kmeans_cluster.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Making Song Recommendation with k-NN clustering**\n",
    "\n",
    "***\n",
    "\n",
    "** Discovering similarities across Spotify tracks using clustering and audio features ** "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We used Spotify's audio features, such as acousticness and energy, to further analyze tracks and how these features impact users' preferences, which in turn leads to users adding certain tracks to their playlists over others. Thus, we tried to explore how tracks and their audio features could potentially influence and be used to predict a user's playlist preferences.\n",
    "\n",
    "The k-NN model built below aims to cluster tracks based on their audio features. In order to perform feature selection for k-means clustering and to reduce the dimensionality of the feature space, we used Principal Component Analysis (PCA). Using PCA, we aimed to reduce the dimensionality of the data and identify the most important variables in the original feature space that contribute most to the variation in our data set. A dimension, or feature, that has not much variability cannot explain much of the happenings and thus, is not as important as more variable dimensions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "\n",
    "First we load the necessary libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "import pandas as pd\n",
    "import spotipy\n",
    "import spotipy.oauth2 as oauth2\n",
    "import pickle \n",
    "import pandas.io.sql as psql\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from itertools import groupby\n",
    "from operator import itemgetter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data \n",
    "\n",
    "***\n",
    "\n",
    "Here we connected to the Spotify SQL database, created an authorization token, and generated a list of 100 tracks by loading a pickle file that contains 171381 randomly-selected tracks from the Spotify Million Playlist dataset.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# connect to the database\n",
    "conn = sqlite3.connect(\"spotifyDB.db\")\n",
    "c = conn.cursor()  # get a cursor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up authorization token\n",
    "credentials = oauth2.SpotifyClientCredentials(\n",
    "        client_id='153369a05314402294db1a574caaff2a',\n",
    "        client_secret='c6fff0923a0c44c5851fc4415038e8fa')\n",
    "\n",
    "token = credentials.get_access_token()\n",
    "sp = spotipy.Spotify(auth=token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "c.execute(\"SELECT track FROM tracks\")  # execute a simple SQL select query\n",
    "jobs = c.fetchall()  # get all the results from the above query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('tracks_10000_rand.pkl', 'rb') as f:\n",
    "    X = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Choice\n",
    "\n",
    "***\n",
    "\n",
    "\n",
    "We opted to use k-NN clustering by interpreting the numerical audio features as the distance between tracks because the advantage of using this algorithm is that it works on higher dimensions as well. As said above, to avoid the curse of dimensionality, we have nevertheless performed PCA and selected features that explain the majority of the variation of the dataset for k-means clustering. The k-NN works by finding the optimal number of clusters, k, and then defining k centroids (or points, which in our case are tracks) for each cluster. These centroids are then used to cluster the rest of the points, or tracks, into one of the k clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define functions\n",
    "***\n",
    "\n",
    "- ***grouper***\n",
    "This function allows to create a larger list of tracks to use for the clustering because Spotify limits how many times you can group into each of its API calls to 100 tracks.\n",
    "\n",
    "- ***process_features***\n",
    "This function takes the list of dicts containing audio features for a number of tracks generated by accessing the Spotify API and converts it into a pandas dataframe.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/5MSGHYOz2HC3PYFnk8CNv8',\n",
       "  'duration_ms': 193573,\n",
       "  'time_signature': 4},\n",
       " {'danceability': 0.481,\n",
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       "  'key': 0,\n",
       "  'loudness': -4.531,\n",
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       "  'valence': 0.352,\n",
       "  'tempo': 143.837,\n",
       "  'type': 'audio_features',\n",
       "  'id': '6D9XBfUFCpnVN2tSP2bETW',\n",
       "  'uri': 'spotify:track:6D9XBfUFCpnVN2tSP2bETW',\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/6D9XBfUFCpnVN2tSP2bETW',\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/6D9XBfUFCpnVN2tSP2bETW',\n",
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       "  'tempo': 101.906,\n",
       "  'type': 'audio_features',\n",
       "  'id': '1bpaA5Pn4jlo1cRAOBNQnh',\n",
       "  'uri': 'spotify:track:1bpaA5Pn4jlo1cRAOBNQnh',\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/1bpaA5Pn4jlo1cRAOBNQnh',\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/1bpaA5Pn4jlo1cRAOBNQnh',\n",
       "  'duration_ms': 298467,\n",
       "  'time_signature': 4},\n",
       " {'danceability': 0.615,\n",
       "  'energy': 0.923,\n",
       "  'key': 1,\n",
       "  'loudness': -3.379,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.14,\n",
       "  'acousticness': 0.000188,\n",
       "  'instrumentalness': 9.66e-05,\n",
       "  'liveness': 0.166,\n",
       "  'valence': 0.311,\n",
       "  'tempo': 160.073,\n",
       "  'type': 'audio_features',\n",
       "  'id': '5df2wa0VGO0VzHxYUmDwtl',\n",
       "  'uri': 'spotify:track:5df2wa0VGO0VzHxYUmDwtl',\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/5df2wa0VGO0VzHxYUmDwtl',\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/5df2wa0VGO0VzHxYUmDwtl',\n",
       "  'duration_ms': 220547,\n",
       "  'time_signature': 4},\n",
       " {'danceability': 0.541,\n",
       "  'energy': 0.748,\n",
       "  'key': 2,\n",
       "  'loudness': -6.321,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.31,\n",
       "  'acousticness': 0.00141,\n",
       "  'instrumentalness': 3.1e-06,\n",
       "  'liveness': 0.322,\n",
       "  'valence': 0.351,\n",
       "  'tempo': 79.616,\n",
       "  'type': 'audio_features',\n",
       "  'id': '1rW2nkUbmKD2MC22YrU8cX',\n",
       "  'uri': 'spotify:track:1rW2nkUbmKD2MC22YrU8cX',\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/1rW2nkUbmKD2MC22YrU8cX',\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/1rW2nkUbmKD2MC22YrU8cX',\n",
       "  'duration_ms': 196427,\n",
       "  'time_signature': 4}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the audio features of each of the tracks fetched above\n",
    "track_features = {}\n",
    "import itertools\n",
    "def grouper(n, iterable):\n",
    "    it = iter(iterable)\n",
    "    while True:\n",
    "        chunk = tuple(itertools.islice(it, n))\n",
    "        if not chunk:\n",
    "            return\n",
    "        yield chunk\n",
    "\n",
    "# can only take 100 songs at a time \n",
    "for group in grouper(100, X[:1000]):\n",
    "    track_features = sp.audio_features(tracks=group)\n",
    "\n",
    "track_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>acousticness</th>\n",
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       "      <td>0.839</td>\n",
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       "      <td>audio_features</td>\n",
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       "      <td>0.852</td>\n",
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       "      <th>7kl337nuuTTVcXJiQqBgwJ</th>\n",
       "      <td>0.44700</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7kl3...</td>\n",
       "      <td>0.314</td>\n",
       "      <td>451160</td>\n",
       "      <td>0.855</td>\n",
       "      <td>0.854000</td>\n",
       "      <td>2</td>\n",
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       "      <td>4</td>\n",
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       "      <td>audio_features</td>\n",
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       "      <td>0.855</td>\n",
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       "      <td>audio_features</td>\n",
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       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>-12.959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>130.008</td>\n",
       "      <td>4</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0Hpl422q9Vhp...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:0Hpl422q9VhpQu1RBKlnF1</td>\n",
       "      <td>0.518</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        acousticness  \\\n",
       "id                                     \n",
       "1YGa5zwwbzA9lFGPB3HcLt       0.05310   \n",
       "4gOMf7ak5Ycx9BghTCSTBL       0.00336   \n",
       "7kl337nuuTTVcXJiQqBgwJ       0.44700   \n",
       "0LAfANg75hYiV1IAEP3vY6       0.22000   \n",
       "0Hpl422q9VhpQu1RBKlnF1       0.42200   \n",
       "\n",
       "                                                             analysis_url  \\\n",
       "id                                                                          \n",
       "1YGa5zwwbzA9lFGPB3HcLt  https://api.spotify.com/v1/audio-analysis/1YGa...   \n",
       "4gOMf7ak5Ycx9BghTCSTBL  https://api.spotify.com/v1/audio-analysis/4gOM...   \n",
       "7kl337nuuTTVcXJiQqBgwJ  https://api.spotify.com/v1/audio-analysis/7kl3...   \n",
       "0LAfANg75hYiV1IAEP3vY6  https://api.spotify.com/v1/audio-analysis/0LAf...   \n",
       "0Hpl422q9VhpQu1RBKlnF1  https://api.spotify.com/v1/audio-analysis/0Hpl...   \n",
       "\n",
       "                        danceability  duration_ms  energy  instrumentalness  \\\n",
       "id                                                                            \n",
       "1YGa5zwwbzA9lFGPB3HcLt         0.839       267333   0.791          0.000485   \n",
       "4gOMf7ak5Ycx9BghTCSTBL         0.728       278810   0.779          0.000001   \n",
       "7kl337nuuTTVcXJiQqBgwJ         0.314       451160   0.855          0.854000   \n",
       "0LAfANg75hYiV1IAEP3vY6         0.762       271907   0.954          0.000018   \n",
       "0Hpl422q9VhpQu1RBKlnF1         0.633       509307   0.834          0.726000   \n",
       "\n",
       "                        key  liveness  loudness  mode  speechiness    tempo  \\\n",
       "id                                                                            \n",
       "1YGa5zwwbzA9lFGPB3HcLt    8    0.2010    -7.771     1       0.1160  129.244   \n",
       "4gOMf7ak5Ycx9BghTCSTBL    4    0.3250    -7.528     0       0.1900  174.046   \n",
       "7kl337nuuTTVcXJiQqBgwJ    2    0.1730    -7.907     1       0.0340  104.983   \n",
       "0LAfANg75hYiV1IAEP3vY6    8    0.0612    -4.542     1       0.1210  153.960   \n",
       "0Hpl422q9VhpQu1RBKlnF1   11    0.1720   -12.959     1       0.0631  130.008   \n",
       "\n",
       "                        time_signature  \\\n",
       "id                                       \n",
       "1YGa5zwwbzA9lFGPB3HcLt               4   \n",
       "4gOMf7ak5Ycx9BghTCSTBL               4   \n",
       "7kl337nuuTTVcXJiQqBgwJ               4   \n",
       "0LAfANg75hYiV1IAEP3vY6               4   \n",
       "0Hpl422q9VhpQu1RBKlnF1               4   \n",
       "\n",
       "                                                               track_href  \\\n",
       "id                                                                          \n",
       "1YGa5zwwbzA9lFGPB3HcLt  https://api.spotify.com/v1/tracks/1YGa5zwwbzA9...   \n",
       "4gOMf7ak5Ycx9BghTCSTBL  https://api.spotify.com/v1/tracks/4gOMf7ak5Ycx...   \n",
       "7kl337nuuTTVcXJiQqBgwJ  https://api.spotify.com/v1/tracks/7kl337nuuTTV...   \n",
       "0LAfANg75hYiV1IAEP3vY6  https://api.spotify.com/v1/tracks/0LAfANg75hYi...   \n",
       "0Hpl422q9VhpQu1RBKlnF1  https://api.spotify.com/v1/tracks/0Hpl422q9Vhp...   \n",
       "\n",
       "                                  type                                   uri  \\\n",
       "id                                                                             \n",
       "1YGa5zwwbzA9lFGPB3HcLt  audio_features  spotify:track:1YGa5zwwbzA9lFGPB3HcLt   \n",
       "4gOMf7ak5Ycx9BghTCSTBL  audio_features  spotify:track:4gOMf7ak5Ycx9BghTCSTBL   \n",
       "7kl337nuuTTVcXJiQqBgwJ  audio_features  spotify:track:7kl337nuuTTVcXJiQqBgwJ   \n",
       "0LAfANg75hYiV1IAEP3vY6  audio_features  spotify:track:0LAfANg75hYiV1IAEP3vY6   \n",
       "0Hpl422q9VhpQu1RBKlnF1  audio_features  spotify:track:0Hpl422q9VhpQu1RBKlnF1   \n",
       "\n",
       "                        valence  \n",
       "id                               \n",
       "1YGa5zwwbzA9lFGPB3HcLt    0.858  \n",
       "4gOMf7ak5Ycx9BghTCSTBL    0.852  \n",
       "7kl337nuuTTVcXJiQqBgwJ    0.855  \n",
       "0LAfANg75hYiV1IAEP3vY6    0.933  \n",
       "0Hpl422q9VhpQu1RBKlnF1    0.518  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# populate the tracks feature dataframe\n",
    "def process_features(features_list_dicts):\n",
    "    features_df = pd.DataFrame(features_list_dicts)\n",
    "    features_df = features_df.set_index('id')\n",
    "    return features_df\n",
    "\n",
    "features_df=process_features(track_features)\n",
    "features_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** NOTE: ** We created a pandas dataframe called features_df_updated that includes only the numerical audio features of the selected tracks to perform PCA later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>acousticness</th>\n",
       "      <th>danceability</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
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       "      <td>4</td>\n",
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       "      <td>4</td>\n",
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       "      <td>0.854000</td>\n",
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       "      <th>0LAfANg75hYiV1IAEP3vY6</th>\n",
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       "      <td>0.954</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>-4.542</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>153.960</td>\n",
       "      <td>4</td>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0Hpl422q9VhpQu1RBKlnF1</th>\n",
       "      <td>0.42200</td>\n",
       "      <td>0.633</td>\n",
       "      <td>509307</td>\n",
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       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1720</td>\n",
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       "      <td>4</td>\n",
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      "text/plain": [
       "                        acousticness  danceability  duration_ms  energy  \\\n",
       "id                                                                        \n",
       "1YGa5zwwbzA9lFGPB3HcLt       0.05310         0.839       267333   0.791   \n",
       "4gOMf7ak5Ycx9BghTCSTBL       0.00336         0.728       278810   0.779   \n",
       "7kl337nuuTTVcXJiQqBgwJ       0.44700         0.314       451160   0.855   \n",
       "0LAfANg75hYiV1IAEP3vY6       0.22000         0.762       271907   0.954   \n",
       "0Hpl422q9VhpQu1RBKlnF1       0.42200         0.633       509307   0.834   \n",
       "\n",
       "                        instrumentalness  key  liveness  loudness  mode  \\\n",
       "id                                                                        \n",
       "1YGa5zwwbzA9lFGPB3HcLt          0.000485    8    0.2010    -7.771     1   \n",
       "4gOMf7ak5Ycx9BghTCSTBL          0.000001    4    0.3250    -7.528     0   \n",
       "7kl337nuuTTVcXJiQqBgwJ          0.854000    2    0.1730    -7.907     1   \n",
       "0LAfANg75hYiV1IAEP3vY6          0.000018    8    0.0612    -4.542     1   \n",
       "0Hpl422q9VhpQu1RBKlnF1          0.726000   11    0.1720   -12.959     1   \n",
       "\n",
       "                        speechiness    tempo  time_signature  valence  \n",
       "id                                                                     \n",
       "1YGa5zwwbzA9lFGPB3HcLt       0.1160  129.244               4    0.858  \n",
       "4gOMf7ak5Ycx9BghTCSTBL       0.1900  174.046               4    0.852  \n",
       "7kl337nuuTTVcXJiQqBgwJ       0.0340  104.983               4    0.855  \n",
       "0LAfANg75hYiV1IAEP3vY6       0.1210  153.960               4    0.933  \n",
       "0Hpl422q9VhpQu1RBKlnF1       0.0631  130.008               4    0.518  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop the non-numerical columns \n",
    "features_df_updated = features_df.drop(['analysis_url', 'track_href', 'type', 'uri' ], axis=1)\n",
    "features_df_updated.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Store data into SQL database ##\n",
    "\n",
    "***\n",
    "We decided to generate SQL tables to store and manipulate our tracks data. \n",
    "\n",
    "- ***track_features***\n",
    "This SQL table stores all the numerical audio features for a list of tracks that will be used to perform PCA and k-means clustering.\n",
    "\n",
    "- ***BigTable***\n",
    "This SQL table is generated by inner joining the previously generated tracks table with the track_features table on the track ID. This table comes in handy after we cluster the list of tracks to get more details about the tracks in each cluster, not just the track ID (i.e. the track name, playlists it appears in, album name, artist name etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the tracks feature table\n",
    "query = 'DROP TABLE IF EXISTS track_features;'\n",
    "c.execute(query)\n",
    "conn.commit()\n",
    "\n",
    "c.execute('''CREATE TABLE IF NOT EXISTS track_features (id varchar(255) PRIMARY KEY,\n",
    "         acousticness integer,danceability integer, duration_ms integer, energy integer, \n",
    "         instrumentalness integer, key integer, liveness integer, loudness integer,\n",
    "         mode integer, speechiness integer, tempo integer, time_signature integer,\n",
    "         valence integer \n",
    "         );''')\n",
    "conn.commit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# insert track features dataframe into track features SQL table\n",
    "features_df_updated.to_sql('track_features', conn, if_exists='append')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <td>4</td>\n",
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       "    <tr>\n",
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       "      <td>0.633</td>\n",
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       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
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       "      <td>0.724</td>\n",
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       "      <td>-4.806</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3850</td>\n",
       "      <td>143.988</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>0.617</td>\n",
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       "      <td>0.493</td>\n",
       "      <td>0.294000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>-12.779</td>\n",
       "      <td>1</td>\n",
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       "      <td>119.003</td>\n",
       "      <td>4</td>\n",
       "      <td>0.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0j9rNb4IHxLgKdLGZ1sd1I</td>\n",
       "      <td>0.43500</td>\n",
       "      <td>0.353</td>\n",
       "      <td>407814</td>\n",
       "      <td>0.304</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8020</td>\n",
       "      <td>-9.142</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0327</td>\n",
       "      <td>138.494</td>\n",
       "      <td>4</td>\n",
       "      <td>0.233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1Dfst5fQZYoW8QBfo4mUmn</td>\n",
       "      <td>0.22100</td>\n",
       "      <td>0.633</td>\n",
       "      <td>205267</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.004150</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>-9.703</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>129.915</td>\n",
       "      <td>4</td>\n",
       "      <td>0.196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6ZbiaHwI9x7CIxYGOEmXxd</td>\n",
       "      <td>0.56400</td>\n",
       "      <td>0.569</td>\n",
       "      <td>198012</td>\n",
       "      <td>0.789</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>-4.607</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>160.014</td>\n",
       "      <td>4</td>\n",
       "      <td>0.603</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id  acousticness  danceability  duration_ms  energy  \\\n",
       "0  1YGa5zwwbzA9lFGPB3HcLt       0.05310         0.839       267333   0.791   \n",
       "1  4gOMf7ak5Ycx9BghTCSTBL       0.00336         0.728       278810   0.779   \n",
       "2  7kl337nuuTTVcXJiQqBgwJ       0.44700         0.314       451160   0.855   \n",
       "3  0LAfANg75hYiV1IAEP3vY6       0.22000         0.762       271907   0.954   \n",
       "4  0Hpl422q9VhpQu1RBKlnF1       0.42200         0.633       509307   0.834   \n",
       "5  4uTTsXhygWzSjUxXLHZ4HW       0.12600         0.724       231824   0.667   \n",
       "6  1KDnLoIEPRd4iRYzgvDBzo       0.22100         0.617       259147   0.493   \n",
       "7  0j9rNb4IHxLgKdLGZ1sd1I       0.43500         0.353       407814   0.304   \n",
       "8  1Dfst5fQZYoW8QBfo4mUmn       0.22100         0.633       205267   0.286   \n",
       "9  6ZbiaHwI9x7CIxYGOEmXxd       0.56400         0.569       198012   0.789   \n",
       "\n",
       "   instrumentalness  key  liveness  loudness  mode  speechiness    tempo  \\\n",
       "0          0.000485    8    0.2010    -7.771     1       0.1160  129.244   \n",
       "1          0.000001    4    0.3250    -7.528     0       0.1900  174.046   \n",
       "2          0.854000    2    0.1730    -7.907     1       0.0340  104.983   \n",
       "3          0.000018    8    0.0612    -4.542     1       0.1210  153.960   \n",
       "4          0.726000   11    0.1720   -12.959     1       0.0631  130.008   \n",
       "5          0.000000    4    0.1220    -4.806     0       0.3850  143.988   \n",
       "6          0.294000    0    0.6960   -12.779     1       0.0495  119.003   \n",
       "7          0.000002    4    0.8020    -9.142     0       0.0327  138.494   \n",
       "8          0.004150    2    0.0879    -9.703     0       0.0270  129.915   \n",
       "9          0.000000   11    0.2940    -4.607     1       0.1230  160.014   \n",
       "\n",
       "   time_signature  valence  \n",
       "0               4    0.858  \n",
       "1               4    0.852  \n",
       "2               4    0.855  \n",
       "3               4    0.933  \n",
       "4               4    0.518  \n",
       "5               4    0.161  \n",
       "6               4    0.148  \n",
       "7               4    0.233  \n",
       "8               4    0.196  \n",
       "9               4    0.603  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read the track features table\n",
    "pd.read_sql_query(\"select * from track_features LIMIT 10;\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Cursor at 0x1a1410d1f0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = 'DROP TABLE IF EXISTS BigTable;'\n",
    "c.execute(query)\n",
    "conn.commit()\n",
    "\n",
    "c.execute(\"\"\" CREATE TABLE BigTable AS \n",
    "            SELECT tracks.track,tracks.track_name, tracks.album, tracks.album_name, tracks.artist, \n",
    "            tracks.artist_name, tracks.duration_ms, tracks.playlist_member, tracks.num_member, \n",
    "            track_features.acousticness,track_features.danceability, track_features.energy, \n",
    "            track_features.instrumentalness,track_features.key, track_features.liveness,track_features.loudness,\n",
    "            track_features.mode, track_features.speechiness, track_features.tempo, track_features.time_signature,\n",
    "            track_features.valence\n",
    "            FROM tracks\n",
    "            INNER JOIN track_features\n",
    "            ON tracks.track = track_features.id\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track</th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>album_name</th>\n",
       "      <th>artist</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>playlist_member</th>\n",
       "      <th>num_member</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>...</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>key</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1YGa5zwwbzA9lFGPB3HcLt</td>\n",
       "      <td>Suavemente - Spanglish Edit</td>\n",
       "      <td>6hGJXv2n5dNuIpaxpgSBOe</td>\n",
       "      <td>Suavemente, The Remixes</td>\n",
       "      <td>1c22GXH30ijlOfXhfLz9Df</td>\n",
       "      <td>Elvis Crespo</td>\n",
       "      <td>267333</td>\n",
       "      <td>92453,112168,121648,238345,245267,303554,31985...</td>\n",
       "      <td>12</td>\n",
       "      <td>0.05310</td>\n",
       "      <td>...</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>8</td>\n",
       "      <td>0.2010</td>\n",
       "      <td>-7.771</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>129.244</td>\n",
       "      <td>4</td>\n",
       "      <td>0.858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4gOMf7ak5Ycx9BghTCSTBL</td>\n",
       "      <td>Sexo X Money (feat. Ozuna)</td>\n",
       "      <td>3BB6mEEVz8vb2yMRSPHiDR</td>\n",
       "      <td>8 Semanas</td>\n",
       "      <td>5gUZ67Vzi1FV2SnrWl1GlE</td>\n",
       "      <td>Benny Benni</td>\n",
       "      <td>278809</td>\n",
       "      <td>96862,117960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.779</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>-7.528</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>174.046</td>\n",
       "      <td>4</td>\n",
       "      <td>0.852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7kl337nuuTTVcXJiQqBgwJ</td>\n",
       "      <td>Jessica - Unedited Version</td>\n",
       "      <td>1n9rbMLUmrXBBBJffS7pDj</td>\n",
       "      <td>Brothers And Sisters</td>\n",
       "      <td>4wQ3PyMz3WwJGI5uEqHUVR</td>\n",
       "      <td>The Allman Brothers Band</td>\n",
       "      <td>451160</td>\n",
       "      <td>1231,2588,3054,4223,4777,4955,5094,5199,5991,6...</td>\n",
       "      <td>871</td>\n",
       "      <td>0.44700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855</td>\n",
       "      <td>0.854000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>-7.907</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>104.983</td>\n",
       "      <td>4</td>\n",
       "      <td>0.855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0LAfANg75hYiV1IAEP3vY6</td>\n",
       "      <td>Take Your Mama</td>\n",
       "      <td>65Fllu4vQdZQOh6id0YwIM</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>3Y10boYzeuFCJ4Qgp53w6o</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>271906</td>\n",
       "      <td>1697,2647,3150,5142,5199,6597,6669,7301,7367,7...</td>\n",
       "      <td>534</td>\n",
       "      <td>0.22000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.954</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>-4.542</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>153.960</td>\n",
       "      <td>4</td>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0Hpl422q9VhpQu1RBKlnF1</td>\n",
       "      <td>3rd Chakra \"Sacred Fire\"</td>\n",
       "      <td>07fAo1agwL9nuky8VmMhNa</td>\n",
       "      <td>Chakradance</td>\n",
       "      <td>3kbO7dxGm5uux3yrXYlnvR</td>\n",
       "      <td>Jonthan Goldman</td>\n",
       "      <td>509306</td>\n",
       "      <td>231516</td>\n",
       "      <td>1</td>\n",
       "      <td>0.42200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.834</td>\n",
       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>-12.959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>130.008</td>\n",
       "      <td>4</td>\n",
       "      <td>0.518</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    track                   track_name  \\\n",
       "0  1YGa5zwwbzA9lFGPB3HcLt  Suavemente - Spanglish Edit   \n",
       "1  4gOMf7ak5Ycx9BghTCSTBL   Sexo X Money (feat. Ozuna)   \n",
       "2  7kl337nuuTTVcXJiQqBgwJ   Jessica - Unedited Version   \n",
       "3  0LAfANg75hYiV1IAEP3vY6               Take Your Mama   \n",
       "4  0Hpl422q9VhpQu1RBKlnF1     3rd Chakra \"Sacred Fire\"   \n",
       "\n",
       "                    album               album_name                  artist  \\\n",
       "0  6hGJXv2n5dNuIpaxpgSBOe  Suavemente, The Remixes  1c22GXH30ijlOfXhfLz9Df   \n",
       "1  3BB6mEEVz8vb2yMRSPHiDR                8 Semanas  5gUZ67Vzi1FV2SnrWl1GlE   \n",
       "2  1n9rbMLUmrXBBBJffS7pDj     Brothers And Sisters  4wQ3PyMz3WwJGI5uEqHUVR   \n",
       "3  65Fllu4vQdZQOh6id0YwIM          Scissor Sisters  3Y10boYzeuFCJ4Qgp53w6o   \n",
       "4  07fAo1agwL9nuky8VmMhNa              Chakradance  3kbO7dxGm5uux3yrXYlnvR   \n",
       "\n",
       "                artist_name  duration_ms  \\\n",
       "0              Elvis Crespo       267333   \n",
       "1               Benny Benni       278809   \n",
       "2  The Allman Brothers Band       451160   \n",
       "3           Scissor Sisters       271906   \n",
       "4           Jonthan Goldman       509306   \n",
       "\n",
       "                                     playlist_member  num_member  \\\n",
       "0  92453,112168,121648,238345,245267,303554,31985...          12   \n",
       "1                                       96862,117960           2   \n",
       "2  1231,2588,3054,4223,4777,4955,5094,5199,5991,6...         871   \n",
       "3  1697,2647,3150,5142,5199,6597,6669,7301,7367,7...         534   \n",
       "4                                             231516           1   \n",
       "\n",
       "   acousticness   ...     energy  instrumentalness  key  liveness  loudness  \\\n",
       "0       0.05310   ...      0.791          0.000485    8    0.2010    -7.771   \n",
       "1       0.00336   ...      0.779          0.000001    4    0.3250    -7.528   \n",
       "2       0.44700   ...      0.855          0.854000    2    0.1730    -7.907   \n",
       "3       0.22000   ...      0.954          0.000018    8    0.0612    -4.542   \n",
       "4       0.42200   ...      0.834          0.726000   11    0.1720   -12.959   \n",
       "\n",
       "   mode  speechiness    tempo  time_signature  valence  \n",
       "0     1       0.1160  129.244               4    0.858  \n",
       "1     0       0.1900  174.046               4    0.852  \n",
       "2     1       0.0340  104.983               4    0.855  \n",
       "3     1       0.1210  153.960               4    0.933  \n",
       "4     1       0.0631  130.008               4    0.518  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create SQL table containing both qualitative and quantitative information about tracks\n",
    "tracks_merged_df = psql.read_sql_query(\"SELECT * from BigTable \", conn)\n",
    "tracks_merged_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track</th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>album_name</th>\n",
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       "      <th>num_member</th>\n",
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       "      <th>...</th>\n",
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       "      <th>speechiness</th>\n",
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       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1YGa5zwwbzA9lFGPB3HcLt</td>\n",
       "      <td>Suavemente - Spanglish Edit</td>\n",
       "      <td>6hGJXv2n5dNuIpaxpgSBOe</td>\n",
       "      <td>Suavemente, The Remixes</td>\n",
       "      <td>1c22GXH30ijlOfXhfLz9Df</td>\n",
       "      <td>Elvis Crespo</td>\n",
       "      <td>267333</td>\n",
       "      <td>92453,112168,121648,238345,245267,303554,31985...</td>\n",
       "      <td>12</td>\n",
       "      <td>0.053100</td>\n",
       "      <td>...</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.000485</td>\n",
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       "      <td>1</td>\n",
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       "      <td>129.244</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4gOMf7ak5Ycx9BghTCSTBL</td>\n",
       "      <td>Sexo X Money (feat. Ozuna)</td>\n",
       "      <td>3BB6mEEVz8vb2yMRSPHiDR</td>\n",
       "      <td>8 Semanas</td>\n",
       "      <td>5gUZ67Vzi1FV2SnrWl1GlE</td>\n",
       "      <td>Benny Benni</td>\n",
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       "      <td>96862,117960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.779</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>174.046</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7kl337nuuTTVcXJiQqBgwJ</td>\n",
       "      <td>Jessica - Unedited Version</td>\n",
       "      <td>1n9rbMLUmrXBBBJffS7pDj</td>\n",
       "      <td>Brothers And Sisters</td>\n",
       "      <td>4wQ3PyMz3WwJGI5uEqHUVR</td>\n",
       "      <td>The Allman Brothers Band</td>\n",
       "      <td>451160</td>\n",
       "      <td>1231,2588,3054,4223,4777,4955,5094,5199,5991,6...</td>\n",
       "      <td>871</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855</td>\n",
       "      <td>0.854000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>-7.907</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>104.983</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0LAfANg75hYiV1IAEP3vY6</td>\n",
       "      <td>Take Your Mama</td>\n",
       "      <td>65Fllu4vQdZQOh6id0YwIM</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>3Y10boYzeuFCJ4Qgp53w6o</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>271906</td>\n",
       "      <td>1697,2647,3150,5142,5199,6597,6669,7301,7367,7...</td>\n",
       "      <td>534</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.954</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>-4.542</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>153.960</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0Hpl422q9VhpQu1RBKlnF1</td>\n",
       "      <td>3rd Chakra \"Sacred Fire\"</td>\n",
       "      <td>07fAo1agwL9nuky8VmMhNa</td>\n",
       "      <td>Chakradance</td>\n",
       "      <td>3kbO7dxGm5uux3yrXYlnvR</td>\n",
       "      <td>Jonthan Goldman</td>\n",
       "      <td>509306</td>\n",
       "      <td>231516</td>\n",
       "      <td>1</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.834</td>\n",
       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>-12.959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>130.008</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4uTTsXhygWzSjUxXLHZ4HW</td>\n",
       "      <td>No Way</td>\n",
       "      <td>1ST1X21yXzG5rJtflnBXFT</td>\n",
       "      <td>The Rise</td>\n",
       "      <td>5Z5jUyiNvFaqp0EVyLNf0p</td>\n",
       "      <td>Futuristic</td>\n",
       "      <td>231823</td>\n",
       "      <td>1198,2027,3511,5700,6087,6472,9139,10313,12001...</td>\n",
       "      <td>243</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>-4.806</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3850</td>\n",
       "      <td>143.988</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1KDnLoIEPRd4iRYzgvDBzo</td>\n",
       "      <td>Far Away Place</td>\n",
       "      <td>3bcrjy1PXm8vwbqP6ylr6j</td>\n",
       "      <td>On The Quiet</td>\n",
       "      <td>1w7cucUEPR1Yq9g03g6T8m</td>\n",
       "      <td>Xinobi</td>\n",
       "      <td>259146</td>\n",
       "      <td>460,11131,13976,24479,27781,31117,34279,35995,...</td>\n",
       "      <td>70</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.493</td>\n",
       "      <td>0.294000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>-12.779</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0495</td>\n",
       "      <td>119.003</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0j9rNb4IHxLgKdLGZ1sd1I</td>\n",
       "      <td>Psalm 145 (Live)</td>\n",
       "      <td>3UzKQzSKz9lo1rGBDm7iFv</td>\n",
       "      <td>Psalms Live</td>\n",
       "      <td>2LFbgsbEhfilNpQYW7mied</td>\n",
       "      <td>Shane &amp; Shane</td>\n",
       "      <td>407814</td>\n",
       "      <td>3716,8758,46215,48732,49280,60327,80056,95633,...</td>\n",
       "      <td>41</td>\n",
       "      <td>0.435000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.304</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8020</td>\n",
       "      <td>-9.142</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0327</td>\n",
       "      <td>138.494</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1Dfst5fQZYoW8QBfo4mUmn</td>\n",
       "      <td>Parade</td>\n",
       "      <td>14Q6NvjUSthc0Xgb5EgtQd</td>\n",
       "      <td>Sorry</td>\n",
       "      <td>0W8xe7IqAPlnBRMUpWOUuJ</td>\n",
       "      <td>Meg Myers</td>\n",
       "      <td>205266</td>\n",
       "      <td>37107,171851,277089,318412,354268,370338,42882...</td>\n",
       "      <td>9</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.004150</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>-9.703</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>129.915</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6ZbiaHwI9x7CIxYGOEmXxd</td>\n",
       "      <td>Beast</td>\n",
       "      <td>1Zx6djdveDkq0CBg3qUZ6N</td>\n",
       "      <td>Beast</td>\n",
       "      <td>4cSYNpczcvTUpnPMFDLsIc</td>\n",
       "      <td>Tungevaag &amp; Raaban</td>\n",
       "      <td>198011</td>\n",
       "      <td>3107,3744,4350,6324,7592,9519,19093,19323,2265...</td>\n",
       "      <td>84</td>\n",
       "      <td>0.564000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.789</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>-4.607</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>160.014</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3AUz2xcMnn1CDLDtFRCPeV</td>\n",
       "      <td>My Head Is A Jungle - Radio Edit (Bonustrack)</td>\n",
       "      <td>6PM47OzoNGqc96KDDksQi8</td>\n",
       "      <td>Vs Head Vs Heart</td>\n",
       "      <td>01e2lCvLZ4fLUIRy68nptH</td>\n",
       "      <td>Wankelmut</td>\n",
       "      <td>214520</td>\n",
       "      <td>1334,8616,12748,19011,19662,24145,24594,25194,...</td>\n",
       "      <td>244</td>\n",
       "      <td>0.407000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>7</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>-5.192</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0510</td>\n",
       "      <td>123.981</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7qtAgn9mwxygsPOsUDVRRt</td>\n",
       "      <td>Survivor</td>\n",
       "      <td>0IVseR3zfrrInlKJQNh294</td>\n",
       "      <td>Survivor</td>\n",
       "      <td>1Y8cdNmUJH7yBTd9yOvr5i</td>\n",
       "      <td>Destiny's Child</td>\n",
       "      <td>254040</td>\n",
       "      <td>65,300,381,497,585,723,780,1015,1057,1195,1223...</td>\n",
       "      <td>3482</td>\n",
       "      <td>0.053300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.904</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.7760</td>\n",
       "      <td>-2.071</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>161.188</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6X6ctfqSkAaaUWNAEt3J3L</td>\n",
       "      <td>Tu verano mi invierno</td>\n",
       "      <td>6D3n83RW6quQ0J0PHZ4fPU</td>\n",
       "      <td>CARACOLES</td>\n",
       "      <td>27GzlZraldlAG0k7oBqmUS</td>\n",
       "      <td>Kanaku y El Tigre</td>\n",
       "      <td>161306</td>\n",
       "      <td>12411,17544,180400,191122,351461,381404,427332</td>\n",
       "      <td>7</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.790000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1240</td>\n",
       "      <td>-10.124</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0427</td>\n",
       "      <td>98.023</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0MzO0c9Lr1d4mTUQtGhSJX</td>\n",
       "      <td>Church</td>\n",
       "      <td>0xkOcQLjAB9PIEDrGbl4OI</td>\n",
       "      <td>Coolin' Off</td>\n",
       "      <td>4rMUtWPGbE6waga7PQO0oQ</td>\n",
       "      <td>Galactic</td>\n",
       "      <td>353825</td>\n",
       "      <td>9392,18398,41813,41961,51596,55917,56340,65089...</td>\n",
       "      <td>56</td>\n",
       "      <td>0.562000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.426</td>\n",
       "      <td>0.902000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>-11.557</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0308</td>\n",
       "      <td>98.381</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1FuJsPUcEyAELOp64pc7xw</td>\n",
       "      <td>Cryonic Harvest</td>\n",
       "      <td>3Kvu3Pt4lCurobOqd5fbXy</td>\n",
       "      <td>The Singularity (Phase 1 - Neo Humanity)</td>\n",
       "      <td>2PQVMx0BpRQhzMWLa7X0T6</td>\n",
       "      <td>Scar Symmetry</td>\n",
       "      <td>372986</td>\n",
       "      <td>216776,491587</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>...</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.028700</td>\n",
       "      <td>6</td>\n",
       "      <td>0.4640</td>\n",
       "      <td>-4.007</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>114.020</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1yka5XpwTBV951mp2OVYcn</td>\n",
       "      <td>September Rose</td>\n",
       "      <td>3cdeLwQow0SYKutJPhwQpu</td>\n",
       "      <td>September Rose</td>\n",
       "      <td>2org0PubBAxTvjVvLo9PJ0</td>\n",
       "      <td>Cailin Russo</td>\n",
       "      <td>221358</td>\n",
       "      <td>4186,19640,22659,30080,33880,57974,60766,61756...</td>\n",
       "      <td>64</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.496</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>5</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>-7.622</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2300</td>\n",
       "      <td>177.902</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4RBd03PBwN3LNr0er6fkxd</td>\n",
       "      <td>I Got a Ride</td>\n",
       "      <td>3wvpIkfl4oOgZLMaQBWadf</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>0Xk15jHKly4c3AhPr5vjoA</td>\n",
       "      <td>Alan Silvestri</td>\n",
       "      <td>240640</td>\n",
       "      <td>33181,45406,74469,109780,126638,137661,151107,...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.403000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.579</td>\n",
       "      <td>0.888000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>-10.067</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>176.431</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6GygUjupLLKX273CNzZ4kQ</td>\n",
       "      <td>Oh How Lovely (feat. Tomppabeats)</td>\n",
       "      <td>4O4tlQX1aDjudqgHFBaRqS</td>\n",
       "      <td>For Her</td>\n",
       "      <td>4UpdjtYWiLUuaFT18TefcK</td>\n",
       "      <td>Wush</td>\n",
       "      <td>80308</td>\n",
       "      <td>18666,46926,122744,124417,168230,191935,206028...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.248000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.5370</td>\n",
       "      <td>-10.517</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>77.729</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>060oQAg8NRV2gbBTKYIRPA</td>\n",
       "      <td>Hayo, Haya</td>\n",
       "      <td>0bCP1GuTo2U0m7LVjeyrxA</td>\n",
       "      <td>A Holiday Celebration With The New York Choral...</td>\n",
       "      <td>6yrBBtqX2gKCHCrZOYBDrB</td>\n",
       "      <td>Peter, Paul and Mary</td>\n",
       "      <td>244506</td>\n",
       "      <td>36872,63363,163923,454139</td>\n",
       "      <td>4</td>\n",
       "      <td>0.960000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.217</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>7</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>-17.341</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>66.749</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5SzEdjMBb17oURYUXF6iGm</td>\n",
       "      <td>Hard as a Rock - Re-Recorded</td>\n",
       "      <td>6ztb2appgYobBobvsdAikJ</td>\n",
       "      <td>Smooth Up In Ya - The Best Of</td>\n",
       "      <td>4E35ibCNOAXiBdd4OMnlrk</td>\n",
       "      <td>Bulletboys</td>\n",
       "      <td>194093</td>\n",
       "      <td>27066,73384</td>\n",
       "      <td>2</td>\n",
       "      <td>0.002360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.977</td>\n",
       "      <td>0.006610</td>\n",
       "      <td>8</td>\n",
       "      <td>0.3500</td>\n",
       "      <td>-3.242</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>139.905</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6F2zt7QZkdQKKBul5ATSMD</td>\n",
       "      <td>Get Lucky - Acoustic Version</td>\n",
       "      <td>7MVLs93UgceX6IR0h2gcdj</td>\n",
       "      <td>La La La (Compilation Hits Summer 2013)</td>\n",
       "      <td>0Cx7ajIZJXgs3YzihJ0h5P</td>\n",
       "      <td>Flash Ki</td>\n",
       "      <td>150517</td>\n",
       "      <td>36734,61837,98438,104226,208878,209981,228235,...</td>\n",
       "      <td>17</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.389</td>\n",
       "      <td>0.000419</td>\n",
       "      <td>6</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-11.595</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0356</td>\n",
       "      <td>115.923</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4NwGrVIkJavdtdfX03hG0B</td>\n",
       "      <td>The Happening - Stereo</td>\n",
       "      <td>3nfOhRo12D73mZBUTQ7SMI</td>\n",
       "      <td>The Ultimate Collection</td>\n",
       "      <td>57bUPid8xztkieZfS7OlEV</td>\n",
       "      <td>The Supremes</td>\n",
       "      <td>169866</td>\n",
       "      <td>13044,18463,54906,55072,71623,73314,76922,1041...</td>\n",
       "      <td>51</td>\n",
       "      <td>0.207000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.786</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>-5.632</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0329</td>\n",
       "      <td>172.259</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5KzuAU7zxcP0bq0CPdRRyr</td>\n",
       "      <td>The Medic</td>\n",
       "      <td>7AiC8x8GIRbQK2ZROLox5f</td>\n",
       "      <td>The Albatross</td>\n",
       "      <td>2dfxY7YDuYCUtWFzWTS6IR</td>\n",
       "      <td>Foxing</td>\n",
       "      <td>202840</td>\n",
       "      <td>4996,8064,8074,10343,10945,10962,11880,12763,1...</td>\n",
       "      <td>291</td>\n",
       "      <td>0.017300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.692</td>\n",
       "      <td>0.008830</td>\n",
       "      <td>9</td>\n",
       "      <td>0.1240</td>\n",
       "      <td>-7.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0293</td>\n",
       "      <td>104.977</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5XvS3t5O7c9X8cSoIIp3At</td>\n",
       "      <td>Under Mountain, Under Ground</td>\n",
       "      <td>3MTvSiHcDdqtnip99giaMS</td>\n",
       "      <td>The Lighthouse and the Whaler</td>\n",
       "      <td>6ls5A8Wys9Swixpz4v6kj3</td>\n",
       "      <td>The Lighthouse And The Whaler</td>\n",
       "      <td>260066</td>\n",
       "      <td>3117,18981,21750,29957,29967,31740,34493,34578...</td>\n",
       "      <td>100</td>\n",
       "      <td>0.183000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.840</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>-6.070</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>95.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7IaKUljpLoG5eDfEklNM9x</td>\n",
       "      <td>Face Again</td>\n",
       "      <td>54E5JvQWalx8xQ7TAeBGvf</td>\n",
       "      <td>\"What Is This Heart?\"</td>\n",
       "      <td>4jLcgJjDGmW0HmvbSf6lEI</td>\n",
       "      <td>How To Dress Well</td>\n",
       "      <td>268546</td>\n",
       "      <td>2335,3557,16152,21475,21919,33716,50361,90759,...</td>\n",
       "      <td>39</td>\n",
       "      <td>0.575000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.358</td>\n",
       "      <td>0.000196</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0961</td>\n",
       "      <td>-10.715</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>134.904</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3g0zYe7PwBeF0iPiYFCSfu</td>\n",
       "      <td>The Spanish Lady</td>\n",
       "      <td>7kfs757an7r4vAoMykko9W</td>\n",
       "      <td>Johnny McEvoy Live</td>\n",
       "      <td>0wK5QhuLtbY2K4Rmm2FHE9</td>\n",
       "      <td>Johnny McEvoy</td>\n",
       "      <td>131293</td>\n",
       "      <td>88965</td>\n",
       "      <td>1</td>\n",
       "      <td>0.734000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.798</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>-7.835</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>102.722</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4wPbR6XonWB7fiyWUMAaH2</td>\n",
       "      <td>One More Time</td>\n",
       "      <td>0Qfwzu4yfzVUIrBLittdDO</td>\n",
       "      <td>The Separation</td>\n",
       "      <td>50JJSqHUf2RQ9xsHs0KMHg</td>\n",
       "      <td>Jon Bellion</td>\n",
       "      <td>179306</td>\n",
       "      <td>16065,16261,65916,77728,82497,141686,218628,22...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.013200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>-5.384</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0603</td>\n",
       "      <td>119.927</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2aOmlow495KuwYCcT8ZD4l</td>\n",
       "      <td>Julian</td>\n",
       "      <td>1wc7nRyIpIhe2DXcPs7JaM</td>\n",
       "      <td>Secreto De Amor</td>\n",
       "      <td>7FsRH5bw8iWpSbMX1G7xf1</td>\n",
       "      <td>Joan Sebastian</td>\n",
       "      <td>203121</td>\n",
       "      <td>1816,67404,168078,262967,292176,327032</td>\n",
       "      <td>6</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.397</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1460</td>\n",
       "      <td>-7.661</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>77.527</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6EmP2GA5oTASX7I2VWsHW0</td>\n",
       "      <td>Liszt: Etude In F min.</td>\n",
       "      <td>0wAihY1uCzhr4lQVvwvv48</td>\n",
       "      <td>Liszt: Transcendental Etudes</td>\n",
       "      <td>28GMeS2P9zOyLafLtKIsxw</td>\n",
       "      <td>Jerome Rose</td>\n",
       "      <td>246907</td>\n",
       "      <td>150566</td>\n",
       "      <td>1</td>\n",
       "      <td>0.987000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.235</td>\n",
       "      <td>0.898000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1930</td>\n",
       "      <td>-18.742</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>110.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7zOVwLxNKAG4FNNSKgJUv6</td>\n",
       "      <td>Hold Up - Original Mix</td>\n",
       "      <td>6A2aO9Aou6uhRdOf8euSnI</td>\n",
       "      <td>Vol.1</td>\n",
       "      <td>5E0Dski9cJwyM3PUEz3kFZ</td>\n",
       "      <td>Dolby Anol</td>\n",
       "      <td>250476</td>\n",
       "      <td>378959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.038800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.026200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3280</td>\n",
       "      <td>-7.453</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>125.975</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>6XKRP0dq5PBVJROcKa9NnJ</td>\n",
       "      <td>Grind</td>\n",
       "      <td>3lijWnGSB6XLW3Kv7G9GTA</td>\n",
       "      <td>Black Magic</td>\n",
       "      <td>30QbUq31PEXAT4QFYZyBAM</td>\n",
       "      <td>Swollen Members</td>\n",
       "      <td>194973</td>\n",
       "      <td>125176,127786,132379,143773,195009,233753,2504...</td>\n",
       "      <td>8</td>\n",
       "      <td>0.168000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.879</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>-5.023</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>101.759</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>76QWmZ9lR65gGfe03jmmPP</td>\n",
       "      <td>There He Is</td>\n",
       "      <td>2bBDybnvM234YGjNVcMQaK</td>\n",
       "      <td>Eminem Presents The Re-Up</td>\n",
       "      <td>0adMhStQvE8H1B0IS45CJX</td>\n",
       "      <td>Bobby Creekwater</td>\n",
       "      <td>265013</td>\n",
       "      <td>14714,16555,16567,31598,37960,42455,50438,6339...</td>\n",
       "      <td>40</td>\n",
       "      <td>0.141000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>-4.667</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>83.031</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4pzeuvQ6REsnqhm5OjEhNy</td>\n",
       "      <td>Stacks On Deck</td>\n",
       "      <td>5DQfyTVNwFpCDa4fgav33b</td>\n",
       "      <td>Sauce 4 Sale (Hosted By DJ Smallz &amp; Biggarankin)</td>\n",
       "      <td>79cuYHQoS7mDIE6OJugUix</td>\n",
       "      <td>J Money, Soulja Boy &amp; Roscoe Dash</td>\n",
       "      <td>293268</td>\n",
       "      <td>259234,304263</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003320</td>\n",
       "      <td>...</td>\n",
       "      <td>0.538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0728</td>\n",
       "      <td>-13.356</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0975</td>\n",
       "      <td>135.953</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1tUiPKYOob0YbMdVRbr79w</td>\n",
       "      <td>Up All Night</td>\n",
       "      <td>3M9tDLu83Y8XlcicBUF3sL</td>\n",
       "      <td>Glorious</td>\n",
       "      <td>1rSGNXhhYuWoq9BEz5DZGO</td>\n",
       "      <td>Arty</td>\n",
       "      <td>247346</td>\n",
       "      <td>153,975,3445,4267,6452,6862,12035,14512,14791,...</td>\n",
       "      <td>470</td>\n",
       "      <td>0.006620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.843</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>10</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>-4.711</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>129.984</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6tSQ3Ds8TkjchyvLNgveVy</td>\n",
       "      <td>Halloween Theme</td>\n",
       "      <td>5REFQTOTUzqGXmCXEc6M6t</td>\n",
       "      <td>This Is Halloween!</td>\n",
       "      <td>1PEhXY2A5CxayuUzbbroUo</td>\n",
       "      <td>Retrospectre</td>\n",
       "      <td>175119</td>\n",
       "      <td>21510,24130,128933,353077,391764,436180,479308...</td>\n",
       "      <td>9</td>\n",
       "      <td>0.223000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.666</td>\n",
       "      <td>0.901000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>-13.372</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>136.001</td>\n",
       "      <td>5</td>\n",
       "      <td>0.1100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>31RYcUDhkqkH1W2xxnzBjY</td>\n",
       "      <td>Forbes</td>\n",
       "      <td>49vSoDFKeJoXe1Nxy20k0s</td>\n",
       "      <td>Forbes</td>\n",
       "      <td>02kJSzxNuaWGqwubyUba0Z</td>\n",
       "      <td>G-Eazy</td>\n",
       "      <td>206315</td>\n",
       "      <td>215,560,606,844,1212,1747,1830,1980,2174,2337,...</td>\n",
       "      <td>1765</td>\n",
       "      <td>0.022300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0902</td>\n",
       "      <td>-4.326</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>113.990</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>6urBMNarztXhgZ93wItFTQ</td>\n",
       "      <td>When the Feeling Goes Away</td>\n",
       "      <td>5zir7yRIywAIzI1Q0B9rLj</td>\n",
       "      <td>One More Night</td>\n",
       "      <td>1qwdTaVUdjYJLLoxtFmsqr</td>\n",
       "      <td>The Movement</td>\n",
       "      <td>192609</td>\n",
       "      <td>4502,28445,32639,33784,41730,54985,57188,58209...</td>\n",
       "      <td>73</td>\n",
       "      <td>0.338000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0788</td>\n",
       "      <td>-8.189</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>96.010</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>3IjTEp4wLCr0WVyJkvg1kj</td>\n",
       "      <td>Light in My Eyes</td>\n",
       "      <td>5vQ9RM6Nf3lFTvYBr7Kq7t</td>\n",
       "      <td>Uprooted</td>\n",
       "      <td>2PyWfmEeKmRNhQkAJ1zJXw</td>\n",
       "      <td>The Last Revel</td>\n",
       "      <td>271361</td>\n",
       "      <td>1491,6202,6773,27760,47760,95713,160811,211923...</td>\n",
       "      <td>21</td>\n",
       "      <td>0.242000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>-7.177</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0282</td>\n",
       "      <td>137.952</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>6SE1opPh1fvqgOSt0leF0d</td>\n",
       "      <td>Dont Waste My Time</td>\n",
       "      <td>6zl5LbOi0Nivi47pQWheaw</td>\n",
       "      <td>SDM</td>\n",
       "      <td>6YGhVeajpGcixgdaTfakUL</td>\n",
       "      <td>Capital T.</td>\n",
       "      <td>204956</td>\n",
       "      <td>25680,70281,181476,225061,291694,415439</td>\n",
       "      <td>6</td>\n",
       "      <td>0.085800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0991</td>\n",
       "      <td>-5.642</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>110.050</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>7Ht9ePi78nxKAinLC0QVe2</td>\n",
       "      <td>Tired</td>\n",
       "      <td>6K9EDm6kFjd10neZLZSjA6</td>\n",
       "      <td>Tired</td>\n",
       "      <td>05Zr3tq3xPIxChT2JfMDCe</td>\n",
       "      <td>We Rabbitz</td>\n",
       "      <td>193187</td>\n",
       "      <td>55323,180695,244306,390835,407041,408279</td>\n",
       "      <td>6</td>\n",
       "      <td>0.047800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.633</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.2610</td>\n",
       "      <td>-8.640</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>127.979</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>06JJ9AUDnBRJPTYRCQk3mF</td>\n",
       "      <td>…To Ashes</td>\n",
       "      <td>79zgK4wGsCT3O8m6sv0r1r</td>\n",
       "      <td>Ashes To Ashes</td>\n",
       "      <td>4UgQ3EFa8fEeaIEg54uV5b</td>\n",
       "      <td>Chelsea Grin</td>\n",
       "      <td>136093</td>\n",
       "      <td>53442,72120,137763,194662,245963,258998,288271...</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>...</td>\n",
       "      <td>0.944</td>\n",
       "      <td>0.885000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>-2.562</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0619</td>\n",
       "      <td>99.985</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>6OXt9aSIr4DSxSR3Qjrtgp</td>\n",
       "      <td>Assassin</td>\n",
       "      <td>1V5vQRMWTNGmqwxY8jMVou</td>\n",
       "      <td>Battle Studies</td>\n",
       "      <td>0hEurMDQu99nJRq8pTxO14</td>\n",
       "      <td>John Mayer</td>\n",
       "      <td>314853</td>\n",
       "      <td>1921,3689,4322,6843,9831,10795,12010,13143,173...</td>\n",
       "      <td>270</td>\n",
       "      <td>0.302000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.643</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0881</td>\n",
       "      <td>-9.088</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0485</td>\n",
       "      <td>159.929</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>4Z6e88z4yPI3oYBAUicQ1b</td>\n",
       "      <td>Liberate</td>\n",
       "      <td>5lOFvOWAdy9G6p44noRILU</td>\n",
       "      <td>Slipknot</td>\n",
       "      <td>05fG473iIaoy82BF1aGhL8</td>\n",
       "      <td>Slipknot</td>\n",
       "      <td>184306</td>\n",
       "      <td>2102,5530,9263,10411,22187,28292,31515,57736,7...</td>\n",
       "      <td>72</td>\n",
       "      <td>0.000779</td>\n",
       "      <td>...</td>\n",
       "      <td>0.990</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0744</td>\n",
       "      <td>-3.961</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>145.162</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>36K4sP7kCp83pb5jMAEgii</td>\n",
       "      <td>Where's the Time</td>\n",
       "      <td>7la9QdZJCOWVZ2Wqh7rS9w</td>\n",
       "      <td>Caveman</td>\n",
       "      <td>2Co0mXhhgm8bAISHfj1fje</td>\n",
       "      <td>Caveman</td>\n",
       "      <td>255493</td>\n",
       "      <td>28986,60792,68168,83894,124744,210342,227813,2...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.124000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.530</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>-12.288</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>122.927</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>6fnkSXzRMtwZolujZ4b4Du</td>\n",
       "      <td>You And Me Together</td>\n",
       "      <td>3BdqKi8c48NUvZ7ppk3wHV</td>\n",
       "      <td>Hannah Montana 2 / Meet Miley Cyrus</td>\n",
       "      <td>7nU4hB040gTmHm45YYMvqc</td>\n",
       "      <td>Hannah Montana</td>\n",
       "      <td>226946</td>\n",
       "      <td>3700,6781,21924,23350,28473,28842,30487,33926,...</td>\n",
       "      <td>123</td>\n",
       "      <td>0.020600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.867</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0548</td>\n",
       "      <td>-4.135</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0437</td>\n",
       "      <td>130.057</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>4mhF2ALcuLuUotXWV8iboY</td>\n",
       "      <td>Angel Eyes</td>\n",
       "      <td>5an4Td3dZA7mRwmktm9mh7</td>\n",
       "      <td>Master Hits</td>\n",
       "      <td>3d2hJTVTwo08F9b0ZFQukJ</td>\n",
       "      <td>The Jeff Healey Band</td>\n",
       "      <td>280933</td>\n",
       "      <td>4236,10359,12540,13543,13861,13963,17872,18922...</td>\n",
       "      <td>121</td>\n",
       "      <td>0.355000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0595</td>\n",
       "      <td>-6.879</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0278</td>\n",
       "      <td>126.909</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>5jOlIxWQRb5f1YqxV2zEE2</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>63pJMk3S5vS5e8wrInkDhi</td>\n",
       "      <td>Farmhouse</td>\n",
       "      <td>5wbIWUzTPuTxTyG6ouQKqz</td>\n",
       "      <td>Phish</td>\n",
       "      <td>127293</td>\n",
       "      <td>10462,61394,83049,83949,85929,127544,148633,19...</td>\n",
       "      <td>14</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.237</td>\n",
       "      <td>0.009360</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>-14.848</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>128.347</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2H8RU3mT3V55yH1FfO4pS5</td>\n",
       "      <td>Like A Rock</td>\n",
       "      <td>7wZmpvh4f6WIBftDnAdxCP</td>\n",
       "      <td>That Girl</td>\n",
       "      <td>2WV4xLQooFalR2cit0XSKp</td>\n",
       "      <td>Jennifer Nettles</td>\n",
       "      <td>263053</td>\n",
       "      <td>117004,190558</td>\n",
       "      <td>2</td>\n",
       "      <td>0.259000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.378</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>-5.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0330</td>\n",
       "      <td>129.665</td>\n",
       "      <td>3</td>\n",
       "      <td>0.2470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>3npbtkmTdUlRxGFxViDD0K</td>\n",
       "      <td>Canta Corazón</td>\n",
       "      <td>1MTvtQtk1V2gqCNxnu5cNA</td>\n",
       "      <td>A Corazón Abierto</td>\n",
       "      <td>6sq1yF0OZEWA4xoXVKW1L9</td>\n",
       "      <td>Alejandro Fernandez</td>\n",
       "      <td>254600</td>\n",
       "      <td>3502,4121,7500,22984,43870,49864,57374,58985,6...</td>\n",
       "      <td>108</td>\n",
       "      <td>0.425000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.715</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0746</td>\n",
       "      <td>-7.738</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>104.060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>6fcDAU3eJkxxyuD6kdPDzX</td>\n",
       "      <td>I Can Only Give My All</td>\n",
       "      <td>329VRkBeRldhMhHf5pcsDU</td>\n",
       "      <td>Dean Wareham</td>\n",
       "      <td>7hR1nc352bF29oLx9nAMuj</td>\n",
       "      <td>Dean Wareham</td>\n",
       "      <td>190533</td>\n",
       "      <td>305726</td>\n",
       "      <td>1</td>\n",
       "      <td>0.054700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.751</td>\n",
       "      <td>0.027600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0966</td>\n",
       "      <td>-8.404</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0610</td>\n",
       "      <td>127.192</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>47XpijyXBZ3f1Ro9XxOpOF</td>\n",
       "      <td>Whistle</td>\n",
       "      <td>2ESfYwurZD5RswjZUbDlqX</td>\n",
       "      <td>3 at Last</td>\n",
       "      <td>7FpOGzPK8QgIpFOky6PnGk</td>\n",
       "      <td>Sporto Kantès</td>\n",
       "      <td>174496</td>\n",
       "      <td>54079,55564,64149,70259,77440,79307,84787,1051...</td>\n",
       "      <td>29</td>\n",
       "      <td>0.215000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>-4.444</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0901</td>\n",
       "      <td>87.458</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0JHBJUQpsRF24G9A2YYpUp</td>\n",
       "      <td>La Va a Pagar</td>\n",
       "      <td>12T5c4RFxAaILy5OGPKMjD</td>\n",
       "      <td>Super Bachatazos 97</td>\n",
       "      <td>4HsV8W4jNUApo10orgtSCb</td>\n",
       "      <td>Junior Arias</td>\n",
       "      <td>250306</td>\n",
       "      <td>486688</td>\n",
       "      <td>1</td>\n",
       "      <td>0.630000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.439</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4920</td>\n",
       "      <td>-6.786</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0485</td>\n",
       "      <td>129.780</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1ULa3GfdMKs0MfRpm6xVlu</td>\n",
       "      <td>We Dem Boyz</td>\n",
       "      <td>2pl9PVgr8QFKRGY0HY69GI</td>\n",
       "      <td>Blacc Hollywood</td>\n",
       "      <td>137W8MRPWKqSmrBGDBFSop</td>\n",
       "      <td>Wiz Khalifa</td>\n",
       "      <td>224933</td>\n",
       "      <td>106,315,440,527,557,684,734,975,986,1026,1049,...</td>\n",
       "      <td>5687</td>\n",
       "      <td>0.006890</td>\n",
       "      <td>...</td>\n",
       "      <td>0.862</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.3210</td>\n",
       "      <td>-4.736</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0540</td>\n",
       "      <td>130.021</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>55ROA2V0eyGQKBf4qs8TfA</td>\n",
       "      <td>Levitate - Album Edit</td>\n",
       "      <td>60m5TKE4lVoRv8NkpHFB1D</td>\n",
       "      <td>Every Weekend</td>\n",
       "      <td>1369EOxSlL69yV9Yp1nVaR</td>\n",
       "      <td>Hadouken!</td>\n",
       "      <td>285080</td>\n",
       "      <td>7039,7393,13190,15637,17377,17752,22795,23363,...</td>\n",
       "      <td>127</td>\n",
       "      <td>0.005960</td>\n",
       "      <td>...</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2410</td>\n",
       "      <td>-3.787</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>133.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>4VLS7iLVVjMLa7XcnbzG1m</td>\n",
       "      <td>I Love You Too</td>\n",
       "      <td>6VLsnbHXBR9D7JkYtNg0TO</td>\n",
       "      <td>Family Time</td>\n",
       "      <td>0o0rlxlC3ApLWsxFkUjMXc</td>\n",
       "      <td>Ziggy Marley</td>\n",
       "      <td>213480</td>\n",
       "      <td>50049,52274,52594,124456,159547,175239,176406,...</td>\n",
       "      <td>28</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>-5.158</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>89.872</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>5MSGHYOz2HC3PYFnk8CNv8</td>\n",
       "      <td>Chicken Payback</td>\n",
       "      <td>0g2SojnFgSbqGjZFtdsHLz</td>\n",
       "      <td>Free The Bees</td>\n",
       "      <td>6XiSck3QPuXk7ho6zlDz3P</td>\n",
       "      <td>The Bees</td>\n",
       "      <td>193573</td>\n",
       "      <td>37442,55527,163373,172929,195133,310762,336750...</td>\n",
       "      <td>13</td>\n",
       "      <td>0.087600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.968</td>\n",
       "      <td>0.000522</td>\n",
       "      <td>11</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>-3.051</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>141.941</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>6D9XBfUFCpnVN2tSP2bETW</td>\n",
       "      <td>Let It Be - The Voice Performance</td>\n",
       "      <td>7GX9qCMyqCE2surVUDJJgp</td>\n",
       "      <td>The Complete Season 5 Collection</td>\n",
       "      <td>3gtaVMrNBTAFtlzYTeHNua</td>\n",
       "      <td>Tessanne Chin</td>\n",
       "      <td>216378</td>\n",
       "      <td>17840,25294,28805,149816,170122,193013,193951,...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.781</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3970</td>\n",
       "      <td>-4.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>143.837</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1bpaA5Pn4jlo1cRAOBNQnh</td>\n",
       "      <td>Golden Lady</td>\n",
       "      <td>5jgI8Eminx9MmLBontDWq8</td>\n",
       "      <td>Innervisions</td>\n",
       "      <td>7guDJrEfX3qb6FEbdPA5qi</td>\n",
       "      <td>Stevie Wonder</td>\n",
       "      <td>298466</td>\n",
       "      <td>15725,19096,26853,35682,36310,57839,87683,8900...</td>\n",
       "      <td>60</td>\n",
       "      <td>0.256000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>-9.793</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>101.906</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>5df2wa0VGO0VzHxYUmDwtl</td>\n",
       "      <td>Blow Ya Mind</td>\n",
       "      <td>2RfF6dGpYIN5u1mNkfG8Pb</td>\n",
       "      <td>Pink Friday</td>\n",
       "      <td>0hCNtLu0JehylgoiP8L4Gh</td>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>220546</td>\n",
       "      <td>5246,10881,11969,16921,21123,42123,49308,63635...</td>\n",
       "      <td>84</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>...</td>\n",
       "      <td>0.923</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>-3.379</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>160.073</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1rW2nkUbmKD2MC22YrU8cX</td>\n",
       "      <td>Whoa</td>\n",
       "      <td>5vRfIDOPJHy3W2wHWbzLlE</td>\n",
       "      <td>Doris</td>\n",
       "      <td>3A5tHz1SfngyOZM2gItYKu</td>\n",
       "      <td>Earl Sweatshirt</td>\n",
       "      <td>196426</td>\n",
       "      <td>1690,2521,3914,4550,7326,13040,14519,14736,147...</td>\n",
       "      <td>416</td>\n",
       "      <td>0.001410</td>\n",
       "      <td>...</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>2</td>\n",
       "      <td>0.3220</td>\n",
       "      <td>-6.321</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3100</td>\n",
       "      <td>79.616</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3510</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     track                                     track_name  \\\n",
       "0   1YGa5zwwbzA9lFGPB3HcLt                    Suavemente - Spanglish Edit   \n",
       "1   4gOMf7ak5Ycx9BghTCSTBL                     Sexo X Money (feat. Ozuna)   \n",
       "2   7kl337nuuTTVcXJiQqBgwJ                     Jessica - Unedited Version   \n",
       "3   0LAfANg75hYiV1IAEP3vY6                                 Take Your Mama   \n",
       "4   0Hpl422q9VhpQu1RBKlnF1                       3rd Chakra \"Sacred Fire\"   \n",
       "5   4uTTsXhygWzSjUxXLHZ4HW                                         No Way   \n",
       "6   1KDnLoIEPRd4iRYzgvDBzo                                 Far Away Place   \n",
       "7   0j9rNb4IHxLgKdLGZ1sd1I                               Psalm 145 (Live)   \n",
       "8   1Dfst5fQZYoW8QBfo4mUmn                                         Parade   \n",
       "9   6ZbiaHwI9x7CIxYGOEmXxd                                          Beast   \n",
       "10  3AUz2xcMnn1CDLDtFRCPeV  My Head Is A Jungle - Radio Edit (Bonustrack)   \n",
       "11  7qtAgn9mwxygsPOsUDVRRt                                       Survivor   \n",
       "12  6X6ctfqSkAaaUWNAEt3J3L                          Tu verano mi invierno   \n",
       "13  0MzO0c9Lr1d4mTUQtGhSJX                                         Church   \n",
       "14  1FuJsPUcEyAELOp64pc7xw                                Cryonic Harvest   \n",
       "15  1yka5XpwTBV951mp2OVYcn                                 September Rose   \n",
       "16  4RBd03PBwN3LNr0er6fkxd                                   I Got a Ride   \n",
       "17  6GygUjupLLKX273CNzZ4kQ              Oh How Lovely (feat. Tomppabeats)   \n",
       "18  060oQAg8NRV2gbBTKYIRPA                                     Hayo, Haya   \n",
       "19  5SzEdjMBb17oURYUXF6iGm                   Hard as a Rock - Re-Recorded   \n",
       "20  6F2zt7QZkdQKKBul5ATSMD                   Get Lucky - Acoustic Version   \n",
       "21  4NwGrVIkJavdtdfX03hG0B                         The Happening - Stereo   \n",
       "22  5KzuAU7zxcP0bq0CPdRRyr                                      The Medic   \n",
       "23  5XvS3t5O7c9X8cSoIIp3At                   Under Mountain, Under Ground   \n",
       "24  7IaKUljpLoG5eDfEklNM9x                                     Face Again   \n",
       "25  3g0zYe7PwBeF0iPiYFCSfu                               The Spanish Lady   \n",
       "26  4wPbR6XonWB7fiyWUMAaH2                                  One More Time   \n",
       "27  2aOmlow495KuwYCcT8ZD4l                                         Julian   \n",
       "28  6EmP2GA5oTASX7I2VWsHW0                         Liszt: Etude In F min.   \n",
       "29  7zOVwLxNKAG4FNNSKgJUv6                         Hold Up - Original Mix   \n",
       "..                     ...                                            ...   \n",
       "70  6XKRP0dq5PBVJROcKa9NnJ                                          Grind   \n",
       "71  76QWmZ9lR65gGfe03jmmPP                                    There He Is   \n",
       "72  4pzeuvQ6REsnqhm5OjEhNy                                 Stacks On Deck   \n",
       "73  1tUiPKYOob0YbMdVRbr79w                                   Up All Night   \n",
       "74  6tSQ3Ds8TkjchyvLNgveVy                                Halloween Theme   \n",
       "75  31RYcUDhkqkH1W2xxnzBjY                                         Forbes   \n",
       "76  6urBMNarztXhgZ93wItFTQ                     When the Feeling Goes Away   \n",
       "77  3IjTEp4wLCr0WVyJkvg1kj                               Light in My Eyes   \n",
       "78  6SE1opPh1fvqgOSt0leF0d                             Dont Waste My Time   \n",
       "79  7Ht9ePi78nxKAinLC0QVe2                                          Tired   \n",
       "80  06JJ9AUDnBRJPTYRCQk3mF                                      …To Ashes   \n",
       "81  6OXt9aSIr4DSxSR3Qjrtgp                                       Assassin   \n",
       "82  4Z6e88z4yPI3oYBAUicQ1b                                       Liberate   \n",
       "83  36K4sP7kCp83pb5jMAEgii                               Where's the Time   \n",
       "84  6fnkSXzRMtwZolujZ4b4Du                            You And Me Together   \n",
       "85  4mhF2ALcuLuUotXWV8iboY                                     Angel Eyes   \n",
       "86  5jOlIxWQRb5f1YqxV2zEE2                                          Sleep   \n",
       "87  2H8RU3mT3V55yH1FfO4pS5                                    Like A Rock   \n",
       "88  3npbtkmTdUlRxGFxViDD0K                                  Canta Corazón   \n",
       "89  6fcDAU3eJkxxyuD6kdPDzX                         I Can Only Give My All   \n",
       "90  47XpijyXBZ3f1Ro9XxOpOF                                        Whistle   \n",
       "91  0JHBJUQpsRF24G9A2YYpUp                                  La Va a Pagar   \n",
       "92  1ULa3GfdMKs0MfRpm6xVlu                                    We Dem Boyz   \n",
       "93  55ROA2V0eyGQKBf4qs8TfA                          Levitate - Album Edit   \n",
       "94  4VLS7iLVVjMLa7XcnbzG1m                                 I Love You Too   \n",
       "95  5MSGHYOz2HC3PYFnk8CNv8                                Chicken Payback   \n",
       "96  6D9XBfUFCpnVN2tSP2bETW              Let It Be - The Voice Performance   \n",
       "97  1bpaA5Pn4jlo1cRAOBNQnh                                    Golden Lady   \n",
       "98  5df2wa0VGO0VzHxYUmDwtl                                   Blow Ya Mind   \n",
       "99  1rW2nkUbmKD2MC22YrU8cX                                           Whoa   \n",
       "\n",
       "                     album                                         album_name  \\\n",
       "0   6hGJXv2n5dNuIpaxpgSBOe                            Suavemente, The Remixes   \n",
       "1   3BB6mEEVz8vb2yMRSPHiDR                                          8 Semanas   \n",
       "2   1n9rbMLUmrXBBBJffS7pDj                               Brothers And Sisters   \n",
       "3   65Fllu4vQdZQOh6id0YwIM                                    Scissor Sisters   \n",
       "4   07fAo1agwL9nuky8VmMhNa                                        Chakradance   \n",
       "5   1ST1X21yXzG5rJtflnBXFT                                           The Rise   \n",
       "6   3bcrjy1PXm8vwbqP6ylr6j                                       On The Quiet   \n",
       "7   3UzKQzSKz9lo1rGBDm7iFv                                        Psalms Live   \n",
       "8   14Q6NvjUSthc0Xgb5EgtQd                                              Sorry   \n",
       "9   1Zx6djdveDkq0CBg3qUZ6N                                              Beast   \n",
       "10  6PM47OzoNGqc96KDDksQi8                                   Vs Head Vs Heart   \n",
       "11  0IVseR3zfrrInlKJQNh294                                           Survivor   \n",
       "12  6D3n83RW6quQ0J0PHZ4fPU                                          CARACOLES   \n",
       "13  0xkOcQLjAB9PIEDrGbl4OI                                        Coolin' Off   \n",
       "14  3Kvu3Pt4lCurobOqd5fbXy           The Singularity (Phase 1 - Neo Humanity)   \n",
       "15  3cdeLwQow0SYKutJPhwQpu                                     September Rose   \n",
       "16  3wvpIkfl4oOgZLMaQBWadf                                       The Avengers   \n",
       "17  4O4tlQX1aDjudqgHFBaRqS                                            For Her   \n",
       "18  0bCP1GuTo2U0m7LVjeyrxA  A Holiday Celebration With The New York Choral...   \n",
       "19  6ztb2appgYobBobvsdAikJ                      Smooth Up In Ya - The Best Of   \n",
       "20  7MVLs93UgceX6IR0h2gcdj            La La La (Compilation Hits Summer 2013)   \n",
       "21  3nfOhRo12D73mZBUTQ7SMI                            The Ultimate Collection   \n",
       "22  7AiC8x8GIRbQK2ZROLox5f                                      The Albatross   \n",
       "23  3MTvSiHcDdqtnip99giaMS                      The Lighthouse and the Whaler   \n",
       "24  54E5JvQWalx8xQ7TAeBGvf                              \"What Is This Heart?\"   \n",
       "25  7kfs757an7r4vAoMykko9W                                 Johnny McEvoy Live   \n",
       "26  0Qfwzu4yfzVUIrBLittdDO                                     The Separation   \n",
       "27  1wc7nRyIpIhe2DXcPs7JaM                                    Secreto De Amor   \n",
       "28  0wAihY1uCzhr4lQVvwvv48                       Liszt: Transcendental Etudes   \n",
       "29  6A2aO9Aou6uhRdOf8euSnI                                              Vol.1   \n",
       "..                     ...                                                ...   \n",
       "70  3lijWnGSB6XLW3Kv7G9GTA                                        Black Magic   \n",
       "71  2bBDybnvM234YGjNVcMQaK                          Eminem Presents The Re-Up   \n",
       "72  5DQfyTVNwFpCDa4fgav33b   Sauce 4 Sale (Hosted By DJ Smallz & Biggarankin)   \n",
       "73  3M9tDLu83Y8XlcicBUF3sL                                           Glorious   \n",
       "74  5REFQTOTUzqGXmCXEc6M6t                                 This Is Halloween!   \n",
       "75  49vSoDFKeJoXe1Nxy20k0s                                             Forbes   \n",
       "76  5zir7yRIywAIzI1Q0B9rLj                                     One More Night   \n",
       "77  5vQ9RM6Nf3lFTvYBr7Kq7t                                           Uprooted   \n",
       "78  6zl5LbOi0Nivi47pQWheaw                                                SDM   \n",
       "79  6K9EDm6kFjd10neZLZSjA6                                              Tired   \n",
       "80  79zgK4wGsCT3O8m6sv0r1r                                     Ashes To Ashes   \n",
       "81  1V5vQRMWTNGmqwxY8jMVou                                     Battle Studies   \n",
       "82  5lOFvOWAdy9G6p44noRILU                                           Slipknot   \n",
       "83  7la9QdZJCOWVZ2Wqh7rS9w                                            Caveman   \n",
       "84  3BdqKi8c48NUvZ7ppk3wHV                Hannah Montana 2 / Meet Miley Cyrus   \n",
       "85  5an4Td3dZA7mRwmktm9mh7                                        Master Hits   \n",
       "86  63pJMk3S5vS5e8wrInkDhi                                          Farmhouse   \n",
       "87  7wZmpvh4f6WIBftDnAdxCP                                          That Girl   \n",
       "88  1MTvtQtk1V2gqCNxnu5cNA                                  A Corazón Abierto   \n",
       "89  329VRkBeRldhMhHf5pcsDU                                       Dean Wareham   \n",
       "90  2ESfYwurZD5RswjZUbDlqX                                          3 at Last   \n",
       "91  12T5c4RFxAaILy5OGPKMjD                                Super Bachatazos 97   \n",
       "92  2pl9PVgr8QFKRGY0HY69GI                                    Blacc Hollywood   \n",
       "93  60m5TKE4lVoRv8NkpHFB1D                                      Every Weekend   \n",
       "94  6VLsnbHXBR9D7JkYtNg0TO                                        Family Time   \n",
       "95  0g2SojnFgSbqGjZFtdsHLz                                      Free The Bees   \n",
       "96  7GX9qCMyqCE2surVUDJJgp                   The Complete Season 5 Collection   \n",
       "97  5jgI8Eminx9MmLBontDWq8                                       Innervisions   \n",
       "98  2RfF6dGpYIN5u1mNkfG8Pb                                        Pink Friday   \n",
       "99  5vRfIDOPJHy3W2wHWbzLlE                                              Doris   \n",
       "\n",
       "                    artist                        artist_name  duration_ms  \\\n",
       "0   1c22GXH30ijlOfXhfLz9Df                       Elvis Crespo       267333   \n",
       "1   5gUZ67Vzi1FV2SnrWl1GlE                        Benny Benni       278809   \n",
       "2   4wQ3PyMz3WwJGI5uEqHUVR           The Allman Brothers Band       451160   \n",
       "3   3Y10boYzeuFCJ4Qgp53w6o                    Scissor Sisters       271906   \n",
       "4   3kbO7dxGm5uux3yrXYlnvR                    Jonthan Goldman       509306   \n",
       "5   5Z5jUyiNvFaqp0EVyLNf0p                         Futuristic       231823   \n",
       "6   1w7cucUEPR1Yq9g03g6T8m                             Xinobi       259146   \n",
       "7   2LFbgsbEhfilNpQYW7mied                      Shane & Shane       407814   \n",
       "8   0W8xe7IqAPlnBRMUpWOUuJ                          Meg Myers       205266   \n",
       "9   4cSYNpczcvTUpnPMFDLsIc                 Tungevaag & Raaban       198011   \n",
       "10  01e2lCvLZ4fLUIRy68nptH                          Wankelmut       214520   \n",
       "11  1Y8cdNmUJH7yBTd9yOvr5i                    Destiny's Child       254040   \n",
       "12  27GzlZraldlAG0k7oBqmUS                  Kanaku y El Tigre       161306   \n",
       "13  4rMUtWPGbE6waga7PQO0oQ                           Galactic       353825   \n",
       "14  2PQVMx0BpRQhzMWLa7X0T6                      Scar Symmetry       372986   \n",
       "15  2org0PubBAxTvjVvLo9PJ0                       Cailin Russo       221358   \n",
       "16  0Xk15jHKly4c3AhPr5vjoA                     Alan Silvestri       240640   \n",
       "17  4UpdjtYWiLUuaFT18TefcK                               Wush        80308   \n",
       "18  6yrBBtqX2gKCHCrZOYBDrB               Peter, Paul and Mary       244506   \n",
       "19  4E35ibCNOAXiBdd4OMnlrk                         Bulletboys       194093   \n",
       "20  0Cx7ajIZJXgs3YzihJ0h5P                           Flash Ki       150517   \n",
       "21  57bUPid8xztkieZfS7OlEV                       The Supremes       169866   \n",
       "22  2dfxY7YDuYCUtWFzWTS6IR                             Foxing       202840   \n",
       "23  6ls5A8Wys9Swixpz4v6kj3      The Lighthouse And The Whaler       260066   \n",
       "24  4jLcgJjDGmW0HmvbSf6lEI                  How To Dress Well       268546   \n",
       "25  0wK5QhuLtbY2K4Rmm2FHE9                      Johnny McEvoy       131293   \n",
       "26  50JJSqHUf2RQ9xsHs0KMHg                        Jon Bellion       179306   \n",
       "27  7FsRH5bw8iWpSbMX1G7xf1                     Joan Sebastian       203121   \n",
       "28  28GMeS2P9zOyLafLtKIsxw                        Jerome Rose       246907   \n",
       "29  5E0Dski9cJwyM3PUEz3kFZ                         Dolby Anol       250476   \n",
       "..                     ...                                ...          ...   \n",
       "70  30QbUq31PEXAT4QFYZyBAM                    Swollen Members       194973   \n",
       "71  0adMhStQvE8H1B0IS45CJX                   Bobby Creekwater       265013   \n",
       "72  79cuYHQoS7mDIE6OJugUix  J Money, Soulja Boy & Roscoe Dash       293268   \n",
       "73  1rSGNXhhYuWoq9BEz5DZGO                               Arty       247346   \n",
       "74  1PEhXY2A5CxayuUzbbroUo                       Retrospectre       175119   \n",
       "75  02kJSzxNuaWGqwubyUba0Z                             G-Eazy       206315   \n",
       "76  1qwdTaVUdjYJLLoxtFmsqr                       The Movement       192609   \n",
       "77  2PyWfmEeKmRNhQkAJ1zJXw                     The Last Revel       271361   \n",
       "78  6YGhVeajpGcixgdaTfakUL                         Capital T.       204956   \n",
       "79  05Zr3tq3xPIxChT2JfMDCe                         We Rabbitz       193187   \n",
       "80  4UgQ3EFa8fEeaIEg54uV5b                       Chelsea Grin       136093   \n",
       "81  0hEurMDQu99nJRq8pTxO14                         John Mayer       314853   \n",
       "82  05fG473iIaoy82BF1aGhL8                           Slipknot       184306   \n",
       "83  2Co0mXhhgm8bAISHfj1fje                            Caveman       255493   \n",
       "84  7nU4hB040gTmHm45YYMvqc                     Hannah Montana       226946   \n",
       "85  3d2hJTVTwo08F9b0ZFQukJ               The Jeff Healey Band       280933   \n",
       "86  5wbIWUzTPuTxTyG6ouQKqz                              Phish       127293   \n",
       "87  2WV4xLQooFalR2cit0XSKp                   Jennifer Nettles       263053   \n",
       "88  6sq1yF0OZEWA4xoXVKW1L9                Alejandro Fernandez       254600   \n",
       "89  7hR1nc352bF29oLx9nAMuj                       Dean Wareham       190533   \n",
       "90  7FpOGzPK8QgIpFOky6PnGk                      Sporto Kantès       174496   \n",
       "91  4HsV8W4jNUApo10orgtSCb                       Junior Arias       250306   \n",
       "92  137W8MRPWKqSmrBGDBFSop                        Wiz Khalifa       224933   \n",
       "93  1369EOxSlL69yV9Yp1nVaR                          Hadouken!       285080   \n",
       "94  0o0rlxlC3ApLWsxFkUjMXc                       Ziggy Marley       213480   \n",
       "95  6XiSck3QPuXk7ho6zlDz3P                           The Bees       193573   \n",
       "96  3gtaVMrNBTAFtlzYTeHNua                      Tessanne Chin       216378   \n",
       "97  7guDJrEfX3qb6FEbdPA5qi                      Stevie Wonder       298466   \n",
       "98  0hCNtLu0JehylgoiP8L4Gh                        Nicki Minaj       220546   \n",
       "99  3A5tHz1SfngyOZM2gItYKu                    Earl Sweatshirt       196426   \n",
       "\n",
       "                                      playlist_member  num_member  \\\n",
       "0   92453,112168,121648,238345,245267,303554,31985...          12   \n",
       "1                                        96862,117960           2   \n",
       "2   1231,2588,3054,4223,4777,4955,5094,5199,5991,6...         871   \n",
       "3   1697,2647,3150,5142,5199,6597,6669,7301,7367,7...         534   \n",
       "4                                              231516           1   \n",
       "5   1198,2027,3511,5700,6087,6472,9139,10313,12001...         243   \n",
       "6   460,11131,13976,24479,27781,31117,34279,35995,...          70   \n",
       "7   3716,8758,46215,48732,49280,60327,80056,95633,...          41   \n",
       "8   37107,171851,277089,318412,354268,370338,42882...           9   \n",
       "9   3107,3744,4350,6324,7592,9519,19093,19323,2265...          84   \n",
       "10  1334,8616,12748,19011,19662,24145,24594,25194,...         244   \n",
       "11  65,300,381,497,585,723,780,1015,1057,1195,1223...        3482   \n",
       "12     12411,17544,180400,191122,351461,381404,427332           7   \n",
       "13  9392,18398,41813,41961,51596,55917,56340,65089...          56   \n",
       "14                                      216776,491587           2   \n",
       "15  4186,19640,22659,30080,33880,57974,60766,61756...          64   \n",
       "16  33181,45406,74469,109780,126638,137661,151107,...          16   \n",
       "17  18666,46926,122744,124417,168230,191935,206028...          16   \n",
       "18                          36872,63363,163923,454139           4   \n",
       "19                                        27066,73384           2   \n",
       "20  36734,61837,98438,104226,208878,209981,228235,...          17   \n",
       "21  13044,18463,54906,55072,71623,73314,76922,1041...          51   \n",
       "22  4996,8064,8074,10343,10945,10962,11880,12763,1...         291   \n",
       "23  3117,18981,21750,29957,29967,31740,34493,34578...         100   \n",
       "24  2335,3557,16152,21475,21919,33716,50361,90759,...          39   \n",
       "25                                              88965           1   \n",
       "26  16065,16261,65916,77728,82497,141686,218628,22...          18   \n",
       "27             1816,67404,168078,262967,292176,327032           6   \n",
       "28                                             150566           1   \n",
       "29                                             378959           1   \n",
       "..                                                ...         ...   \n",
       "70  125176,127786,132379,143773,195009,233753,2504...           8   \n",
       "71  14714,16555,16567,31598,37960,42455,50438,6339...          40   \n",
       "72                                      259234,304263           2   \n",
       "73  153,975,3445,4267,6452,6862,12035,14512,14791,...         470   \n",
       "74  21510,24130,128933,353077,391764,436180,479308...           9   \n",
       "75  215,560,606,844,1212,1747,1830,1980,2174,2337,...        1765   \n",
       "76  4502,28445,32639,33784,41730,54985,57188,58209...          73   \n",
       "77  1491,6202,6773,27760,47760,95713,160811,211923...          21   \n",
       "78            25680,70281,181476,225061,291694,415439           6   \n",
       "79           55323,180695,244306,390835,407041,408279           6   \n",
       "80  53442,72120,137763,194662,245963,258998,288271...          11   \n",
       "81  1921,3689,4322,6843,9831,10795,12010,13143,173...         270   \n",
       "82  2102,5530,9263,10411,22187,28292,31515,57736,7...          72   \n",
       "83  28986,60792,68168,83894,124744,210342,227813,2...          18   \n",
       "84  3700,6781,21924,23350,28473,28842,30487,33926,...         123   \n",
       "85  4236,10359,12540,13543,13861,13963,17872,18922...         121   \n",
       "86  10462,61394,83049,83949,85929,127544,148633,19...          14   \n",
       "87                                      117004,190558           2   \n",
       "88  3502,4121,7500,22984,43870,49864,57374,58985,6...         108   \n",
       "89                                             305726           1   \n",
       "90  54079,55564,64149,70259,77440,79307,84787,1051...          29   \n",
       "91                                             486688           1   \n",
       "92  106,315,440,527,557,684,734,975,986,1026,1049,...        5687   \n",
       "93  7039,7393,13190,15637,17377,17752,22795,23363,...         127   \n",
       "94  50049,52274,52594,124456,159547,175239,176406,...          28   \n",
       "95  37442,55527,163373,172929,195133,310762,336750...          13   \n",
       "96  17840,25294,28805,149816,170122,193013,193951,...          18   \n",
       "97  15725,19096,26853,35682,36310,57839,87683,8900...          60   \n",
       "98  5246,10881,11969,16921,21123,42123,49308,63635...          84   \n",
       "99  1690,2521,3914,4550,7326,13040,14519,14736,147...         416   \n",
       "\n",
       "    acousticness   ...     energy  instrumentalness  key  liveness  loudness  \\\n",
       "0       0.053100   ...      0.791          0.000485    8    0.2010    -7.771   \n",
       "1       0.003360   ...      0.779          0.000001    4    0.3250    -7.528   \n",
       "2       0.447000   ...      0.855          0.854000    2    0.1730    -7.907   \n",
       "3       0.220000   ...      0.954          0.000018    8    0.0612    -4.542   \n",
       "4       0.422000   ...      0.834          0.726000   11    0.1720   -12.959   \n",
       "5       0.126000   ...      0.667          0.000000    4    0.1220    -4.806   \n",
       "6       0.221000   ...      0.493          0.294000    0    0.6960   -12.779   \n",
       "7       0.435000   ...      0.304          0.000002    4    0.8020    -9.142   \n",
       "8       0.221000   ...      0.286          0.004150    2    0.0879    -9.703   \n",
       "9       0.564000   ...      0.789          0.000000   11    0.2940    -4.607   \n",
       "10      0.407000   ...      0.718          0.000266    7    0.1200    -5.192   \n",
       "11      0.053300   ...      0.904          0.000000    8    0.7760    -2.071   \n",
       "12      0.950000   ...      0.404          0.790000    1    0.1240   -10.124   \n",
       "13      0.562000   ...      0.426          0.902000    2    0.1000   -11.557   \n",
       "14      0.000037   ...      0.959          0.028700    6    0.4640    -4.007   \n",
       "15      0.671000   ...      0.496          0.000004    5    0.1320    -7.622   \n",
       "16      0.403000   ...      0.579          0.888000    8    0.2260   -10.067   \n",
       "17      0.248000   ...      0.412          0.000000    3    0.5370   -10.517   \n",
       "18      0.960000   ...      0.217          0.000174    7    0.9630   -17.341   \n",
       "19      0.002360   ...      0.977          0.006610    8    0.3500    -3.242   \n",
       "20      0.864000   ...      0.389          0.000419    6    0.1600   -11.595   \n",
       "21      0.207000   ...      0.786          0.000000    7    0.6740    -5.632   \n",
       "22      0.017300   ...      0.692          0.008830    9    0.1240    -7.977   \n",
       "23      0.183000   ...      0.840          0.054600    2    0.1060    -6.070   \n",
       "24      0.575000   ...      0.358          0.000196    9    0.0961   -10.715   \n",
       "25      0.734000   ...      0.798          0.000000    7    0.9240    -7.835   \n",
       "26      0.013200   ...      0.758          0.000000    0    0.0615    -5.384   \n",
       "27      0.642000   ...      0.397          0.000003    0    0.1460    -7.661   \n",
       "28      0.987000   ...      0.235          0.898000    1    0.1930   -18.742   \n",
       "29      0.038800   ...      0.718          0.026200    1    0.3280    -7.453   \n",
       "..           ...   ...        ...               ...  ...       ...       ...   \n",
       "70      0.168000   ...      0.879          0.000000    6    0.0851    -5.023   \n",
       "71      0.141000   ...      0.808          0.000000    1    0.1150    -4.667   \n",
       "72      0.003320   ...      0.538          0.000000    1    0.0728   -13.356   \n",
       "73      0.006620   ...      0.843          0.000001   10    0.1520    -4.711   \n",
       "74      0.223000   ...      0.666          0.901000   11    0.1140   -13.372   \n",
       "75      0.022300   ...      0.782          0.000000    8    0.0902    -4.326   \n",
       "76      0.338000   ...      0.667          0.000004    6    0.0788    -8.189   \n",
       "77      0.242000   ...      0.420          0.000000    0    0.1220    -7.177   \n",
       "78      0.085800   ...      0.741          0.000000    2    0.0991    -5.642   \n",
       "79      0.047800   ...      0.633          0.000000    2    0.2610    -8.640   \n",
       "80      0.000003   ...      0.944          0.885000    1    0.1520    -2.562   \n",
       "81      0.302000   ...      0.643          0.000135   11    0.0881    -9.088   \n",
       "82      0.000779   ...      0.990          0.000000    1    0.0744    -3.961   \n",
       "83      0.124000   ...      0.530          0.126000    2    0.1290   -12.288   \n",
       "84      0.020600   ...      0.867          0.001220    5    0.0548    -4.135   \n",
       "85      0.355000   ...      0.571          0.000000    0    0.0595    -6.879   \n",
       "86      0.900000   ...      0.237          0.009360    0    0.1310   -14.848   \n",
       "87      0.259000   ...      0.378          0.000103    3    0.1110    -5.579   \n",
       "88      0.425000   ...      0.715          0.000000   10    0.0746    -7.738   \n",
       "89      0.054700   ...      0.751          0.027600    0    0.0966    -8.404   \n",
       "90      0.215000   ...      0.810          0.000000    9    0.0835    -4.444   \n",
       "91      0.630000   ...      0.439          0.000248    4    0.4920    -6.786   \n",
       "92      0.006890   ...      0.862          0.000000    8    0.3210    -4.736   \n",
       "93      0.005960   ...      0.804          0.000000    4    0.2410    -3.787   \n",
       "94      0.129000   ...      0.800          0.000000    0    0.1180    -5.158   \n",
       "95      0.087600   ...      0.968          0.000522   11    0.2130    -3.051   \n",
       "96      0.082800   ...      0.781          0.000000    0    0.3970    -4.531   \n",
       "97      0.256000   ...      0.802          0.000000    0    0.2100    -9.793   \n",
       "98      0.000188   ...      0.923          0.000097    1    0.1660    -3.379   \n",
       "99      0.001410   ...      0.748          0.000003    2    0.3220    -6.321   \n",
       "\n",
       "    mode  speechiness    tempo  time_signature  valence  \n",
       "0      1       0.1160  129.244               4   0.8580  \n",
       "1      0       0.1900  174.046               4   0.8520  \n",
       "2      1       0.0340  104.983               4   0.8550  \n",
       "3      1       0.1210  153.960               4   0.9330  \n",
       "4      1       0.0631  130.008               4   0.5180  \n",
       "5      0       0.3850  143.988               4   0.1610  \n",
       "6      1       0.0495  119.003               4   0.1480  \n",
       "7      0       0.0327  138.494               4   0.2330  \n",
       "8      0       0.0270  129.915               4   0.1960  \n",
       "9      1       0.1230  160.014               4   0.6030  \n",
       "10     0       0.0510  123.981               4   0.6700  \n",
       "11     1       0.3980  161.188               4   0.6550  \n",
       "12     0       0.0427   98.023               4   0.8400  \n",
       "13     1       0.0308   98.381               4   0.6840  \n",
       "14     0       0.1580  114.020               3   0.1810  \n",
       "15     0       0.2300  177.902               4   0.2920  \n",
       "16     1       0.0464  176.431               3   0.1190  \n",
       "17     1       0.2100   77.729               4   0.4070  \n",
       "18     0       0.0622   66.749               3   0.1780  \n",
       "19     1       0.1360  139.905               4   0.3870  \n",
       "20     0       0.0356  115.923               4   0.4150  \n",
       "21     1       0.0329  172.259               4   0.8600  \n",
       "22     1       0.0293  104.977               4   0.1300  \n",
       "23     1       0.0321   95.048               4   0.2690  \n",
       "24     0       0.0551  134.904               4   0.2540  \n",
       "25     1       0.0554  102.722               4   0.8510  \n",
       "26     1       0.0603  119.927               4   0.3270  \n",
       "27     1       0.0280   77.527               1   0.3650  \n",
       "28     1       0.0348  110.048               4   0.0615  \n",
       "29     1       0.2980  125.975               4   0.1500  \n",
       "..   ...          ...      ...             ...      ...  \n",
       "70     0       0.2600  101.759               4   0.8850  \n",
       "71     1       0.2650   83.031               4   0.6530  \n",
       "72     0       0.0975  135.953               4   0.8440  \n",
       "73     0       0.0900  129.984               4   0.5210  \n",
       "74     1       0.0350  136.001               5   0.1100  \n",
       "75     1       0.2830  113.990               4   0.5010  \n",
       "76     1       0.0617   96.010               4   0.4550  \n",
       "77     1       0.0282  137.952               4   0.2820  \n",
       "78     1       0.2130  110.050               4   0.5700  \n",
       "79     1       0.0380  127.979               4   0.2380  \n",
       "80     1       0.0619   99.985               4   0.1370  \n",
       "81     0       0.0485  159.929               4   0.5930  \n",
       "82     1       0.1870  145.162               4   0.3950  \n",
       "83     1       0.0442  122.927               4   0.2510  \n",
       "84     1       0.0437  130.057               4   0.6760  \n",
       "85     1       0.0278  126.909               4   0.3970  \n",
       "86     1       0.0391  128.347               4   0.3150  \n",
       "87     1       0.0330  129.665               3   0.2470  \n",
       "88     1       0.0504  104.060               4   0.8320  \n",
       "89     1       0.0610  127.192               4   0.1490  \n",
       "90     1       0.0901   87.458               4   0.9370  \n",
       "91     1       0.0485  129.780               4   0.9440  \n",
       "92     1       0.0540  130.021               4   0.5200  \n",
       "93     0       0.0622  133.048               4   0.2090  \n",
       "94     1       0.1100   89.872               4   0.8000  \n",
       "95     0       0.0382  141.941               4   0.9510  \n",
       "96     1       0.0408  143.837               4   0.3520  \n",
       "97     0       0.0654  101.906               4   0.5460  \n",
       "98     1       0.1400  160.073               4   0.3110  \n",
       "99     1       0.3100   79.616               4   0.3510  \n",
       "\n",
       "[100 rows x 21 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_sql_query(\"SELECT * from BigTable \", conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing the Data for k-NN Clustering ##\n",
    "### Scaling the Features ###\n",
    "***\n",
    "- ***scale_datasets***\n",
    "This function scales a set of variables from the data set, which will then be used for k-NN clustering. In our case, we dealt with mixed numerical features that had different units attached, so to ensure comparability across these features, we standardized our numerical audio features. \n",
    "\n",
    "*NOTE:* Because we also had some categorical and non-numerical variables in our dataset, we specifically defined the numerical features to be scaled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andrafehmiu/Desktop/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/data.py:617: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  return self.partial_fit(X, y)\n",
      "/Users/andrafehmiu/Desktop/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:6: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  \n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>num_member</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>key</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.552714e-17</td>\n",
       "      <td>-1.998401e-17</td>\n",
       "      <td>-1.865175e-16</td>\n",
       "      <td>-3.019807e-16</td>\n",
       "      <td>-9.248158e-16</td>\n",
       "      <td>3.108624e-17</td>\n",
       "      <td>6.328271e-17</td>\n",
       "      <td>5.995204e-17</td>\n",
       "      <td>4.551914e-17</td>\n",
       "      <td>0.690000</td>\n",
       "      <td>-3.153033e-16</td>\n",
       "      <td>-2.797762e-16</td>\n",
       "      <td>5.717649e-17</td>\n",
       "      <td>-1.815215e-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>0.464823</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "      <td>1.005038e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.728999e+00</td>\n",
       "      <td>-2.673091e-01</td>\n",
       "      <td>-9.338852e-01</td>\n",
       "      <td>-2.979480e+00</td>\n",
       "      <td>-2.544541e+00</td>\n",
       "      <td>-3.706251e-01</td>\n",
       "      <td>-1.303501e+00</td>\n",
       "      <td>-8.787226e-01</td>\n",
       "      <td>-3.447685e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-7.794134e-01</td>\n",
       "      <td>-2.251437e+00</td>\n",
       "      <td>-7.450531e+00</td>\n",
       "      <td>-1.612685e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-4.968337e-01</td>\n",
       "      <td>-2.599727e-01</td>\n",
       "      <td>-8.631080e-01</td>\n",
       "      <td>-5.617366e-01</td>\n",
       "      <td>-6.800231e-01</td>\n",
       "      <td>-3.706251e-01</td>\n",
       "      <td>-1.031938e+00</td>\n",
       "      <td>-6.307094e-01</td>\n",
       "      <td>-5.163343e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.611387e-01</td>\n",
       "      <td>-7.300483e-01</td>\n",
       "      <td>2.041241e-01</td>\n",
       "      <td>-8.828781e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-1.783776e-01</td>\n",
       "      <td>-2.350289e-01</td>\n",
       "      <td>-3.411226e-01</td>\n",
       "      <td>2.007501e-01</td>\n",
       "      <td>3.261311e-01</td>\n",
       "      <td>-3.705485e-01</td>\n",
       "      <td>-2.172502e-01</td>\n",
       "      <td>-4.567182e-01</td>\n",
       "      <td>6.166226e-02</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-4.868391e-01</td>\n",
       "      <td>3.691746e-02</td>\n",
       "      <td>2.041241e-01</td>\n",
       "      <td>-1.652379e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.350748e-01</td>\n",
       "      <td>-1.396557e-01</td>\n",
       "      <td>6.116665e-01</td>\n",
       "      <td>7.185807e-01</td>\n",
       "      <td>6.666392e-01</td>\n",
       "      <td>-3.525086e-01</td>\n",
       "      <td>8.690007e-01</td>\n",
       "      <td>4.099448e-01</td>\n",
       "      <td>7.721308e-01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.420501e-01</td>\n",
       "      <td>6.311570e-01</td>\n",
       "      <td>2.041241e-01</td>\n",
       "      <td>8.271018e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6.518389e+00</td>\n",
       "      <td>8.075645e+00</td>\n",
       "      <td>2.507656e+00</td>\n",
       "      <td>1.899835e+00</td>\n",
       "      <td>1.503722e+00</td>\n",
       "      <td>3.295369e+00</td>\n",
       "      <td>1.683689e+00</td>\n",
       "      <td>3.924013e+00</td>\n",
       "      <td>1.718260e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.442258e+00</td>\n",
       "      <td>2.616494e+00</td>\n",
       "      <td>2.755676e+00</td>\n",
       "      <td>1.802332e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        duration_ms    num_member  acousticness  danceability        energy  \\\n",
       "count  1.000000e+02  1.000000e+02  1.000000e+02  1.000000e+02  1.000000e+02   \n",
       "mean   3.552714e-17 -1.998401e-17 -1.865175e-16 -3.019807e-16 -9.248158e-16   \n",
       "std    1.005038e+00  1.005038e+00  1.005038e+00  1.005038e+00  1.005038e+00   \n",
       "min   -1.728999e+00 -2.673091e-01 -9.338852e-01 -2.979480e+00 -2.544541e+00   \n",
       "25%   -4.968337e-01 -2.599727e-01 -8.631080e-01 -5.617366e-01 -6.800231e-01   \n",
       "50%   -1.783776e-01 -2.350289e-01 -3.411226e-01  2.007501e-01  3.261311e-01   \n",
       "75%    3.350748e-01 -1.396557e-01  6.116665e-01  7.185807e-01  6.666392e-01   \n",
       "max    6.518389e+00  8.075645e+00  2.507656e+00  1.899835e+00  1.503722e+00   \n",
       "\n",
       "       instrumentalness           key      liveness      loudness        mode  \\\n",
       "count      1.000000e+02  1.000000e+02  1.000000e+02  1.000000e+02  100.000000   \n",
       "mean       3.108624e-17  6.328271e-17  5.995204e-17  4.551914e-17    0.690000   \n",
       "std        1.005038e+00  1.005038e+00  1.005038e+00  1.005038e+00    0.464823   \n",
       "min       -3.706251e-01 -1.303501e+00 -8.787226e-01 -3.447685e+00    0.000000   \n",
       "25%       -3.706251e-01 -1.031938e+00 -6.307094e-01 -5.163343e-01    0.000000   \n",
       "50%       -3.705485e-01 -2.172502e-01 -4.567182e-01  6.166226e-02    1.000000   \n",
       "75%       -3.525086e-01  8.690007e-01  4.099448e-01  7.721308e-01    1.000000   \n",
       "max        3.295369e+00  1.683689e+00  3.924013e+00  1.718260e+00    1.000000   \n",
       "\n",
       "        speechiness         tempo  time_signature       valence  \n",
       "count  1.000000e+02  1.000000e+02    1.000000e+02  1.000000e+02  \n",
       "mean  -3.153033e-16 -2.797762e-16    5.717649e-17 -1.815215e-16  \n",
       "std    1.005038e+00  1.005038e+00    1.005038e+00  1.005038e+00  \n",
       "min   -7.794134e-01 -2.251437e+00   -7.450531e+00 -1.612685e+00  \n",
       "25%   -6.611387e-01 -7.300483e-01    2.041241e-01 -8.828781e-01  \n",
       "50%   -4.868391e-01  3.691746e-02    2.041241e-01 -1.652379e-01  \n",
       "75%    2.420501e-01  6.311570e-01    2.041241e-01  8.271018e-01  \n",
       "max    3.442258e+00  2.616494e+00    2.755676e+00  1.802332e+00  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_tracks = tracks_merged_df\n",
    "def scale_datasets(train_data, cols_to_scale):    \n",
    "    train = train_data.copy()\n",
    "    # fit the scaler on the training data\n",
    "    scaler = StandardScaler().fit(train[cols_to_scale])\n",
    "    # scale both the test and training data. \n",
    "    train[cols_to_scale] = scaler.transform(train[cols_to_scale])\n",
    "    return train\n",
    "\n",
    "# get columns that need to be scaled\n",
    "not_to_scale = ['mode', 'track', 'track_name', 'album', 'album_name', 'artist', 'artist_name', 'playlist_member']\n",
    "to_scale = train_tracks.columns.difference(not_to_scale)\n",
    "# train_tracks_scaled, test_tracks_scaled = scale_datasets(train_tracks, test_tracks, to_scale)\n",
    "train_tracks_scaled = scale_datasets(train_tracks, to_scale)\n",
    "train_tracks_scaled.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Selection Using PCA ###\n",
    "***\n",
    "- ***pca_x***\n",
    "This function performs PCA on a given set of features and allows to tune the maximum number of PCs and the percent of variation in data set that we want the PCs to explain. It also generates a plot of cumulative variance explained by a given number of PCs up to the maximum number of PCs that is fed into the function.\n",
    "\n",
    "In our case, we decided to use a threshold of 0.9 for the threshold variation and we picked the number of features  accordingly based on the number required to explain at least 90% of the variation in the original data set, which turned out to be 10 PCs.\n",
    "\n",
    "- ***optimal_pca***\n",
    "This function generates training data containing only the optimal/most important features-- in our case, the number of optimal features was determined after generating the plot of cumulative variance explained by each PC from the pca_x function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def pca_x(data_train, to_scale, total_comp, var_thresh): \n",
    "    data_train = data_train.set_index('track')\n",
    "    train_tracks_copy = data_train[to_scale].copy()    \n",
    "    # applying PCA \n",
    "    pca = PCA(n_components= total_comp) # from our result in 1.5\n",
    "    pca.fit(train_tracks_copy)\n",
    "    # transforming train data \n",
    "    x_train_pca = pca.transform(train_tracks_copy)\n",
    "    # plot pca var explained as function of number of PCs\n",
    "    plt.plot(np.linspace(1, total_comp, total_comp), np.cumsum(pca.explained_variance_ratio_))\n",
    "    plt.xlabel('number of components')\n",
    "    plt.ylabel('variance explained')\n",
    "    plt.title('Cumulative variance explained by each component',fontsize=15)\n",
    "    optimal = np.where(np.cumsum(pca.explained_variance_ratio_)<=var_thresh)[0]+1\n",
    "    return x_train_pca\n",
    "\n",
    "x_train_pca = pca_x(train_tracks_scaled, to_scale, 13, 0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def optimal_pca(data_train, to_scale, optimal_comp):\n",
    "    data_train = data_train.set_index('track')\n",
    "    train_tracks_copy = data_train[to_scale].copy()    \n",
    "    # applying PCA \n",
    "    pca = PCA(n_components= optimal_comp) # from our result in 1.5\n",
    "    pca.fit(train_tracks_copy)\n",
    "    # transforming data\n",
    "    optimal_x_pca = pca.transform(train_tracks_copy)\n",
    "    return optimal_x_pca\n",
    "\n",
    "optimal_x_pca = optimal_pca(train_tracks_scaled, to_scale, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering the 100 randomly selected tracks across different playlists\n",
    "***\n",
    "After pre-processing our features data via scaling and PCA, we processed with the clustering of the 100 randomly-selected tracks across playlists based on the similiarity of the most important features, i.e. the ones that cumulatively explain about 90% of the variation of the data set.\n",
    "\n",
    "- ***knn_clustering***\n",
    "This function fits the training data, calculates the distance between each track as (where the audio features are interpreted as \"distances\" between tracks), and generates an elbow plot that is helpful to determine k, the optimal number of clusters to be used in our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def knn_clustering(pca_train, k_train):\n",
    "    knn_sum_squared_distances_train = []\n",
    "    for k in k_train: \n",
    "        knn_train = KMeans(n_clusters= k)\n",
    "        knn_train = knn_train.fit(pca_train)\n",
    "        knn_sum_squared_distances_train.append(knn_train.inertia_)\n",
    "    plt.plot(k_train, knn_sum_squared_distances_train, 'bx-')\n",
    "    plt.xlabel('k, number of clusters')\n",
    "    plt.ylabel('Sum of squared distances')\n",
    "    plt.title('Elbow Method For Optimal k')\n",
    "    plt.show()\n",
    "    return knn_sum_squared_distances_train\n",
    "k_train = range(1, 30)\n",
    "cluster_optimal = knn_clustering(optimal_x_pca, k_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[508.29601759835464, 478.66012661207566, 455.42988212581963, 433.1924769385507, 405.0390458655179, 394.42230803397507, 376.5035667562909, 354.1919104711137, 337.52153447950127, 324.3814147730095]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "394.42230803397507"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(cluster_optimal[10:20])\n",
    "cluster_optimal[15]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generating Optimal k-NN Clusters ###\n",
    "***\n",
    "\n",
    "- ***optimal_knn_clustering***\n",
    "This function clusters the tracks into k clusters, where k in our case was determined based on the elbow plot generated by the knn_clustering function above.\n",
    "\n",
    "We decided to classify our tracks into 15 clusters by using the elbow plot and observing that 15 clusters significantly reduce the sum of squared distances between tracks while also providing a sensible model. I.e. choosing 100 clusters would simply mean that each track would be the centroid and also the only point in the cluster and although the sume of the squared distance would be 0, the model itself wouldn't be useful in determining the similarity of tracks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2, 13,  6,  2,  6, 11, 10, 10, 10,  2,  2,  3,  0,  0, 13, 10,  6,\n",
       "        5,  7, 13, 10,  9,  5,  1, 10,  9,  1,  4,  0, 11,  2,  2, 10,  8,\n",
       "        8, 11, 10, 12,  1, 10,  8,  5,  2,  2,  2, 10,  1, 10,  2,  1,  1,\n",
       "        1,  2, 10,  6,  1,  1,  5,  5, 13,  1,  6,  5,  5, 11,  5,  8, 13,\n",
       "        2, 13, 11, 11,  8,  2, 14, 11,  5,  1, 11,  1,  6,  2, 13,  1,  2,\n",
       "        1, 10, 10,  2,  1,  2,  8,  3,  1,  8,  2,  1,  1, 13, 11],\n",
       "      dtype=int32)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# based on the elbow plot, we pick k number of cluster to be 15\n",
    "def optimal_knn_clustering(pca_train, k):\n",
    "        knn_sum_squared_distances_train=[]\n",
    "        knn_train = KMeans(n_clusters= k)\n",
    "        knn_train = knn_train.fit(pca_train)\n",
    "        # predict clusters\n",
    "        labels = knn_train.predict(pca_train)\n",
    "        # get cluster centers\n",
    "        centers = knn_train.cluster_centers_\n",
    "        return labels, centers\n",
    "\n",
    "clusters, centers = optimal_knn_clustering(optimal_x_pca, 15)\n",
    "clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### k-NN Clustering Conclusion ###\n",
    "***\n",
    "\n",
    "Based on the k-nn clustering model, we can see that the clusters obtained make sense intuitevely -- i.e. songs such as Suavement and Take Your Mama are clustered together -- which having listened to these songs make sense as they do sound similiar without an-indepth analysis of their audio features. An interesting thing to note is that on a few occassions, re-running the k-NN clustering led to different clustering of these tracks, which indicates the instability of this model, which could be caused by the fact that the tracks to be clustered might be similar to more than one of the centroids of the k clusters. Thus, this model manages to cluster tracks based on their audio features' similarity, but is not the most robust and hence, is not the optimal model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track</th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>album_name</th>\n",
       "      <th>artist</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>playlist_member</th>\n",
       "      <th>num_member</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>...</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>key</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "      <th>predicted cluster label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1YGa5zwwbzA9lFGPB3HcLt</td>\n",
       "      <td>Suavemente - Spanglish Edit</td>\n",
       "      <td>6hGJXv2n5dNuIpaxpgSBOe</td>\n",
       "      <td>Suavemente, The Remixes</td>\n",
       "      <td>1c22GXH30ijlOfXhfLz9Df</td>\n",
       "      <td>Elvis Crespo</td>\n",
       "      <td>267333</td>\n",
       "      <td>92453,112168,121648,238345,245267,303554,31985...</td>\n",
       "      <td>12</td>\n",
       "      <td>0.053100</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>8</td>\n",
       "      <td>0.2010</td>\n",
       "      <td>-7.771</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>129.244</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4gOMf7ak5Ycx9BghTCSTBL</td>\n",
       "      <td>Sexo X Money (feat. Ozuna)</td>\n",
       "      <td>3BB6mEEVz8vb2yMRSPHiDR</td>\n",
       "      <td>8 Semanas</td>\n",
       "      <td>5gUZ67Vzi1FV2SnrWl1GlE</td>\n",
       "      <td>Benny Benni</td>\n",
       "      <td>278809</td>\n",
       "      <td>96862,117960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>-7.528</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>174.046</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8520</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7kl337nuuTTVcXJiQqBgwJ</td>\n",
       "      <td>Jessica - Unedited Version</td>\n",
       "      <td>1n9rbMLUmrXBBBJffS7pDj</td>\n",
       "      <td>Brothers And Sisters</td>\n",
       "      <td>4wQ3PyMz3WwJGI5uEqHUVR</td>\n",
       "      <td>The Allman Brothers Band</td>\n",
       "      <td>451160</td>\n",
       "      <td>1231,2588,3054,4223,4777,4955,5094,5199,5991,6...</td>\n",
       "      <td>871</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.854000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>-7.907</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>104.983</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8550</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0LAfANg75hYiV1IAEP3vY6</td>\n",
       "      <td>Take Your Mama</td>\n",
       "      <td>65Fllu4vQdZQOh6id0YwIM</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>3Y10boYzeuFCJ4Qgp53w6o</td>\n",
       "      <td>Scissor Sisters</td>\n",
       "      <td>271906</td>\n",
       "      <td>1697,2647,3150,5142,5199,6597,6669,7301,7367,7...</td>\n",
       "      <td>534</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>-4.542</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>153.960</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9330</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0Hpl422q9VhpQu1RBKlnF1</td>\n",
       "      <td>3rd Chakra \"Sacred Fire\"</td>\n",
       "      <td>07fAo1agwL9nuky8VmMhNa</td>\n",
       "      <td>Chakradance</td>\n",
       "      <td>3kbO7dxGm5uux3yrXYlnvR</td>\n",
       "      <td>Jonthan Goldman</td>\n",
       "      <td>509306</td>\n",
       "      <td>231516</td>\n",
       "      <td>1</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.726000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>-12.959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>130.008</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5180</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4uTTsXhygWzSjUxXLHZ4HW</td>\n",
       "      <td>No Way</td>\n",
       "      <td>1ST1X21yXzG5rJtflnBXFT</td>\n",
       "      <td>The Rise</td>\n",
       "      <td>5Z5jUyiNvFaqp0EVyLNf0p</td>\n",
       "      <td>Futuristic</td>\n",
       "      <td>231823</td>\n",
       "      <td>1198,2027,3511,5700,6087,6472,9139,10313,12001...</td>\n",
       "      <td>243</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>-4.806</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3850</td>\n",
       "      <td>143.988</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1KDnLoIEPRd4iRYzgvDBzo</td>\n",
       "      <td>Far Away Place</td>\n",
       "      <td>3bcrjy1PXm8vwbqP6ylr6j</td>\n",
       "      <td>On The Quiet</td>\n",
       "      <td>1w7cucUEPR1Yq9g03g6T8m</td>\n",
       "      <td>Xinobi</td>\n",
       "      <td>259146</td>\n",
       "      <td>460,11131,13976,24479,27781,31117,34279,35995,...</td>\n",
       "      <td>70</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>-12.779</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0495</td>\n",
       "      <td>119.003</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1480</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0j9rNb4IHxLgKdLGZ1sd1I</td>\n",
       "      <td>Psalm 145 (Live)</td>\n",
       "      <td>3UzKQzSKz9lo1rGBDm7iFv</td>\n",
       "      <td>Psalms Live</td>\n",
       "      <td>2LFbgsbEhfilNpQYW7mied</td>\n",
       "      <td>Shane &amp; Shane</td>\n",
       "      <td>407814</td>\n",
       "      <td>3716,8758,46215,48732,49280,60327,80056,95633,...</td>\n",
       "      <td>41</td>\n",
       "      <td>0.435000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8020</td>\n",
       "      <td>-9.142</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0327</td>\n",
       "      <td>138.494</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1Dfst5fQZYoW8QBfo4mUmn</td>\n",
       "      <td>Parade</td>\n",
       "      <td>14Q6NvjUSthc0Xgb5EgtQd</td>\n",
       "      <td>Sorry</td>\n",
       "      <td>0W8xe7IqAPlnBRMUpWOUuJ</td>\n",
       "      <td>Meg Myers</td>\n",
       "      <td>205266</td>\n",
       "      <td>37107,171851,277089,318412,354268,370338,42882...</td>\n",
       "      <td>9</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004150</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>-9.703</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>129.915</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1960</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6ZbiaHwI9x7CIxYGOEmXxd</td>\n",
       "      <td>Beast</td>\n",
       "      <td>1Zx6djdveDkq0CBg3qUZ6N</td>\n",
       "      <td>Beast</td>\n",
       "      <td>4cSYNpczcvTUpnPMFDLsIc</td>\n",
       "      <td>Tungevaag &amp; Raaban</td>\n",
       "      <td>198011</td>\n",
       "      <td>3107,3744,4350,6324,7592,9519,19093,19323,2265...</td>\n",
       "      <td>84</td>\n",
       "      <td>0.564000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>-4.607</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>160.014</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6030</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3AUz2xcMnn1CDLDtFRCPeV</td>\n",
       "      <td>My Head Is A Jungle - Radio Edit (Bonustrack)</td>\n",
       "      <td>6PM47OzoNGqc96KDDksQi8</td>\n",
       "      <td>Vs Head Vs Heart</td>\n",
       "      <td>01e2lCvLZ4fLUIRy68nptH</td>\n",
       "      <td>Wankelmut</td>\n",
       "      <td>214520</td>\n",
       "      <td>1334,8616,12748,19011,19662,24145,24594,25194,...</td>\n",
       "      <td>244</td>\n",
       "      <td>0.407000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>7</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>-5.192</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0510</td>\n",
       "      <td>123.981</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6700</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7qtAgn9mwxygsPOsUDVRRt</td>\n",
       "      <td>Survivor</td>\n",
       "      <td>0IVseR3zfrrInlKJQNh294</td>\n",
       "      <td>Survivor</td>\n",
       "      <td>1Y8cdNmUJH7yBTd9yOvr5i</td>\n",
       "      <td>Destiny's Child</td>\n",
       "      <td>254040</td>\n",
       "      <td>65,300,381,497,585,723,780,1015,1057,1195,1223...</td>\n",
       "      <td>3482</td>\n",
       "      <td>0.053300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.7760</td>\n",
       "      <td>-2.071</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>161.188</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6550</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6X6ctfqSkAaaUWNAEt3J3L</td>\n",
       "      <td>Tu verano mi invierno</td>\n",
       "      <td>6D3n83RW6quQ0J0PHZ4fPU</td>\n",
       "      <td>CARACOLES</td>\n",
       "      <td>27GzlZraldlAG0k7oBqmUS</td>\n",
       "      <td>Kanaku y El Tigre</td>\n",
       "      <td>161306</td>\n",
       "      <td>12411,17544,180400,191122,351461,381404,427332</td>\n",
       "      <td>7</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.790000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1240</td>\n",
       "      <td>-10.124</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0427</td>\n",
       "      <td>98.023</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8400</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0MzO0c9Lr1d4mTUQtGhSJX</td>\n",
       "      <td>Church</td>\n",
       "      <td>0xkOcQLjAB9PIEDrGbl4OI</td>\n",
       "      <td>Coolin' Off</td>\n",
       "      <td>4rMUtWPGbE6waga7PQO0oQ</td>\n",
       "      <td>Galactic</td>\n",
       "      <td>353825</td>\n",
       "      <td>9392,18398,41813,41961,51596,55917,56340,65089...</td>\n",
       "      <td>56</td>\n",
       "      <td>0.562000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.902000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>-11.557</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0308</td>\n",
       "      <td>98.381</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6840</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1FuJsPUcEyAELOp64pc7xw</td>\n",
       "      <td>Cryonic Harvest</td>\n",
       "      <td>3Kvu3Pt4lCurobOqd5fbXy</td>\n",
       "      <td>The Singularity (Phase 1 - Neo Humanity)</td>\n",
       "      <td>2PQVMx0BpRQhzMWLa7X0T6</td>\n",
       "      <td>Scar Symmetry</td>\n",
       "      <td>372986</td>\n",
       "      <td>216776,491587</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028700</td>\n",
       "      <td>6</td>\n",
       "      <td>0.4640</td>\n",
       "      <td>-4.007</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>114.020</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1yka5XpwTBV951mp2OVYcn</td>\n",
       "      <td>September Rose</td>\n",
       "      <td>3cdeLwQow0SYKutJPhwQpu</td>\n",
       "      <td>September Rose</td>\n",
       "      <td>2org0PubBAxTvjVvLo9PJ0</td>\n",
       "      <td>Cailin Russo</td>\n",
       "      <td>221358</td>\n",
       "      <td>4186,19640,22659,30080,33880,57974,60766,61756...</td>\n",
       "      <td>64</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>5</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>-7.622</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2300</td>\n",
       "      <td>177.902</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2920</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4RBd03PBwN3LNr0er6fkxd</td>\n",
       "      <td>I Got a Ride</td>\n",
       "      <td>3wvpIkfl4oOgZLMaQBWadf</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>0Xk15jHKly4c3AhPr5vjoA</td>\n",
       "      <td>Alan Silvestri</td>\n",
       "      <td>240640</td>\n",
       "      <td>33181,45406,74469,109780,126638,137661,151107,...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.403000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.888000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>-10.067</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>176.431</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6GygUjupLLKX273CNzZ4kQ</td>\n",
       "      <td>Oh How Lovely (feat. Tomppabeats)</td>\n",
       "      <td>4O4tlQX1aDjudqgHFBaRqS</td>\n",
       "      <td>For Her</td>\n",
       "      <td>4UpdjtYWiLUuaFT18TefcK</td>\n",
       "      <td>Wush</td>\n",
       "      <td>80308</td>\n",
       "      <td>18666,46926,122744,124417,168230,191935,206028...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.248000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.5370</td>\n",
       "      <td>-10.517</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>77.729</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>060oQAg8NRV2gbBTKYIRPA</td>\n",
       "      <td>Hayo, Haya</td>\n",
       "      <td>0bCP1GuTo2U0m7LVjeyrxA</td>\n",
       "      <td>A Holiday Celebration With The New York Choral...</td>\n",
       "      <td>6yrBBtqX2gKCHCrZOYBDrB</td>\n",
       "      <td>Peter, Paul and Mary</td>\n",
       "      <td>244506</td>\n",
       "      <td>36872,63363,163923,454139</td>\n",
       "      <td>4</td>\n",
       "      <td>0.960000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>7</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>-17.341</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>66.749</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5SzEdjMBb17oURYUXF6iGm</td>\n",
       "      <td>Hard as a Rock - Re-Recorded</td>\n",
       "      <td>6ztb2appgYobBobvsdAikJ</td>\n",
       "      <td>Smooth Up In Ya - The Best Of</td>\n",
       "      <td>4E35ibCNOAXiBdd4OMnlrk</td>\n",
       "      <td>Bulletboys</td>\n",
       "      <td>194093</td>\n",
       "      <td>27066,73384</td>\n",
       "      <td>2</td>\n",
       "      <td>0.002360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006610</td>\n",
       "      <td>8</td>\n",
       "      <td>0.3500</td>\n",
       "      <td>-3.242</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>139.905</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3870</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6F2zt7QZkdQKKBul5ATSMD</td>\n",
       "      <td>Get Lucky - Acoustic Version</td>\n",
       "      <td>7MVLs93UgceX6IR0h2gcdj</td>\n",
       "      <td>La La La (Compilation Hits Summer 2013)</td>\n",
       "      <td>0Cx7ajIZJXgs3YzihJ0h5P</td>\n",
       "      <td>Flash Ki</td>\n",
       "      <td>150517</td>\n",
       "      <td>36734,61837,98438,104226,208878,209981,228235,...</td>\n",
       "      <td>17</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000419</td>\n",
       "      <td>6</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-11.595</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0356</td>\n",
       "      <td>115.923</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4150</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4NwGrVIkJavdtdfX03hG0B</td>\n",
       "      <td>The Happening - Stereo</td>\n",
       "      <td>3nfOhRo12D73mZBUTQ7SMI</td>\n",
       "      <td>The Ultimate Collection</td>\n",
       "      <td>57bUPid8xztkieZfS7OlEV</td>\n",
       "      <td>The Supremes</td>\n",
       "      <td>169866</td>\n",
       "      <td>13044,18463,54906,55072,71623,73314,76922,1041...</td>\n",
       "      <td>51</td>\n",
       "      <td>0.207000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>-5.632</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0329</td>\n",
       "      <td>172.259</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8600</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5KzuAU7zxcP0bq0CPdRRyr</td>\n",
       "      <td>The Medic</td>\n",
       "      <td>7AiC8x8GIRbQK2ZROLox5f</td>\n",
       "      <td>The Albatross</td>\n",
       "      <td>2dfxY7YDuYCUtWFzWTS6IR</td>\n",
       "      <td>Foxing</td>\n",
       "      <td>202840</td>\n",
       "      <td>4996,8064,8074,10343,10945,10962,11880,12763,1...</td>\n",
       "      <td>291</td>\n",
       "      <td>0.017300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008830</td>\n",
       "      <td>9</td>\n",
       "      <td>0.1240</td>\n",
       "      <td>-7.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0293</td>\n",
       "      <td>104.977</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5XvS3t5O7c9X8cSoIIp3At</td>\n",
       "      <td>Under Mountain, Under Ground</td>\n",
       "      <td>3MTvSiHcDdqtnip99giaMS</td>\n",
       "      <td>The Lighthouse and the Whaler</td>\n",
       "      <td>6ls5A8Wys9Swixpz4v6kj3</td>\n",
       "      <td>The Lighthouse And The Whaler</td>\n",
       "      <td>260066</td>\n",
       "      <td>3117,18981,21750,29957,29967,31740,34493,34578...</td>\n",
       "      <td>100</td>\n",
       "      <td>0.183000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>-6.070</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>95.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2690</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7IaKUljpLoG5eDfEklNM9x</td>\n",
       "      <td>Face Again</td>\n",
       "      <td>54E5JvQWalx8xQ7TAeBGvf</td>\n",
       "      <td>\"What Is This Heart?\"</td>\n",
       "      <td>4jLcgJjDGmW0HmvbSf6lEI</td>\n",
       "      <td>How To Dress Well</td>\n",
       "      <td>268546</td>\n",
       "      <td>2335,3557,16152,21475,21919,33716,50361,90759,...</td>\n",
       "      <td>39</td>\n",
       "      <td>0.575000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000196</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0961</td>\n",
       "      <td>-10.715</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>134.904</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2540</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3g0zYe7PwBeF0iPiYFCSfu</td>\n",
       "      <td>The Spanish Lady</td>\n",
       "      <td>7kfs757an7r4vAoMykko9W</td>\n",
       "      <td>Johnny McEvoy Live</td>\n",
       "      <td>0wK5QhuLtbY2K4Rmm2FHE9</td>\n",
       "      <td>Johnny McEvoy</td>\n",
       "      <td>131293</td>\n",
       "      <td>88965</td>\n",
       "      <td>1</td>\n",
       "      <td>0.734000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>-7.835</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>102.722</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8510</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4wPbR6XonWB7fiyWUMAaH2</td>\n",
       "      <td>One More Time</td>\n",
       "      <td>0Qfwzu4yfzVUIrBLittdDO</td>\n",
       "      <td>The Separation</td>\n",
       "      <td>50JJSqHUf2RQ9xsHs0KMHg</td>\n",
       "      <td>Jon Bellion</td>\n",
       "      <td>179306</td>\n",
       "      <td>16065,16261,65916,77728,82497,141686,218628,22...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.013200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>-5.384</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0603</td>\n",
       "      <td>119.927</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3270</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2aOmlow495KuwYCcT8ZD4l</td>\n",
       "      <td>Julian</td>\n",
       "      <td>1wc7nRyIpIhe2DXcPs7JaM</td>\n",
       "      <td>Secreto De Amor</td>\n",
       "      <td>7FsRH5bw8iWpSbMX1G7xf1</td>\n",
       "      <td>Joan Sebastian</td>\n",
       "      <td>203121</td>\n",
       "      <td>1816,67404,168078,262967,292176,327032</td>\n",
       "      <td>6</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1460</td>\n",
       "      <td>-7.661</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>77.527</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6EmP2GA5oTASX7I2VWsHW0</td>\n",
       "      <td>Liszt: Etude In F min.</td>\n",
       "      <td>0wAihY1uCzhr4lQVvwvv48</td>\n",
       "      <td>Liszt: Transcendental Etudes</td>\n",
       "      <td>28GMeS2P9zOyLafLtKIsxw</td>\n",
       "      <td>Jerome Rose</td>\n",
       "      <td>246907</td>\n",
       "      <td>150566</td>\n",
       "      <td>1</td>\n",
       "      <td>0.987000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.898000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1930</td>\n",
       "      <td>-18.742</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>110.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7zOVwLxNKAG4FNNSKgJUv6</td>\n",
       "      <td>Hold Up - Original Mix</td>\n",
       "      <td>6A2aO9Aou6uhRdOf8euSnI</td>\n",
       "      <td>Vol.1</td>\n",
       "      <td>5E0Dski9cJwyM3PUEz3kFZ</td>\n",
       "      <td>Dolby Anol</td>\n",
       "      <td>250476</td>\n",
       "      <td>378959</td>\n",
       "      <td>1</td>\n",
       "      <td>0.038800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3280</td>\n",
       "      <td>-7.453</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>125.975</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>6XKRP0dq5PBVJROcKa9NnJ</td>\n",
       "      <td>Grind</td>\n",
       "      <td>3lijWnGSB6XLW3Kv7G9GTA</td>\n",
       "      <td>Black Magic</td>\n",
       "      <td>30QbUq31PEXAT4QFYZyBAM</td>\n",
       "      <td>Swollen Members</td>\n",
       "      <td>194973</td>\n",
       "      <td>125176,127786,132379,143773,195009,233753,2504...</td>\n",
       "      <td>8</td>\n",
       "      <td>0.168000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>-5.023</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>101.759</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8850</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>76QWmZ9lR65gGfe03jmmPP</td>\n",
       "      <td>There He Is</td>\n",
       "      <td>2bBDybnvM234YGjNVcMQaK</td>\n",
       "      <td>Eminem Presents The Re-Up</td>\n",
       "      <td>0adMhStQvE8H1B0IS45CJX</td>\n",
       "      <td>Bobby Creekwater</td>\n",
       "      <td>265013</td>\n",
       "      <td>14714,16555,16567,31598,37960,42455,50438,6339...</td>\n",
       "      <td>40</td>\n",
       "      <td>0.141000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>-4.667</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>83.031</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6530</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4pzeuvQ6REsnqhm5OjEhNy</td>\n",
       "      <td>Stacks On Deck</td>\n",
       "      <td>5DQfyTVNwFpCDa4fgav33b</td>\n",
       "      <td>Sauce 4 Sale (Hosted By DJ Smallz &amp; Biggarankin)</td>\n",
       "      <td>79cuYHQoS7mDIE6OJugUix</td>\n",
       "      <td>J Money, Soulja Boy &amp; Roscoe Dash</td>\n",
       "      <td>293268</td>\n",
       "      <td>259234,304263</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003320</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0728</td>\n",
       "      <td>-13.356</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0975</td>\n",
       "      <td>135.953</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8440</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1tUiPKYOob0YbMdVRbr79w</td>\n",
       "      <td>Up All Night</td>\n",
       "      <td>3M9tDLu83Y8XlcicBUF3sL</td>\n",
       "      <td>Glorious</td>\n",
       "      <td>1rSGNXhhYuWoq9BEz5DZGO</td>\n",
       "      <td>Arty</td>\n",
       "      <td>247346</td>\n",
       "      <td>153,975,3445,4267,6452,6862,12035,14512,14791,...</td>\n",
       "      <td>470</td>\n",
       "      <td>0.006620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>10</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>-4.711</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>129.984</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5210</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6tSQ3Ds8TkjchyvLNgveVy</td>\n",
       "      <td>Halloween Theme</td>\n",
       "      <td>5REFQTOTUzqGXmCXEc6M6t</td>\n",
       "      <td>This Is Halloween!</td>\n",
       "      <td>1PEhXY2A5CxayuUzbbroUo</td>\n",
       "      <td>Retrospectre</td>\n",
       "      <td>175119</td>\n",
       "      <td>21510,24130,128933,353077,391764,436180,479308...</td>\n",
       "      <td>9</td>\n",
       "      <td>0.223000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.901000</td>\n",
       "      <td>11</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>-13.372</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>136.001</td>\n",
       "      <td>5</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>31RYcUDhkqkH1W2xxnzBjY</td>\n",
       "      <td>Forbes</td>\n",
       "      <td>49vSoDFKeJoXe1Nxy20k0s</td>\n",
       "      <td>Forbes</td>\n",
       "      <td>02kJSzxNuaWGqwubyUba0Z</td>\n",
       "      <td>G-Eazy</td>\n",
       "      <td>206315</td>\n",
       "      <td>215,560,606,844,1212,1747,1830,1980,2174,2337,...</td>\n",
       "      <td>1765</td>\n",
       "      <td>0.022300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0902</td>\n",
       "      <td>-4.326</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>113.990</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5010</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>6urBMNarztXhgZ93wItFTQ</td>\n",
       "      <td>When the Feeling Goes Away</td>\n",
       "      <td>5zir7yRIywAIzI1Q0B9rLj</td>\n",
       "      <td>One More Night</td>\n",
       "      <td>1qwdTaVUdjYJLLoxtFmsqr</td>\n",
       "      <td>The Movement</td>\n",
       "      <td>192609</td>\n",
       "      <td>4502,28445,32639,33784,41730,54985,57188,58209...</td>\n",
       "      <td>73</td>\n",
       "      <td>0.338000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0788</td>\n",
       "      <td>-8.189</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>96.010</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4550</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>3IjTEp4wLCr0WVyJkvg1kj</td>\n",
       "      <td>Light in My Eyes</td>\n",
       "      <td>5vQ9RM6Nf3lFTvYBr7Kq7t</td>\n",
       "      <td>Uprooted</td>\n",
       "      <td>2PyWfmEeKmRNhQkAJ1zJXw</td>\n",
       "      <td>The Last Revel</td>\n",
       "      <td>271361</td>\n",
       "      <td>1491,6202,6773,27760,47760,95713,160811,211923...</td>\n",
       "      <td>21</td>\n",
       "      <td>0.242000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>-7.177</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0282</td>\n",
       "      <td>137.952</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2820</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>6SE1opPh1fvqgOSt0leF0d</td>\n",
       "      <td>Dont Waste My Time</td>\n",
       "      <td>6zl5LbOi0Nivi47pQWheaw</td>\n",
       "      <td>SDM</td>\n",
       "      <td>6YGhVeajpGcixgdaTfakUL</td>\n",
       "      <td>Capital T.</td>\n",
       "      <td>204956</td>\n",
       "      <td>25680,70281,181476,225061,291694,415439</td>\n",
       "      <td>6</td>\n",
       "      <td>0.085800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0991</td>\n",
       "      <td>-5.642</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>110.050</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5700</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>7Ht9ePi78nxKAinLC0QVe2</td>\n",
       "      <td>Tired</td>\n",
       "      <td>6K9EDm6kFjd10neZLZSjA6</td>\n",
       "      <td>Tired</td>\n",
       "      <td>05Zr3tq3xPIxChT2JfMDCe</td>\n",
       "      <td>We Rabbitz</td>\n",
       "      <td>193187</td>\n",
       "      <td>55323,180695,244306,390835,407041,408279</td>\n",
       "      <td>6</td>\n",
       "      <td>0.047800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.2610</td>\n",
       "      <td>-8.640</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>127.979</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2380</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>06JJ9AUDnBRJPTYRCQk3mF</td>\n",
       "      <td>…To Ashes</td>\n",
       "      <td>79zgK4wGsCT3O8m6sv0r1r</td>\n",
       "      <td>Ashes To Ashes</td>\n",
       "      <td>4UgQ3EFa8fEeaIEg54uV5b</td>\n",
       "      <td>Chelsea Grin</td>\n",
       "      <td>136093</td>\n",
       "      <td>53442,72120,137763,194662,245963,258998,288271...</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>...</td>\n",
       "      <td>0.885000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>-2.562</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0619</td>\n",
       "      <td>99.985</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1370</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>6OXt9aSIr4DSxSR3Qjrtgp</td>\n",
       "      <td>Assassin</td>\n",
       "      <td>1V5vQRMWTNGmqwxY8jMVou</td>\n",
       "      <td>Battle Studies</td>\n",
       "      <td>0hEurMDQu99nJRq8pTxO14</td>\n",
       "      <td>John Mayer</td>\n",
       "      <td>314853</td>\n",
       "      <td>1921,3689,4322,6843,9831,10795,12010,13143,173...</td>\n",
       "      <td>270</td>\n",
       "      <td>0.302000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0881</td>\n",
       "      <td>-9.088</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0485</td>\n",
       "      <td>159.929</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5930</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>4Z6e88z4yPI3oYBAUicQ1b</td>\n",
       "      <td>Liberate</td>\n",
       "      <td>5lOFvOWAdy9G6p44noRILU</td>\n",
       "      <td>Slipknot</td>\n",
       "      <td>05fG473iIaoy82BF1aGhL8</td>\n",
       "      <td>Slipknot</td>\n",
       "      <td>184306</td>\n",
       "      <td>2102,5530,9263,10411,22187,28292,31515,57736,7...</td>\n",
       "      <td>72</td>\n",
       "      <td>0.000779</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0744</td>\n",
       "      <td>-3.961</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>145.162</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3950</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>36K4sP7kCp83pb5jMAEgii</td>\n",
       "      <td>Where's the Time</td>\n",
       "      <td>7la9QdZJCOWVZ2Wqh7rS9w</td>\n",
       "      <td>Caveman</td>\n",
       "      <td>2Co0mXhhgm8bAISHfj1fje</td>\n",
       "      <td>Caveman</td>\n",
       "      <td>255493</td>\n",
       "      <td>28986,60792,68168,83894,124744,210342,227813,2...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.124000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>-12.288</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>122.927</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2510</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>6fnkSXzRMtwZolujZ4b4Du</td>\n",
       "      <td>You And Me Together</td>\n",
       "      <td>3BdqKi8c48NUvZ7ppk3wHV</td>\n",
       "      <td>Hannah Montana 2 / Meet Miley Cyrus</td>\n",
       "      <td>7nU4hB040gTmHm45YYMvqc</td>\n",
       "      <td>Hannah Montana</td>\n",
       "      <td>226946</td>\n",
       "      <td>3700,6781,21924,23350,28473,28842,30487,33926,...</td>\n",
       "      <td>123</td>\n",
       "      <td>0.020600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0548</td>\n",
       "      <td>-4.135</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0437</td>\n",
       "      <td>130.057</td>\n",
       "      <td>4</td>\n",
       "      <td>0.6760</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>4mhF2ALcuLuUotXWV8iboY</td>\n",
       "      <td>Angel Eyes</td>\n",
       "      <td>5an4Td3dZA7mRwmktm9mh7</td>\n",
       "      <td>Master Hits</td>\n",
       "      <td>3d2hJTVTwo08F9b0ZFQukJ</td>\n",
       "      <td>The Jeff Healey Band</td>\n",
       "      <td>280933</td>\n",
       "      <td>4236,10359,12540,13543,13861,13963,17872,18922...</td>\n",
       "      <td>121</td>\n",
       "      <td>0.355000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0595</td>\n",
       "      <td>-6.879</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0278</td>\n",
       "      <td>126.909</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3970</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>5jOlIxWQRb5f1YqxV2zEE2</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>63pJMk3S5vS5e8wrInkDhi</td>\n",
       "      <td>Farmhouse</td>\n",
       "      <td>5wbIWUzTPuTxTyG6ouQKqz</td>\n",
       "      <td>Phish</td>\n",
       "      <td>127293</td>\n",
       "      <td>10462,61394,83049,83949,85929,127544,148633,19...</td>\n",
       "      <td>14</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009360</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>-14.848</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>128.347</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3150</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2H8RU3mT3V55yH1FfO4pS5</td>\n",
       "      <td>Like A Rock</td>\n",
       "      <td>7wZmpvh4f6WIBftDnAdxCP</td>\n",
       "      <td>That Girl</td>\n",
       "      <td>2WV4xLQooFalR2cit0XSKp</td>\n",
       "      <td>Jennifer Nettles</td>\n",
       "      <td>263053</td>\n",
       "      <td>117004,190558</td>\n",
       "      <td>2</td>\n",
       "      <td>0.259000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>3</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>-5.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0330</td>\n",
       "      <td>129.665</td>\n",
       "      <td>3</td>\n",
       "      <td>0.2470</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>3npbtkmTdUlRxGFxViDD0K</td>\n",
       "      <td>Canta Corazón</td>\n",
       "      <td>1MTvtQtk1V2gqCNxnu5cNA</td>\n",
       "      <td>A Corazón Abierto</td>\n",
       "      <td>6sq1yF0OZEWA4xoXVKW1L9</td>\n",
       "      <td>Alejandro Fernandez</td>\n",
       "      <td>254600</td>\n",
       "      <td>3502,4121,7500,22984,43870,49864,57374,58985,6...</td>\n",
       "      <td>108</td>\n",
       "      <td>0.425000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0746</td>\n",
       "      <td>-7.738</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>104.060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8320</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>6fcDAU3eJkxxyuD6kdPDzX</td>\n",
       "      <td>I Can Only Give My All</td>\n",
       "      <td>329VRkBeRldhMhHf5pcsDU</td>\n",
       "      <td>Dean Wareham</td>\n",
       "      <td>7hR1nc352bF29oLx9nAMuj</td>\n",
       "      <td>Dean Wareham</td>\n",
       "      <td>190533</td>\n",
       "      <td>305726</td>\n",
       "      <td>1</td>\n",
       "      <td>0.054700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0966</td>\n",
       "      <td>-8.404</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0610</td>\n",
       "      <td>127.192</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1490</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>47XpijyXBZ3f1Ro9XxOpOF</td>\n",
       "      <td>Whistle</td>\n",
       "      <td>2ESfYwurZD5RswjZUbDlqX</td>\n",
       "      <td>3 at Last</td>\n",
       "      <td>7FpOGzPK8QgIpFOky6PnGk</td>\n",
       "      <td>Sporto Kantès</td>\n",
       "      <td>174496</td>\n",
       "      <td>54079,55564,64149,70259,77440,79307,84787,1051...</td>\n",
       "      <td>29</td>\n",
       "      <td>0.215000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>-4.444</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0901</td>\n",
       "      <td>87.458</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9370</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0JHBJUQpsRF24G9A2YYpUp</td>\n",
       "      <td>La Va a Pagar</td>\n",
       "      <td>12T5c4RFxAaILy5OGPKMjD</td>\n",
       "      <td>Super Bachatazos 97</td>\n",
       "      <td>4HsV8W4jNUApo10orgtSCb</td>\n",
       "      <td>Junior Arias</td>\n",
       "      <td>250306</td>\n",
       "      <td>486688</td>\n",
       "      <td>1</td>\n",
       "      <td>0.630000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>4</td>\n",
       "      <td>0.4920</td>\n",
       "      <td>-6.786</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0485</td>\n",
       "      <td>129.780</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9440</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1ULa3GfdMKs0MfRpm6xVlu</td>\n",
       "      <td>We Dem Boyz</td>\n",
       "      <td>2pl9PVgr8QFKRGY0HY69GI</td>\n",
       "      <td>Blacc Hollywood</td>\n",
       "      <td>137W8MRPWKqSmrBGDBFSop</td>\n",
       "      <td>Wiz Khalifa</td>\n",
       "      <td>224933</td>\n",
       "      <td>106,315,440,527,557,684,734,975,986,1026,1049,...</td>\n",
       "      <td>5687</td>\n",
       "      <td>0.006890</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.3210</td>\n",
       "      <td>-4.736</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0540</td>\n",
       "      <td>130.021</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>55ROA2V0eyGQKBf4qs8TfA</td>\n",
       "      <td>Levitate - Album Edit</td>\n",
       "      <td>60m5TKE4lVoRv8NkpHFB1D</td>\n",
       "      <td>Every Weekend</td>\n",
       "      <td>1369EOxSlL69yV9Yp1nVaR</td>\n",
       "      <td>Hadouken!</td>\n",
       "      <td>285080</td>\n",
       "      <td>7039,7393,13190,15637,17377,17752,22795,23363,...</td>\n",
       "      <td>127</td>\n",
       "      <td>0.005960</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2410</td>\n",
       "      <td>-3.787</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>133.048</td>\n",
       "      <td>4</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>4VLS7iLVVjMLa7XcnbzG1m</td>\n",
       "      <td>I Love You Too</td>\n",
       "      <td>6VLsnbHXBR9D7JkYtNg0TO</td>\n",
       "      <td>Family Time</td>\n",
       "      <td>0o0rlxlC3ApLWsxFkUjMXc</td>\n",
       "      <td>Ziggy Marley</td>\n",
       "      <td>213480</td>\n",
       "      <td>50049,52274,52594,124456,159547,175239,176406,...</td>\n",
       "      <td>28</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>-5.158</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>89.872</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8000</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>5MSGHYOz2HC3PYFnk8CNv8</td>\n",
       "      <td>Chicken Payback</td>\n",
       "      <td>0g2SojnFgSbqGjZFtdsHLz</td>\n",
       "      <td>Free The Bees</td>\n",
       "      <td>6XiSck3QPuXk7ho6zlDz3P</td>\n",
       "      <td>The Bees</td>\n",
       "      <td>193573</td>\n",
       "      <td>37442,55527,163373,172929,195133,310762,336750...</td>\n",
       "      <td>13</td>\n",
       "      <td>0.087600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000522</td>\n",
       "      <td>11</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>-3.051</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>141.941</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9510</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>6D9XBfUFCpnVN2tSP2bETW</td>\n",
       "      <td>Let It Be - The Voice Performance</td>\n",
       "      <td>7GX9qCMyqCE2surVUDJJgp</td>\n",
       "      <td>The Complete Season 5 Collection</td>\n",
       "      <td>3gtaVMrNBTAFtlzYTeHNua</td>\n",
       "      <td>Tessanne Chin</td>\n",
       "      <td>216378</td>\n",
       "      <td>17840,25294,28805,149816,170122,193013,193951,...</td>\n",
       "      <td>18</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3970</td>\n",
       "      <td>-4.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>143.837</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3520</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1bpaA5Pn4jlo1cRAOBNQnh</td>\n",
       "      <td>Golden Lady</td>\n",
       "      <td>5jgI8Eminx9MmLBontDWq8</td>\n",
       "      <td>Innervisions</td>\n",
       "      <td>7guDJrEfX3qb6FEbdPA5qi</td>\n",
       "      <td>Stevie Wonder</td>\n",
       "      <td>298466</td>\n",
       "      <td>15725,19096,26853,35682,36310,57839,87683,8900...</td>\n",
       "      <td>60</td>\n",
       "      <td>0.256000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>-9.793</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>101.906</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>5df2wa0VGO0VzHxYUmDwtl</td>\n",
       "      <td>Blow Ya Mind</td>\n",
       "      <td>2RfF6dGpYIN5u1mNkfG8Pb</td>\n",
       "      <td>Pink Friday</td>\n",
       "      <td>0hCNtLu0JehylgoiP8L4Gh</td>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>220546</td>\n",
       "      <td>5246,10881,11969,16921,21123,42123,49308,63635...</td>\n",
       "      <td>84</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>-3.379</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>160.073</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1rW2nkUbmKD2MC22YrU8cX</td>\n",
       "      <td>Whoa</td>\n",
       "      <td>5vRfIDOPJHy3W2wHWbzLlE</td>\n",
       "      <td>Doris</td>\n",
       "      <td>3A5tHz1SfngyOZM2gItYKu</td>\n",
       "      <td>Earl Sweatshirt</td>\n",
       "      <td>196426</td>\n",
       "      <td>1690,2521,3914,4550,7326,13040,14519,14736,147...</td>\n",
       "      <td>416</td>\n",
       "      <td>0.001410</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>2</td>\n",
       "      <td>0.3220</td>\n",
       "      <td>-6.321</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3100</td>\n",
       "      <td>79.616</td>\n",
       "      <td>4</td>\n",
       "      <td>0.3510</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     track                                     track_name  \\\n",
       "0   1YGa5zwwbzA9lFGPB3HcLt                    Suavemente - Spanglish Edit   \n",
       "1   4gOMf7ak5Ycx9BghTCSTBL                     Sexo X Money (feat. Ozuna)   \n",
       "2   7kl337nuuTTVcXJiQqBgwJ                     Jessica - Unedited Version   \n",
       "3   0LAfANg75hYiV1IAEP3vY6                                 Take Your Mama   \n",
       "4   0Hpl422q9VhpQu1RBKlnF1                       3rd Chakra \"Sacred Fire\"   \n",
       "5   4uTTsXhygWzSjUxXLHZ4HW                                         No Way   \n",
       "6   1KDnLoIEPRd4iRYzgvDBzo                                 Far Away Place   \n",
       "7   0j9rNb4IHxLgKdLGZ1sd1I                               Psalm 145 (Live)   \n",
       "8   1Dfst5fQZYoW8QBfo4mUmn                                         Parade   \n",
       "9   6ZbiaHwI9x7CIxYGOEmXxd                                          Beast   \n",
       "10  3AUz2xcMnn1CDLDtFRCPeV  My Head Is A Jungle - Radio Edit (Bonustrack)   \n",
       "11  7qtAgn9mwxygsPOsUDVRRt                                       Survivor   \n",
       "12  6X6ctfqSkAaaUWNAEt3J3L                          Tu verano mi invierno   \n",
       "13  0MzO0c9Lr1d4mTUQtGhSJX                                         Church   \n",
       "14  1FuJsPUcEyAELOp64pc7xw                                Cryonic Harvest   \n",
       "15  1yka5XpwTBV951mp2OVYcn                                 September Rose   \n",
       "16  4RBd03PBwN3LNr0er6fkxd                                   I Got a Ride   \n",
       "17  6GygUjupLLKX273CNzZ4kQ              Oh How Lovely (feat. Tomppabeats)   \n",
       "18  060oQAg8NRV2gbBTKYIRPA                                     Hayo, Haya   \n",
       "19  5SzEdjMBb17oURYUXF6iGm                   Hard as a Rock - Re-Recorded   \n",
       "20  6F2zt7QZkdQKKBul5ATSMD                   Get Lucky - Acoustic Version   \n",
       "21  4NwGrVIkJavdtdfX03hG0B                         The Happening - Stereo   \n",
       "22  5KzuAU7zxcP0bq0CPdRRyr                                      The Medic   \n",
       "23  5XvS3t5O7c9X8cSoIIp3At                   Under Mountain, Under Ground   \n",
       "24  7IaKUljpLoG5eDfEklNM9x                                     Face Again   \n",
       "25  3g0zYe7PwBeF0iPiYFCSfu                               The Spanish Lady   \n",
       "26  4wPbR6XonWB7fiyWUMAaH2                                  One More Time   \n",
       "27  2aOmlow495KuwYCcT8ZD4l                                         Julian   \n",
       "28  6EmP2GA5oTASX7I2VWsHW0                         Liszt: Etude In F min.   \n",
       "29  7zOVwLxNKAG4FNNSKgJUv6                         Hold Up - Original Mix   \n",
       "..                     ...                                            ...   \n",
       "70  6XKRP0dq5PBVJROcKa9NnJ                                          Grind   \n",
       "71  76QWmZ9lR65gGfe03jmmPP                                    There He Is   \n",
       "72  4pzeuvQ6REsnqhm5OjEhNy                                 Stacks On Deck   \n",
       "73  1tUiPKYOob0YbMdVRbr79w                                   Up All Night   \n",
       "74  6tSQ3Ds8TkjchyvLNgveVy                                Halloween Theme   \n",
       "75  31RYcUDhkqkH1W2xxnzBjY                                         Forbes   \n",
       "76  6urBMNarztXhgZ93wItFTQ                     When the Feeling Goes Away   \n",
       "77  3IjTEp4wLCr0WVyJkvg1kj                               Light in My Eyes   \n",
       "78  6SE1opPh1fvqgOSt0leF0d                             Dont Waste My Time   \n",
       "79  7Ht9ePi78nxKAinLC0QVe2                                          Tired   \n",
       "80  06JJ9AUDnBRJPTYRCQk3mF                                      …To Ashes   \n",
       "81  6OXt9aSIr4DSxSR3Qjrtgp                                       Assassin   \n",
       "82  4Z6e88z4yPI3oYBAUicQ1b                                       Liberate   \n",
       "83  36K4sP7kCp83pb5jMAEgii                               Where's the Time   \n",
       "84  6fnkSXzRMtwZolujZ4b4Du                            You And Me Together   \n",
       "85  4mhF2ALcuLuUotXWV8iboY                                     Angel Eyes   \n",
       "86  5jOlIxWQRb5f1YqxV2zEE2                                          Sleep   \n",
       "87  2H8RU3mT3V55yH1FfO4pS5                                    Like A Rock   \n",
       "88  3npbtkmTdUlRxGFxViDD0K                                  Canta Corazón   \n",
       "89  6fcDAU3eJkxxyuD6kdPDzX                         I Can Only Give My All   \n",
       "90  47XpijyXBZ3f1Ro9XxOpOF                                        Whistle   \n",
       "91  0JHBJUQpsRF24G9A2YYpUp                                  La Va a Pagar   \n",
       "92  1ULa3GfdMKs0MfRpm6xVlu                                    We Dem Boyz   \n",
       "93  55ROA2V0eyGQKBf4qs8TfA                          Levitate - Album Edit   \n",
       "94  4VLS7iLVVjMLa7XcnbzG1m                                 I Love You Too   \n",
       "95  5MSGHYOz2HC3PYFnk8CNv8                                Chicken Payback   \n",
       "96  6D9XBfUFCpnVN2tSP2bETW              Let It Be - The Voice Performance   \n",
       "97  1bpaA5Pn4jlo1cRAOBNQnh                                    Golden Lady   \n",
       "98  5df2wa0VGO0VzHxYUmDwtl                                   Blow Ya Mind   \n",
       "99  1rW2nkUbmKD2MC22YrU8cX                                           Whoa   \n",
       "\n",
       "                     album                                         album_name  \\\n",
       "0   6hGJXv2n5dNuIpaxpgSBOe                            Suavemente, The Remixes   \n",
       "1   3BB6mEEVz8vb2yMRSPHiDR                                          8 Semanas   \n",
       "2   1n9rbMLUmrXBBBJffS7pDj                               Brothers And Sisters   \n",
       "3   65Fllu4vQdZQOh6id0YwIM                                    Scissor Sisters   \n",
       "4   07fAo1agwL9nuky8VmMhNa                                        Chakradance   \n",
       "5   1ST1X21yXzG5rJtflnBXFT                                           The Rise   \n",
       "6   3bcrjy1PXm8vwbqP6ylr6j                                       On The Quiet   \n",
       "7   3UzKQzSKz9lo1rGBDm7iFv                                        Psalms Live   \n",
       "8   14Q6NvjUSthc0Xgb5EgtQd                                              Sorry   \n",
       "9   1Zx6djdveDkq0CBg3qUZ6N                                              Beast   \n",
       "10  6PM47OzoNGqc96KDDksQi8                                   Vs Head Vs Heart   \n",
       "11  0IVseR3zfrrInlKJQNh294                                           Survivor   \n",
       "12  6D3n83RW6quQ0J0PHZ4fPU                                          CARACOLES   \n",
       "13  0xkOcQLjAB9PIEDrGbl4OI                                        Coolin' Off   \n",
       "14  3Kvu3Pt4lCurobOqd5fbXy           The Singularity (Phase 1 - Neo Humanity)   \n",
       "15  3cdeLwQow0SYKutJPhwQpu                                     September Rose   \n",
       "16  3wvpIkfl4oOgZLMaQBWadf                                       The Avengers   \n",
       "17  4O4tlQX1aDjudqgHFBaRqS                                            For Her   \n",
       "18  0bCP1GuTo2U0m7LVjeyrxA  A Holiday Celebration With The New York Choral...   \n",
       "19  6ztb2appgYobBobvsdAikJ                      Smooth Up In Ya - The Best Of   \n",
       "20  7MVLs93UgceX6IR0h2gcdj            La La La (Compilation Hits Summer 2013)   \n",
       "21  3nfOhRo12D73mZBUTQ7SMI                            The Ultimate Collection   \n",
       "22  7AiC8x8GIRbQK2ZROLox5f                                      The Albatross   \n",
       "23  3MTvSiHcDdqtnip99giaMS                      The Lighthouse and the Whaler   \n",
       "24  54E5JvQWalx8xQ7TAeBGvf                              \"What Is This Heart?\"   \n",
       "25  7kfs757an7r4vAoMykko9W                                 Johnny McEvoy Live   \n",
       "26  0Qfwzu4yfzVUIrBLittdDO                                     The Separation   \n",
       "27  1wc7nRyIpIhe2DXcPs7JaM                                    Secreto De Amor   \n",
       "28  0wAihY1uCzhr4lQVvwvv48                       Liszt: Transcendental Etudes   \n",
       "29  6A2aO9Aou6uhRdOf8euSnI                                              Vol.1   \n",
       "..                     ...                                                ...   \n",
       "70  3lijWnGSB6XLW3Kv7G9GTA                                        Black Magic   \n",
       "71  2bBDybnvM234YGjNVcMQaK                          Eminem Presents The Re-Up   \n",
       "72  5DQfyTVNwFpCDa4fgav33b   Sauce 4 Sale (Hosted By DJ Smallz & Biggarankin)   \n",
       "73  3M9tDLu83Y8XlcicBUF3sL                                           Glorious   \n",
       "74  5REFQTOTUzqGXmCXEc6M6t                                 This Is Halloween!   \n",
       "75  49vSoDFKeJoXe1Nxy20k0s                                             Forbes   \n",
       "76  5zir7yRIywAIzI1Q0B9rLj                                     One More Night   \n",
       "77  5vQ9RM6Nf3lFTvYBr7Kq7t                                           Uprooted   \n",
       "78  6zl5LbOi0Nivi47pQWheaw                                                SDM   \n",
       "79  6K9EDm6kFjd10neZLZSjA6                                              Tired   \n",
       "80  79zgK4wGsCT3O8m6sv0r1r                                     Ashes To Ashes   \n",
       "81  1V5vQRMWTNGmqwxY8jMVou                                     Battle Studies   \n",
       "82  5lOFvOWAdy9G6p44noRILU                                           Slipknot   \n",
       "83  7la9QdZJCOWVZ2Wqh7rS9w                                            Caveman   \n",
       "84  3BdqKi8c48NUvZ7ppk3wHV                Hannah Montana 2 / Meet Miley Cyrus   \n",
       "85  5an4Td3dZA7mRwmktm9mh7                                        Master Hits   \n",
       "86  63pJMk3S5vS5e8wrInkDhi                                          Farmhouse   \n",
       "87  7wZmpvh4f6WIBftDnAdxCP                                          That Girl   \n",
       "88  1MTvtQtk1V2gqCNxnu5cNA                                  A Corazón Abierto   \n",
       "89  329VRkBeRldhMhHf5pcsDU                                       Dean Wareham   \n",
       "90  2ESfYwurZD5RswjZUbDlqX                                          3 at Last   \n",
       "91  12T5c4RFxAaILy5OGPKMjD                                Super Bachatazos 97   \n",
       "92  2pl9PVgr8QFKRGY0HY69GI                                    Blacc Hollywood   \n",
       "93  60m5TKE4lVoRv8NkpHFB1D                                      Every Weekend   \n",
       "94  6VLsnbHXBR9D7JkYtNg0TO                                        Family Time   \n",
       "95  0g2SojnFgSbqGjZFtdsHLz                                      Free The Bees   \n",
       "96  7GX9qCMyqCE2surVUDJJgp                   The Complete Season 5 Collection   \n",
       "97  5jgI8Eminx9MmLBontDWq8                                       Innervisions   \n",
       "98  2RfF6dGpYIN5u1mNkfG8Pb                                        Pink Friday   \n",
       "99  5vRfIDOPJHy3W2wHWbzLlE                                              Doris   \n",
       "\n",
       "                    artist                        artist_name  duration_ms  \\\n",
       "0   1c22GXH30ijlOfXhfLz9Df                       Elvis Crespo       267333   \n",
       "1   5gUZ67Vzi1FV2SnrWl1GlE                        Benny Benni       278809   \n",
       "2   4wQ3PyMz3WwJGI5uEqHUVR           The Allman Brothers Band       451160   \n",
       "3   3Y10boYzeuFCJ4Qgp53w6o                    Scissor Sisters       271906   \n",
       "4   3kbO7dxGm5uux3yrXYlnvR                    Jonthan Goldman       509306   \n",
       "5   5Z5jUyiNvFaqp0EVyLNf0p                         Futuristic       231823   \n",
       "6   1w7cucUEPR1Yq9g03g6T8m                             Xinobi       259146   \n",
       "7   2LFbgsbEhfilNpQYW7mied                      Shane & Shane       407814   \n",
       "8   0W8xe7IqAPlnBRMUpWOUuJ                          Meg Myers       205266   \n",
       "9   4cSYNpczcvTUpnPMFDLsIc                 Tungevaag & Raaban       198011   \n",
       "10  01e2lCvLZ4fLUIRy68nptH                          Wankelmut       214520   \n",
       "11  1Y8cdNmUJH7yBTd9yOvr5i                    Destiny's Child       254040   \n",
       "12  27GzlZraldlAG0k7oBqmUS                  Kanaku y El Tigre       161306   \n",
       "13  4rMUtWPGbE6waga7PQO0oQ                           Galactic       353825   \n",
       "14  2PQVMx0BpRQhzMWLa7X0T6                      Scar Symmetry       372986   \n",
       "15  2org0PubBAxTvjVvLo9PJ0                       Cailin Russo       221358   \n",
       "16  0Xk15jHKly4c3AhPr5vjoA                     Alan Silvestri       240640   \n",
       "17  4UpdjtYWiLUuaFT18TefcK                               Wush        80308   \n",
       "18  6yrBBtqX2gKCHCrZOYBDrB               Peter, Paul and Mary       244506   \n",
       "19  4E35ibCNOAXiBdd4OMnlrk                         Bulletboys       194093   \n",
       "20  0Cx7ajIZJXgs3YzihJ0h5P                           Flash Ki       150517   \n",
       "21  57bUPid8xztkieZfS7OlEV                       The Supremes       169866   \n",
       "22  2dfxY7YDuYCUtWFzWTS6IR                             Foxing       202840   \n",
       "23  6ls5A8Wys9Swixpz4v6kj3      The Lighthouse And The Whaler       260066   \n",
       "24  4jLcgJjDGmW0HmvbSf6lEI                  How To Dress Well       268546   \n",
       "25  0wK5QhuLtbY2K4Rmm2FHE9                      Johnny McEvoy       131293   \n",
       "26  50JJSqHUf2RQ9xsHs0KMHg                        Jon Bellion       179306   \n",
       "27  7FsRH5bw8iWpSbMX1G7xf1                     Joan Sebastian       203121   \n",
       "28  28GMeS2P9zOyLafLtKIsxw                        Jerome Rose       246907   \n",
       "29  5E0Dski9cJwyM3PUEz3kFZ                         Dolby Anol       250476   \n",
       "..                     ...                                ...          ...   \n",
       "70  30QbUq31PEXAT4QFYZyBAM                    Swollen Members       194973   \n",
       "71  0adMhStQvE8H1B0IS45CJX                   Bobby Creekwater       265013   \n",
       "72  79cuYHQoS7mDIE6OJugUix  J Money, Soulja Boy & Roscoe Dash       293268   \n",
       "73  1rSGNXhhYuWoq9BEz5DZGO                               Arty       247346   \n",
       "74  1PEhXY2A5CxayuUzbbroUo                       Retrospectre       175119   \n",
       "75  02kJSzxNuaWGqwubyUba0Z                             G-Eazy       206315   \n",
       "76  1qwdTaVUdjYJLLoxtFmsqr                       The Movement       192609   \n",
       "77  2PyWfmEeKmRNhQkAJ1zJXw                     The Last Revel       271361   \n",
       "78  6YGhVeajpGcixgdaTfakUL                         Capital T.       204956   \n",
       "79  05Zr3tq3xPIxChT2JfMDCe                         We Rabbitz       193187   \n",
       "80  4UgQ3EFa8fEeaIEg54uV5b                       Chelsea Grin       136093   \n",
       "81  0hEurMDQu99nJRq8pTxO14                         John Mayer       314853   \n",
       "82  05fG473iIaoy82BF1aGhL8                           Slipknot       184306   \n",
       "83  2Co0mXhhgm8bAISHfj1fje                            Caveman       255493   \n",
       "84  7nU4hB040gTmHm45YYMvqc                     Hannah Montana       226946   \n",
       "85  3d2hJTVTwo08F9b0ZFQukJ               The Jeff Healey Band       280933   \n",
       "86  5wbIWUzTPuTxTyG6ouQKqz                              Phish       127293   \n",
       "87  2WV4xLQooFalR2cit0XSKp                   Jennifer Nettles       263053   \n",
       "88  6sq1yF0OZEWA4xoXVKW1L9                Alejandro Fernandez       254600   \n",
       "89  7hR1nc352bF29oLx9nAMuj                       Dean Wareham       190533   \n",
       "90  7FpOGzPK8QgIpFOky6PnGk                      Sporto Kantès       174496   \n",
       "91  4HsV8W4jNUApo10orgtSCb                       Junior Arias       250306   \n",
       "92  137W8MRPWKqSmrBGDBFSop                        Wiz Khalifa       224933   \n",
       "93  1369EOxSlL69yV9Yp1nVaR                          Hadouken!       285080   \n",
       "94  0o0rlxlC3ApLWsxFkUjMXc                       Ziggy Marley       213480   \n",
       "95  6XiSck3QPuXk7ho6zlDz3P                           The Bees       193573   \n",
       "96  3gtaVMrNBTAFtlzYTeHNua                      Tessanne Chin       216378   \n",
       "97  7guDJrEfX3qb6FEbdPA5qi                      Stevie Wonder       298466   \n",
       "98  0hCNtLu0JehylgoiP8L4Gh                        Nicki Minaj       220546   \n",
       "99  3A5tHz1SfngyOZM2gItYKu                    Earl Sweatshirt       196426   \n",
       "\n",
       "                                      playlist_member  num_member  \\\n",
       "0   92453,112168,121648,238345,245267,303554,31985...          12   \n",
       "1                                        96862,117960           2   \n",
       "2   1231,2588,3054,4223,4777,4955,5094,5199,5991,6...         871   \n",
       "3   1697,2647,3150,5142,5199,6597,6669,7301,7367,7...         534   \n",
       "4                                              231516           1   \n",
       "5   1198,2027,3511,5700,6087,6472,9139,10313,12001...         243   \n",
       "6   460,11131,13976,24479,27781,31117,34279,35995,...          70   \n",
       "7   3716,8758,46215,48732,49280,60327,80056,95633,...          41   \n",
       "8   37107,171851,277089,318412,354268,370338,42882...           9   \n",
       "9   3107,3744,4350,6324,7592,9519,19093,19323,2265...          84   \n",
       "10  1334,8616,12748,19011,19662,24145,24594,25194,...         244   \n",
       "11  65,300,381,497,585,723,780,1015,1057,1195,1223...        3482   \n",
       "12     12411,17544,180400,191122,351461,381404,427332           7   \n",
       "13  9392,18398,41813,41961,51596,55917,56340,65089...          56   \n",
       "14                                      216776,491587           2   \n",
       "15  4186,19640,22659,30080,33880,57974,60766,61756...          64   \n",
       "16  33181,45406,74469,109780,126638,137661,151107,...          16   \n",
       "17  18666,46926,122744,124417,168230,191935,206028...          16   \n",
       "18                          36872,63363,163923,454139           4   \n",
       "19                                        27066,73384           2   \n",
       "20  36734,61837,98438,104226,208878,209981,228235,...          17   \n",
       "21  13044,18463,54906,55072,71623,73314,76922,1041...          51   \n",
       "22  4996,8064,8074,10343,10945,10962,11880,12763,1...         291   \n",
       "23  3117,18981,21750,29957,29967,31740,34493,34578...         100   \n",
       "24  2335,3557,16152,21475,21919,33716,50361,90759,...          39   \n",
       "25                                              88965           1   \n",
       "26  16065,16261,65916,77728,82497,141686,218628,22...          18   \n",
       "27             1816,67404,168078,262967,292176,327032           6   \n",
       "28                                             150566           1   \n",
       "29                                             378959           1   \n",
       "..                                                ...         ...   \n",
       "70  125176,127786,132379,143773,195009,233753,2504...           8   \n",
       "71  14714,16555,16567,31598,37960,42455,50438,6339...          40   \n",
       "72                                      259234,304263           2   \n",
       "73  153,975,3445,4267,6452,6862,12035,14512,14791,...         470   \n",
       "74  21510,24130,128933,353077,391764,436180,479308...           9   \n",
       "75  215,560,606,844,1212,1747,1830,1980,2174,2337,...        1765   \n",
       "76  4502,28445,32639,33784,41730,54985,57188,58209...          73   \n",
       "77  1491,6202,6773,27760,47760,95713,160811,211923...          21   \n",
       "78            25680,70281,181476,225061,291694,415439           6   \n",
       "79           55323,180695,244306,390835,407041,408279           6   \n",
       "80  53442,72120,137763,194662,245963,258998,288271...          11   \n",
       "81  1921,3689,4322,6843,9831,10795,12010,13143,173...         270   \n",
       "82  2102,5530,9263,10411,22187,28292,31515,57736,7...          72   \n",
       "83  28986,60792,68168,83894,124744,210342,227813,2...          18   \n",
       "84  3700,6781,21924,23350,28473,28842,30487,33926,...         123   \n",
       "85  4236,10359,12540,13543,13861,13963,17872,18922...         121   \n",
       "86  10462,61394,83049,83949,85929,127544,148633,19...          14   \n",
       "87                                      117004,190558           2   \n",
       "88  3502,4121,7500,22984,43870,49864,57374,58985,6...         108   \n",
       "89                                             305726           1   \n",
       "90  54079,55564,64149,70259,77440,79307,84787,1051...          29   \n",
       "91                                             486688           1   \n",
       "92  106,315,440,527,557,684,734,975,986,1026,1049,...        5687   \n",
       "93  7039,7393,13190,15637,17377,17752,22795,23363,...         127   \n",
       "94  50049,52274,52594,124456,159547,175239,176406,...          28   \n",
       "95  37442,55527,163373,172929,195133,310762,336750...          13   \n",
       "96  17840,25294,28805,149816,170122,193013,193951,...          18   \n",
       "97  15725,19096,26853,35682,36310,57839,87683,8900...          60   \n",
       "98  5246,10881,11969,16921,21123,42123,49308,63635...          84   \n",
       "99  1690,2521,3914,4550,7326,13040,14519,14736,147...         416   \n",
       "\n",
       "    acousticness           ...             instrumentalness  key  liveness  \\\n",
       "0       0.053100           ...                     0.000485    8    0.2010   \n",
       "1       0.003360           ...                     0.000001    4    0.3250   \n",
       "2       0.447000           ...                     0.854000    2    0.1730   \n",
       "3       0.220000           ...                     0.000018    8    0.0612   \n",
       "4       0.422000           ...                     0.726000   11    0.1720   \n",
       "5       0.126000           ...                     0.000000    4    0.1220   \n",
       "6       0.221000           ...                     0.294000    0    0.6960   \n",
       "7       0.435000           ...                     0.000002    4    0.8020   \n",
       "8       0.221000           ...                     0.004150    2    0.0879   \n",
       "9       0.564000           ...                     0.000000   11    0.2940   \n",
       "10      0.407000           ...                     0.000266    7    0.1200   \n",
       "11      0.053300           ...                     0.000000    8    0.7760   \n",
       "12      0.950000           ...                     0.790000    1    0.1240   \n",
       "13      0.562000           ...                     0.902000    2    0.1000   \n",
       "14      0.000037           ...                     0.028700    6    0.4640   \n",
       "15      0.671000           ...                     0.000004    5    0.1320   \n",
       "16      0.403000           ...                     0.888000    8    0.2260   \n",
       "17      0.248000           ...                     0.000000    3    0.5370   \n",
       "18      0.960000           ...                     0.000174    7    0.9630   \n",
       "19      0.002360           ...                     0.006610    8    0.3500   \n",
       "20      0.864000           ...                     0.000419    6    0.1600   \n",
       "21      0.207000           ...                     0.000000    7    0.6740   \n",
       "22      0.017300           ...                     0.008830    9    0.1240   \n",
       "23      0.183000           ...                     0.054600    2    0.1060   \n",
       "24      0.575000           ...                     0.000196    9    0.0961   \n",
       "25      0.734000           ...                     0.000000    7    0.9240   \n",
       "26      0.013200           ...                     0.000000    0    0.0615   \n",
       "27      0.642000           ...                     0.000003    0    0.1460   \n",
       "28      0.987000           ...                     0.898000    1    0.1930   \n",
       "29      0.038800           ...                     0.026200    1    0.3280   \n",
       "..           ...           ...                          ...  ...       ...   \n",
       "70      0.168000           ...                     0.000000    6    0.0851   \n",
       "71      0.141000           ...                     0.000000    1    0.1150   \n",
       "72      0.003320           ...                     0.000000    1    0.0728   \n",
       "73      0.006620           ...                     0.000001   10    0.1520   \n",
       "74      0.223000           ...                     0.901000   11    0.1140   \n",
       "75      0.022300           ...                     0.000000    8    0.0902   \n",
       "76      0.338000           ...                     0.000004    6    0.0788   \n",
       "77      0.242000           ...                     0.000000    0    0.1220   \n",
       "78      0.085800           ...                     0.000000    2    0.0991   \n",
       "79      0.047800           ...                     0.000000    2    0.2610   \n",
       "80      0.000003           ...                     0.885000    1    0.1520   \n",
       "81      0.302000           ...                     0.000135   11    0.0881   \n",
       "82      0.000779           ...                     0.000000    1    0.0744   \n",
       "83      0.124000           ...                     0.126000    2    0.1290   \n",
       "84      0.020600           ...                     0.001220    5    0.0548   \n",
       "85      0.355000           ...                     0.000000    0    0.0595   \n",
       "86      0.900000           ...                     0.009360    0    0.1310   \n",
       "87      0.259000           ...                     0.000103    3    0.1110   \n",
       "88      0.425000           ...                     0.000000   10    0.0746   \n",
       "89      0.054700           ...                     0.027600    0    0.0966   \n",
       "90      0.215000           ...                     0.000000    9    0.0835   \n",
       "91      0.630000           ...                     0.000248    4    0.4920   \n",
       "92      0.006890           ...                     0.000000    8    0.3210   \n",
       "93      0.005960           ...                     0.000000    4    0.2410   \n",
       "94      0.129000           ...                     0.000000    0    0.1180   \n",
       "95      0.087600           ...                     0.000522   11    0.2130   \n",
       "96      0.082800           ...                     0.000000    0    0.3970   \n",
       "97      0.256000           ...                     0.000000    0    0.2100   \n",
       "98      0.000188           ...                     0.000097    1    0.1660   \n",
       "99      0.001410           ...                     0.000003    2    0.3220   \n",
       "\n",
       "    loudness  mode  speechiness    tempo  time_signature  valence  \\\n",
       "0     -7.771     1       0.1160  129.244               4   0.8580   \n",
       "1     -7.528     0       0.1900  174.046               4   0.8520   \n",
       "2     -7.907     1       0.0340  104.983               4   0.8550   \n",
       "3     -4.542     1       0.1210  153.960               4   0.9330   \n",
       "4    -12.959     1       0.0631  130.008               4   0.5180   \n",
       "5     -4.806     0       0.3850  143.988               4   0.1610   \n",
       "6    -12.779     1       0.0495  119.003               4   0.1480   \n",
       "7     -9.142     0       0.0327  138.494               4   0.2330   \n",
       "8     -9.703     0       0.0270  129.915               4   0.1960   \n",
       "9     -4.607     1       0.1230  160.014               4   0.6030   \n",
       "10    -5.192     0       0.0510  123.981               4   0.6700   \n",
       "11    -2.071     1       0.3980  161.188               4   0.6550   \n",
       "12   -10.124     0       0.0427   98.023               4   0.8400   \n",
       "13   -11.557     1       0.0308   98.381               4   0.6840   \n",
       "14    -4.007     0       0.1580  114.020               3   0.1810   \n",
       "15    -7.622     0       0.2300  177.902               4   0.2920   \n",
       "16   -10.067     1       0.0464  176.431               3   0.1190   \n",
       "17   -10.517     1       0.2100   77.729               4   0.4070   \n",
       "18   -17.341     0       0.0622   66.749               3   0.1780   \n",
       "19    -3.242     1       0.1360  139.905               4   0.3870   \n",
       "20   -11.595     0       0.0356  115.923               4   0.4150   \n",
       "21    -5.632     1       0.0329  172.259               4   0.8600   \n",
       "22    -7.977     1       0.0293  104.977               4   0.1300   \n",
       "23    -6.070     1       0.0321   95.048               4   0.2690   \n",
       "24   -10.715     0       0.0551  134.904               4   0.2540   \n",
       "25    -7.835     1       0.0554  102.722               4   0.8510   \n",
       "26    -5.384     1       0.0603  119.927               4   0.3270   \n",
       "27    -7.661     1       0.0280   77.527               1   0.3650   \n",
       "28   -18.742     1       0.0348  110.048               4   0.0615   \n",
       "29    -7.453     1       0.2980  125.975               4   0.1500   \n",
       "..       ...   ...          ...      ...             ...      ...   \n",
       "70    -5.023     0       0.2600  101.759               4   0.8850   \n",
       "71    -4.667     1       0.2650   83.031               4   0.6530   \n",
       "72   -13.356     0       0.0975  135.953               4   0.8440   \n",
       "73    -4.711     0       0.0900  129.984               4   0.5210   \n",
       "74   -13.372     1       0.0350  136.001               5   0.1100   \n",
       "75    -4.326     1       0.2830  113.990               4   0.5010   \n",
       "76    -8.189     1       0.0617   96.010               4   0.4550   \n",
       "77    -7.177     1       0.0282  137.952               4   0.2820   \n",
       "78    -5.642     1       0.2130  110.050               4   0.5700   \n",
       "79    -8.640     1       0.0380  127.979               4   0.2380   \n",
       "80    -2.562     1       0.0619   99.985               4   0.1370   \n",
       "81    -9.088     0       0.0485  159.929               4   0.5930   \n",
       "82    -3.961     1       0.1870  145.162               4   0.3950   \n",
       "83   -12.288     1       0.0442  122.927               4   0.2510   \n",
       "84    -4.135     1       0.0437  130.057               4   0.6760   \n",
       "85    -6.879     1       0.0278  126.909               4   0.3970   \n",
       "86   -14.848     1       0.0391  128.347               4   0.3150   \n",
       "87    -5.579     1       0.0330  129.665               3   0.2470   \n",
       "88    -7.738     1       0.0504  104.060               4   0.8320   \n",
       "89    -8.404     1       0.0610  127.192               4   0.1490   \n",
       "90    -4.444     1       0.0901   87.458               4   0.9370   \n",
       "91    -6.786     1       0.0485  129.780               4   0.9440   \n",
       "92    -4.736     1       0.0540  130.021               4   0.5200   \n",
       "93    -3.787     0       0.0622  133.048               4   0.2090   \n",
       "94    -5.158     1       0.1100   89.872               4   0.8000   \n",
       "95    -3.051     0       0.0382  141.941               4   0.9510   \n",
       "96    -4.531     1       0.0408  143.837               4   0.3520   \n",
       "97    -9.793     0       0.0654  101.906               4   0.5460   \n",
       "98    -3.379     1       0.1400  160.073               4   0.3110   \n",
       "99    -6.321     1       0.3100   79.616               4   0.3510   \n",
       "\n",
       "    predicted cluster label  \n",
       "0                         2  \n",
       "1                        13  \n",
       "2                         6  \n",
       "3                         2  \n",
       "4                         6  \n",
       "5                        11  \n",
       "6                        10  \n",
       "7                        10  \n",
       "8                        10  \n",
       "9                         2  \n",
       "10                        2  \n",
       "11                        3  \n",
       "12                        0  \n",
       "13                        0  \n",
       "14                       13  \n",
       "15                       10  \n",
       "16                        6  \n",
       "17                        5  \n",
       "18                        7  \n",
       "19                       13  \n",
       "20                       10  \n",
       "21                        9  \n",
       "22                        5  \n",
       "23                        1  \n",
       "24                       10  \n",
       "25                        9  \n",
       "26                        1  \n",
       "27                        4  \n",
       "28                        0  \n",
       "29                       11  \n",
       "..                      ...  \n",
       "70                       11  \n",
       "71                       11  \n",
       "72                        8  \n",
       "73                        2  \n",
       "74                       14  \n",
       "75                       11  \n",
       "76                        5  \n",
       "77                        1  \n",
       "78                       11  \n",
       "79                        1  \n",
       "80                        6  \n",
       "81                        2  \n",
       "82                       13  \n",
       "83                        1  \n",
       "84                        2  \n",
       "85                        1  \n",
       "86                       10  \n",
       "87                       10  \n",
       "88                        2  \n",
       "89                        1  \n",
       "90                        2  \n",
       "91                        8  \n",
       "92                        3  \n",
       "93                        1  \n",
       "94                        8  \n",
       "95                        2  \n",
       "96                        1  \n",
       "97                        1  \n",
       "98                       13  \n",
       "99                       11  \n",
       "\n",
       "[100 rows x 22 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_tracks['predicted cluster label'] = clusters.tolist()\n",
    "train_tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# note! always close the connection at the end\n",
    "conn.close()"
   ]
  }
 ],
 "metadata": {
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    "name": "ipython",
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