean_30	tonal_hpcp_mean_31	tonal_hpcp_mean_32	tonal_hpcp_mean_33	tonal_hpcp_mean_34	tonal_hpcp_mean_35	tonal_hpcp_median_0	tonal_hpcp_median_1	tonal_hpcp_median_2	tonal_hpcp_median_3	tonal_hpcp_median_4	tonal_hpcp_median_5	tonal_hpcp_median_6	tonal_hpcp_median_7	tonal_hpcp_median_8	tonal_hpcp_median_9	tonal_hpcp_median_10	tonal_hpcp_median_11	tonal_hpcp_median_12	tonal_hpcp_median_13	tonal_hpcp_median_14	tonal_hpcp_median_15	tonal_hpcp_median_16	tonal_hpcp_median_17	tonal_hpcp_median_18	tonal_hpcp_median_19	tonal_hpcp_median_20	tonal_hpcp_median_21	tonal_hpcp_median_22	tonal_hpcp_median_23	tonal_hpcp_median_24	tonal_hpcp_median_25	tonal_hpcp_median_26	tonal_hpcp_median_27	tonal_hpcp_median_28	tonal_hpcp_median_29	tonal_hpcp_median_30	tonal_hpcp_median_31	tonal_hpcp_median_32	tonal_hpcp_median_33	tonal_hpcp_median_34	tonal_hpcp_median_35	tonal_hpcp_var_0	tonal_hpcp_var_1	tonal_hpcp_var_2	tonal_hpcp_var_3	tonal_hpcp_var_4	tonal_hpcp_var_5	tonal_hpcp_var_6	tonal_hpcp_var_7	tonal_hpcp_var_8	tonal_hpcp_var_9	tonal_hpcp_var_10	tonal_hpcp_var_11	tonal_hpcp_var_12	tonal_hpcp_var_13	tonal_hpcp_var_14	tonal_hpcp_var_15	tonal_hpcp_var_16	tonal_hpcp_var_17	tonal_hpcp_var_18	tonal_hpcp_var_19	tonal_hpcp_var_20	tonal_hpcp_var_21	tonal_hpcp_var_22	tonal_hpcp_var_23	tonal_hpcp_var_24	tonal_hpcp_var_25	tonal_hpcp_var_26	tonal_hpcp_var_27	tonal_hpcp_var_28	tonal_hpcp_var_29	tonal_hpcp_var_30	tonal_hpcp_var_31	tonal_hpcp_var_32	tonal_hpcp_var_33	tonal_hpcp_var_34	tonal_hpcp_var_35	tonal_hpcp_entropy_mean	tonal_hpcp_entropy_median	tonal_hpcp_entropy_var	tonal_key_key	tonal_key_scale	tonal_key_strength	tonal_tuning_diatonic_strength	tonal_tuning_equal_tempered_deviation	tonal_tuning_frequency	tonal_tuning_nontempered_energy_ratio
0	0.946418	0.001943	0.050012	0.005576	0.002772	0.003245	0.000577	0.000648	0.0002	0.000153	0.000216	0.000362	0.000247	0.000271	0.000172	0.000182	0.00013	0.000139	0.000151	0.000213	0.000263	0.000349	0.000428	0.000534	0.000662	0.000658	0.000389	0.00005	0.000124	0.011925	0.00055	0.00038	0.000369	0.000096	0.000085	0.000027	0.00001	0.000012	0.000013	0.000012	0.000018	0.000021	0.000016	0.000012	0.000024	0.000025	0.000033	0.000051	0.000043	0.000066	0.000101	0.000131	0.000166	0.000057	0.000001	0.000013	0.007475	0.00022	0.00005	0.000146	0.000002	0.000002	3.150895e-07	2.131110e-07	4.645106e-07	0.000001	6.830090e-07	6.521637e-07	2.732276e-07	1.796019e-07	1.350542e-07	9.816369e-08	9.397230e-08	1.366049e-07	1.892162e-07	3.896964e-07	5.821308e-07	7.813135e-07	0.000001	0.000001	5.958425e-07	1.275675e-08	14.687678	14.397684	57.148632	0.23978	0.195491	0.023861	105.997841	8.681673	66685.328125	4.725199	2.782529	39.949669	29.842999	19.117928	935.424438	0.472488	0.483993	0.001056	3.694736	1.999208	8.947768	8.140261	8.562332	9.928	10.725233	7.18609	4.313817	8.781993	7.327229	3.714692	3.563965	5.316731	11.81162	12.318326	10.384244	12.009802	10.530516	8.940771	8.283482	7.304371	7.395414	8.384106	8.973859	12.24747	12.424037	14.669138	13.174128	15.516989	15.410387	14.951476	13.887113	10.968896	7.428512	4.575608	2.025404	0.651369	0.136079	0.007172	0.000274	0.122971	2.352093	1.761051	1.168598	1.70729	0.994125	0.78207	0.760589	1.22013	1.089173	0.536241	0.274523	0.329753	0.580689	0.566182	0.532373	0.805059	1.197104	0.93343	0.825507	1.076666	1.279587	1.27783	1.564827	1.74959	2.506786	2.118944	1.644779	2.214712	2.764536	2.939515	2.642714	2.250696	1.865142	1.135103	0.406407	0.073492	0.005562	0.00024	0.000085	13.551092	258.299164	293.307831	444.550232	1172.128052	1674.707886	468.578186	90.391342	503.50235	317.624298	145.037369	112.892761	289.130035	1107.483276	1581.608154	961.598938	1051.986572	854.207092	439.947174	344.002197	323.52774	251.136429	326.242523	263.40863	473.401184	426.774963	707.459595	531.160217	794.25647	652.300842	616.545715	616.112183	356.391724	161.102295	70.592743	14.397256	1.803689	0.092108	0.000247	1.842586e-07	8.963006	6.310603	35.074493	0.153936	0.137809	0.004219	7.256198	0.24795	626.316284	0.450164	0.029763	5.722228	69.596603	54.882824	2649.318848	-52.068481	20.625795	-49.766975	63.783089	-52.552902	28.949535	-36.737301	14.238461	-26.249613	10.230382	-11.605395	3.172215	-12.064286	36.868427	16.428114	2497.396973	0.0155	0.006806	0.001501	0.00077	0.000297	0.000099	0.000136	0.000072	0.000027	0.000023	0.000026	0.000046	0.000044	0.00003	0.000023	0.000028	0.000018	0.000013	0.000014	0.000009	0.000008	0.000008	0.000008	0.000007	0.000007	0.000008	0.000009	0.000008	0.000009	0.000009	0.000007	0.000009	0.000009	0.000009	0.000008	0.000009	0.000009	0.000008	0.000007	0.000006	0.002437	0.001541	0.000274	0.000097	0.000033	0.000018	0.000019	0.00001	0.000004	0.000002	0.000002	0.000002	0.000002	0.000001	0.000001	0.000002	0.000002	0.000001	0.000001	7.836472e-07	0.000001	0.000001	9.024886e-07	0.000001	0.000001	0.000001	0.000001	0.000002	0.000001	0.000001	8.938142e-07	0.000001	0.000001	0.000002	0.000002	0.000002	0.000002	0.000002	0.000002	0.000002	0.000764	0.000125	0.000013	0.000009	8.895045e-07	4.829521e-08	1.146760e-07	2.975970e-08	8.120445e-09	4.757390e-09	7.371843e-09	1.682329e-08	1.867684e-08	1.059966e-08	4.467603e-09	8.051257e-09	3.184727e-09	1.161324e-09	1.228628e-09	8.226317e-10	4.216176e-10	2.615010e-10	4.685693e-10	1.648074e-10	1.862221e-10	2.385635e-10	2.490780e-10	1.716572e-10	2.412454e-10	2.692671e-10	1.560196e-10	2.622707e-10	2.299410e-10	1.965566e-10	1.804045e-10	2.290939e-10	2.659681e-10	1.732642e-10	1.524778e-10	1.051237e-10	21.610174	22.789364	91.047447	0.30632	0.277322	0.037867	187.375885	41.047867	122953.796875	7.691294	4.824439	58.674133	31.347086	9.751925	2046.249512	-710.712524	54.028652	58.237232	39.234814	20.758537	17.362597	12.407025	5.773664	0.189893	4.827914	2.084833	3.250564	4.446933	0.411158	0.423246	0.060985	1757.332764	1493.360107	1881392.625	11.444088	6	153.373245	-0.61805	-0.764896	-0.83613	-0.83246	-0.812733	-0.824426	-0.623426	-0.771101	-0.844742	-0.839714	-0.813526	-0.828611	0.01084	0.004459	0.003882	0.002989	0.001177	0.001093	-7.915611	-8.126922	-8.744842	-8.897953	-8.07748	-9.214811	-7.549545	-7.771642	-8.485315	-8.633378	-7.975094	-9.093995	3.173712	3.200567	3.522248	3.267382	1.889536	1.803412	-1.780480e-08	-6.678341e-09	5.569721e-16	0.070543	0.031035	0.007876	0.059264	0.01802	0.008123	0.002187	0.000366	0.000018	0.007649	0.002076	0.000357	7.804564	8.085641	0.923143	0.117411	0.091176	0.009563	2.660334	0.939797	26.784338	0.006795	0.005503	0.000023	2982.14502	322.998047	15443018	1.245747	1.018407	0.806417	8057296.5	8086385.5	6.983604e+12	0.662052	0.454643	0.465678	0.098371	0.068359	0.008832	852	0.043401	0.039356	0.000536	0.452812	0.039309	0.019424	0.021946	0.042038	0.439665	0.558192	0.020948	0.003769	0.009732	0.020442	0.36406	0.08824	0.002275	0.001208	0.001539	0.003863	0.05712	122.061371	123	123	0	0.344164	0.344164	0	0.640423	0.640423	0	117	117	0	0.166667	0.166667	0	0.011751	0.011751	0	1.633161	5.882485	0.051957	4.023878	0.044218	53.91333	0	0.055273	0	0.011055	0	0	0	0	0	0	1.824011	1.426045	0.265311	0.011055	3.791731	1.12757	26.7411	1.359717	3.150564	2.25514	0	G	0.001105	major	0.49703	0.489779	0.008994	0.16253	0.169314	0.118065	0.121625	0.137415	0.116546	0.103235	0.091257	0.081678	0.105502	0.120978	0.09692	0.075791	0.077507	0.105264	0.157456	0.150525	0.0897	0.057025	0.044451	0.043374	0.049194	0.049349	0.08684	0.178161	0.177051	0.089747	0.051969	0.053717	0.125326	0.272853	0.350748	0.273165	0.171616	0.133401	0.123249	0.02232	0.01811	0.013128	0.00632	0.006888	0.010506	0.012946	0.012748	0.007754	0.006826	0.007526	0.006731	0.006344	0.006784	0.020208	0.035267	0.03124	0.011818	0.005654	0.004905	0.004204	0.004013	0.004526	0.008321	0.014047	0.011489	0.005849	0.002875	0.003557	0.018922	0.099562	0.191217	0.106708	0.035999	0.012344	0.016448	0.076874	0.083203	0.047629	0.053513	0.068655	0.044894	0.03917	0.032373	0.029034	0.044346	0.057961	0.035793	0.029405	0.031247	0.037303	0.066163	0.059542	0.032278	0.020333	0.012745	0.011702	0.013038	0.013631	0.025329	0.098365	0.090521	0.031329	0.018044	0.01938	0.047876	0.116541	0.142395	0.115125	0.074935	0.066495	0.05469	2.744895	2.819573	0.650644	C	major	0.539021	0.623823	0.267084	434.193115	0.902562

track_pred_new = pipeline_load.transform(df_track_remove)

track_pred_new.shape

(1, 703)

model_load.predict(track_pred_new)

array(['danceable'], dtype=object)

model_load.classes_

array(['danceable', 'not_danceable'], dtype=object)

model_load.predict_proba(track_pred_new)

array([[9.99990886e-01, 9.11378617e-06]])

Finish

from datetime import datetime

print("last evaluation run at: {}".format(datetime.now()))

last evaluation run at: 2020-07-27 11:09:53.190946