dataset_analysis_cleaning.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset analysis and cleaning "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from math import floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114000, 21)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv('datasets/spotify_tracks.csv')\n",
    "pd.set_option('display.max_columns', None)\n",
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artists</th>\n",
       "      <th>album_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>track_genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>5SuOikwiRyPMVoIQDJUgSV</td>\n",
       "      <td>Gen Hoshino</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>73</td>\n",
       "      <td>230666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.676</td>\n",
       "      <td>0.4610</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.746</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.715</td>\n",
       "      <td>87.917</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4qPNDBW1i3p13qLCt0Ki3A</td>\n",
       "      <td>Ben Woodward</td>\n",
       "      <td>Ghost (Acoustic)</td>\n",
       "      <td>Ghost - Acoustic</td>\n",
       "      <td>55</td>\n",
       "      <td>149610</td>\n",
       "      <td>False</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>1</td>\n",
       "      <td>-17.235</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0763</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.267</td>\n",
       "      <td>77.489</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1iJBSr7s7jYXzM8EGcbK5b</td>\n",
       "      <td>Ingrid Michaelson;ZAYN</td>\n",
       "      <td>To Begin Again</td>\n",
       "      <td>To Begin Again</td>\n",
       "      <td>57</td>\n",
       "      <td>210826</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438</td>\n",
       "      <td>0.3590</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.734</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.120</td>\n",
       "      <td>76.332</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>6lfxq3CG4xtTiEg7opyCyx</td>\n",
       "      <td>Kina Grannis</td>\n",
       "      <td>Crazy Rich Asians (Original Motion Picture Sou...</td>\n",
       "      <td>Can't Help Falling In Love</td>\n",
       "      <td>71</td>\n",
       "      <td>201933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.0596</td>\n",
       "      <td>0</td>\n",
       "      <td>-18.515</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>0.143</td>\n",
       "      <td>181.740</td>\n",
       "      <td>3</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5vjLSffimiIP26QG5WcN2K</td>\n",
       "      <td>Chord Overstreet</td>\n",
       "      <td>Hold On</td>\n",
       "      <td>Hold On</td>\n",
       "      <td>82</td>\n",
       "      <td>198853</td>\n",
       "      <td>False</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.4430</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.681</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0526</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.167</td>\n",
       "      <td>119.949</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                track_id                 artists  \\\n",
       "0           0  5SuOikwiRyPMVoIQDJUgSV             Gen Hoshino   \n",
       "1           1  4qPNDBW1i3p13qLCt0Ki3A            Ben Woodward   \n",
       "2           2  1iJBSr7s7jYXzM8EGcbK5b  Ingrid Michaelson;ZAYN   \n",
       "3           3  6lfxq3CG4xtTiEg7opyCyx            Kina Grannis   \n",
       "4           4  5vjLSffimiIP26QG5WcN2K        Chord Overstreet   \n",
       "\n",
       "                                          album_name  \\\n",
       "0                                             Comedy   \n",
       "1                                   Ghost (Acoustic)   \n",
       "2                                     To Begin Again   \n",
       "3  Crazy Rich Asians (Original Motion Picture Sou...   \n",
       "4                                            Hold On   \n",
       "\n",
       "                   track_name  popularity  duration_ms  explicit  \\\n",
       "0                      Comedy          73       230666     False   \n",
       "1            Ghost - Acoustic          55       149610     False   \n",
       "2              To Begin Again          57       210826     False   \n",
       "3  Can't Help Falling In Love          71       201933     False   \n",
       "4                     Hold On          82       198853     False   \n",
       "\n",
       "   danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0         0.676  0.4610    1    -6.746     0       0.1430        0.0322   \n",
       "1         0.420  0.1660    1   -17.235     1       0.0763        0.9240   \n",
       "2         0.438  0.3590    0    -9.734     1       0.0557        0.2100   \n",
       "3         0.266  0.0596    0   -18.515     1       0.0363        0.9050   \n",
       "4         0.618  0.4430    2    -9.681     1       0.0526        0.4690   \n",
       "\n",
       "   instrumentalness  liveness  valence    tempo  time_signature track_genre  \n",
       "0          0.000001    0.3580    0.715   87.917               4    acoustic  \n",
       "1          0.000006    0.1010    0.267   77.489               4    acoustic  \n",
       "2          0.000000    0.1170    0.120   76.332               4    acoustic  \n",
       "3          0.000071    0.1320    0.143  181.740               3    acoustic  \n",
       "4          0.000000    0.0829    0.167  119.949               4    acoustic  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span style=\"color:blue\">**NUMERICAL**</span> and <span style=\"color:red\">**CATEGORICAL**</span> features of the dataset :\n",
    "\n",
    "- <span style=\"color:orange\">**popularity**</span>: The popularity of a track is a value between 0 and 100, with 100 being the most popular. The popularity is calculated by algorithm and is based, in the most part, on the total number of plays the track has had and how recent those plays are. Generally speaking, songs that are being played a lot now will have a higher popularity than songs that were played a lot in the past. Duplicate tracks (e.g. the same track from a single and an album) are rated independently. Artist and album popularity is derived mathematically from track popularity.\n",
    "\n",
    "- <span style=\"color:red\">**track_id**</span>: The Spotify ID for the track\n",
    "\n",
    "- <span style=\"color:red\">**artists**</span>: The artists' names who performed the track. If there is more than one artist, they are separated by a ;\n",
    "\n",
    "- <span style=\"color:red\">**album_name**</span>: The album name in which the track appears\n",
    "\n",
    "- <span style=\"color:red\">**track_name**</span>: Name of the track\n",
    "\n",
    "- <span style=\"color:blue\">**duration_ms**</span>: The track length in milliseconds\n",
    "\n",
    "- <span style=\"color:red\">**explicit**</span>: Whether or not the track has explicit lyrics (true = yes it does; false = no it does not OR unknown)\n",
    "\n",
    "- <span style=\"color:blue\">**danceability**</span>: Danceability describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0.0 is least danceable and 1.0 is most danceable\n",
    "\n",
    "- <span style=\"color:blue\">**energy**</span>: Energy is a measure from 0.0 to 1.0 and represents a perceptual measure of intensity and activity. Typically, energetic tracks feel fast, loud, and noisy. For example, death metal has high energy, while a Bach prelude scores low on the scale\n",
    " \n",
    "- <span style=\"color:red\">**key**</span>: The key the track is in. Integers map to pitches using standard Pitch Class notation. E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on. If no key was detected, the value is -1\n",
    "    \n",
    "- <span style=\"color:blue\">**loudness**</span>: The overall loudness of a track in decibels (dB)\n",
    "\n",
    "- <span style=\"color:red\">**mode**</span>: Mode indicates the modality (major or minor) of a track, the type of scale from which its melodic content is derived. Major is represented by 1 and minor is 0\n",
    "    \n",
    "- <span style=\"color:blue\">**speechiness**</span>: Speechiness detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks\n",
    "    \n",
    "- <span style=\"color:blue\">**acousticness**</span>: A confidence measure from 0.0 to 1.0 of whether the track is acoustic. 1.0 represents high confidence the track is acoustic\n",
    "    \n",
    "- <span style=\"color:blue\">**instrumentalness**</span>: Predicts whether a track contains no vocals. \"Ooh\" and \"aah\" sounds are treated as instrumental in this context. Rap or spoken word tracks are clearly \"vocal\". The closer the instrumentalness value is to 1.0, the greater likelihood the track contains no vocal content\n",
    "    \n",
    "- <span style=\"color:blue\">**liveness**</span>: Detects the presence of an audience in the recording. Higher liveness values represent an increased probability that the track was performed live. A value above 0.8 provides strong likelihood that the track is live\n",
    "    \n",
    "- <span style=\"color:blue\">**valence**</span>: A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g. happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g. sad, depressed, angry)\n",
    "    \n",
    "- <span style=\"color:blue\">**tempo**</span>: The overall estimated tempo of a track in beats per minute (BPM). In musical terminology, tempo is the speed or pace of a given piece and derives directly from the average beat duration\n",
    "    \n",
    "- <span style=\"color:red\">**time_signature**</span>: An estimated time signature. The time signature (meter) is a notational convention to specify how many beats are in each bar (or measure). The time signature ranges from 3 to 7 indicating time signatures of 3/4, to 7/4.\n",
    "\n",
    "- <span style=\"color:red\">**track_genre**</span>: The genre in which the track belongs"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking if there are missing values and, consequently, dropping the rows with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0          0\n",
       "track_id            0\n",
       "artists             1\n",
       "album_name          1\n",
       "track_name          1\n",
       "popularity          0\n",
       "duration_ms         0\n",
       "explicit            0\n",
       "danceability        0\n",
       "energy              0\n",
       "key                 0\n",
       "loudness            0\n",
       "mode                0\n",
       "speechiness         0\n",
       "acousticness        0\n",
       "instrumentalness    0\n",
       "liveness            0\n",
       "valence             0\n",
       "tempo               0\n",
       "time_signature      0\n",
       "track_genre         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.dropna(inplace=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking the number of distinct values for each column\n",
    "\n",
    "There are multiple rows with the same **track_id**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0          113999\n",
       "track_id             89740\n",
       "artists              31437\n",
       "album_name           46589\n",
       "track_name           73608\n",
       "popularity             101\n",
       "duration_ms          50696\n",
       "explicit                 2\n",
       "danceability          1174\n",
       "energy                2083\n",
       "key                     12\n",
       "loudness             19480\n",
       "mode                     2\n",
       "speechiness           1489\n",
       "acousticness          5061\n",
       "instrumentalness      5346\n",
       "liveness              1722\n",
       "valence               1790\n",
       "tempo                45652\n",
       "time_signature           5\n",
       "track_genre            114\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.nunique(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>1.139990e+05</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "      <td>113999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>56999.421925</td>\n",
       "      <td>33.238827</td>\n",
       "      <td>2.280312e+05</td>\n",
       "      <td>0.566801</td>\n",
       "      <td>0.641383</td>\n",
       "      <td>5.309126</td>\n",
       "      <td>-8.258950</td>\n",
       "      <td>0.637558</td>\n",
       "      <td>0.084652</td>\n",
       "      <td>0.314907</td>\n",
       "      <td>0.156051</td>\n",
       "      <td>0.213554</td>\n",
       "      <td>0.474066</td>\n",
       "      <td>122.147695</td>\n",
       "      <td>3.904034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>32909.243463</td>\n",
       "      <td>22.304959</td>\n",
       "      <td>1.072961e+05</td>\n",
       "      <td>0.173543</td>\n",
       "      <td>0.251530</td>\n",
       "      <td>3.559999</td>\n",
       "      <td>5.029357</td>\n",
       "      <td>0.480708</td>\n",
       "      <td>0.105733</td>\n",
       "      <td>0.332522</td>\n",
       "      <td>0.309556</td>\n",
       "      <td>0.190378</td>\n",
       "      <td>0.259261</td>\n",
       "      <td>29.978290</td>\n",
       "      <td>0.432623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.586000e+03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-49.531000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>28499.500000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>1.740660e+05</td>\n",
       "      <td>0.456000</td>\n",
       "      <td>0.472000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-10.013000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035900</td>\n",
       "      <td>0.016900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098000</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>99.218500</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>56999.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.129060e+05</td>\n",
       "      <td>0.580000</td>\n",
       "      <td>0.685000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-7.004000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.048900</td>\n",
       "      <td>0.169000</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.132000</td>\n",
       "      <td>0.464000</td>\n",
       "      <td>122.017000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>85499.500000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>2.615060e+05</td>\n",
       "      <td>0.695000</td>\n",
       "      <td>0.854000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>-5.003000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.084500</td>\n",
       "      <td>0.597500</td>\n",
       "      <td>0.049000</td>\n",
       "      <td>0.273000</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>140.071000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>113999.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>5.237295e+06</td>\n",
       "      <td>0.985000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>4.532000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.965000</td>\n",
       "      <td>0.996000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.995000</td>\n",
       "      <td>243.372000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0     popularity   duration_ms   danceability  \\\n",
       "count  113999.000000  113999.000000  1.139990e+05  113999.000000   \n",
       "mean    56999.421925      33.238827  2.280312e+05       0.566801   \n",
       "std     32909.243463      22.304959  1.072961e+05       0.173543   \n",
       "min         0.000000       0.000000  8.586000e+03       0.000000   \n",
       "25%     28499.500000      17.000000  1.740660e+05       0.456000   \n",
       "50%     56999.000000      35.000000  2.129060e+05       0.580000   \n",
       "75%     85499.500000      50.000000  2.615060e+05       0.695000   \n",
       "max    113999.000000     100.000000  5.237295e+06       0.985000   \n",
       "\n",
       "              energy            key       loudness           mode  \\\n",
       "count  113999.000000  113999.000000  113999.000000  113999.000000   \n",
       "mean        0.641383       5.309126      -8.258950       0.637558   \n",
       "std         0.251530       3.559999       5.029357       0.480708   \n",
       "min         0.000000       0.000000     -49.531000       0.000000   \n",
       "25%         0.472000       2.000000     -10.013000       0.000000   \n",
       "50%         0.685000       5.000000      -7.004000       1.000000   \n",
       "75%         0.854000       8.000000      -5.003000       1.000000   \n",
       "max         1.000000      11.000000       4.532000       1.000000   \n",
       "\n",
       "         speechiness   acousticness  instrumentalness       liveness  \\\n",
       "count  113999.000000  113999.000000     113999.000000  113999.000000   \n",
       "mean        0.084652       0.314907          0.156051       0.213554   \n",
       "std         0.105733       0.332522          0.309556       0.190378   \n",
       "min         0.000000       0.000000          0.000000       0.000000   \n",
       "25%         0.035900       0.016900          0.000000       0.098000   \n",
       "50%         0.048900       0.169000          0.000042       0.132000   \n",
       "75%         0.084500       0.597500          0.049000       0.273000   \n",
       "max         0.965000       0.996000          1.000000       1.000000   \n",
       "\n",
       "             valence          tempo  time_signature  \n",
       "count  113999.000000  113999.000000   113999.000000  \n",
       "mean        0.474066     122.147695        3.904034  \n",
       "std         0.259261      29.978290        0.432623  \n",
       "min         0.000000       0.000000        0.000000  \n",
       "25%         0.260000      99.218500        4.000000  \n",
       "50%         0.464000     122.017000        4.000000  \n",
       "75%         0.683000     140.071000        4.000000  \n",
       "max         0.995000     243.372000        5.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rows are uniformly divided by **track_genre**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_genre\n",
       "k-pop           999\n",
       "alternative    1000\n",
       "ambient        1000\n",
       "anime          1000\n",
       "black-metal    1000\n",
       "               ... \n",
       "trip-hop       1000\n",
       "turkish        1000\n",
       "sleep          1000\n",
       "punk           1000\n",
       "indie          1000\n",
       "Name: count, Length: 114, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['track_genre'].value_counts().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "genres = list(map(lambda x : 'GENRE_' + x, dataset['track_genre'].unique()))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can drop the column **Unnamed: 0** because it's not useful\n",
    "\n",
    "Then we can drop some duplicate rows of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns=['Unnamed: 0'], inplace=True)\n",
    "dataset.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns_except_track_genre = list(dataset.columns)\n",
    "columns_except_track_genre.remove('track_genre')\n",
    "\n",
    "columns_except_track_genre_and_popularity = list(dataset.columns)\n",
    "columns_except_track_genre_and_popularity.remove('track_genre')\n",
    "columns_except_track_genre_and_popularity.remove('popularity')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset now has 113549 rows\n",
    "\n",
    "There are rows that are completely equal except for their **track_genre** attribute\n",
    "\n",
    "We aggregate these rows joining their **track_genre** attributes with a semicolon\n",
    "\n",
    "After this operation the dataset will have 90460 rows, 23089 less than before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(90460, 20)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = dataset.groupby(columns_except_track_genre)['track_genre'].apply(lambda x: ';'.join(x)).reset_index()\n",
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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_id</th>\n",
       "      <th>artists</th>\n",
       "      <th>album_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>track_genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0000vdREvCVMxbQTkS888c</td>\n",
       "      <td>Rill</td>\n",
       "      <td>Lolly</td>\n",
       "      <td>Lolly</td>\n",
       "      <td>44</td>\n",
       "      <td>160725</td>\n",
       "      <td>True</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.374</td>\n",
       "      <td>8</td>\n",
       "      <td>-9.844</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1990</td>\n",
       "      <td>0.075700</td>\n",
       "      <td>0.003010</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>0.432</td>\n",
       "      <td>104.042</td>\n",
       "      <td>4</td>\n",
       "      <td>german</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000CC8EParg64OmTxVnZ0p</td>\n",
       "      <td>Glee Cast</td>\n",
       "      <td>Glee Love Songs</td>\n",
       "      <td>It's All Coming Back To Me Now (Glee Cast Vers...</td>\n",
       "      <td>47</td>\n",
       "      <td>322933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.269</td>\n",
       "      <td>0.516</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.361</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0366</td>\n",
       "      <td>0.406000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.341</td>\n",
       "      <td>178.174</td>\n",
       "      <td>4</td>\n",
       "      <td>club</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000Iz0K615UepwSJ5z2RE5</td>\n",
       "      <td>Paul Kalkbrenner;Pig&amp;Dan</td>\n",
       "      <td>X</td>\n",
       "      <td>Böxig Leise - Pig &amp; Dan Remix</td>\n",
       "      <td>22</td>\n",
       "      <td>515360</td>\n",
       "      <td>False</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.560</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.264</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0462</td>\n",
       "      <td>0.001140</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.108</td>\n",
       "      <td>119.997</td>\n",
       "      <td>4</td>\n",
       "      <td>minimal-techno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000RDCYioLteXcutOjeweY</td>\n",
       "      <td>Jordan Sandhu</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>62</td>\n",
       "      <td>190203</td>\n",
       "      <td>False</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.770</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.537</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.058300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0825</td>\n",
       "      <td>0.839</td>\n",
       "      <td>161.721</td>\n",
       "      <td>4</td>\n",
       "      <td>hip-hop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000qpdoc97IMTBvF8gwcpy</td>\n",
       "      <td>Paul Kalkbrenner</td>\n",
       "      <td>Zeit</td>\n",
       "      <td>Tief</td>\n",
       "      <td>19</td>\n",
       "      <td>331240</td>\n",
       "      <td>False</td>\n",
       "      <td>0.519</td>\n",
       "      <td>0.431</td>\n",
       "      <td>6</td>\n",
       "      <td>-13.606</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0291</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>0.0916</td>\n",
       "      <td>0.234</td>\n",
       "      <td>129.971</td>\n",
       "      <td>4</td>\n",
       "      <td>minimal-techno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0017XiMkqbTfF2AUOzlhj6</td>\n",
       "      <td>Chad Daniels</td>\n",
       "      <td>Busy Being Awesome</td>\n",
       "      <td>Thanksgiving Chicken</td>\n",
       "      <td>24</td>\n",
       "      <td>127040</td>\n",
       "      <td>True</td>\n",
       "      <td>0.536</td>\n",
       "      <td>0.780</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.449</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9450</td>\n",
       "      <td>0.792000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.7350</td>\n",
       "      <td>0.452</td>\n",
       "      <td>173.912</td>\n",
       "      <td>3</td>\n",
       "      <td>comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>001APMDOl3qtx1526T11n1</td>\n",
       "      <td>Pink Sweat$;Kirby</td>\n",
       "      <td>New RnB</td>\n",
       "      <td>Better</td>\n",
       "      <td>0</td>\n",
       "      <td>176320</td>\n",
       "      <td>False</td>\n",
       "      <td>0.613</td>\n",
       "      <td>0.471</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.644</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.316000</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.406</td>\n",
       "      <td>143.064</td>\n",
       "      <td>4</td>\n",
       "      <td>chill;soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>001YQlnDSduXd5LgBd66gT</td>\n",
       "      <td>Soda Stereo</td>\n",
       "      <td>Soda Stereo (Remastered)</td>\n",
       "      <td>El Tiempo Es Dinero - Remasterizado 2007</td>\n",
       "      <td>38</td>\n",
       "      <td>177266</td>\n",
       "      <td>False</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.921</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.589</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.019400</td>\n",
       "      <td>0.088100</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.700</td>\n",
       "      <td>183.571</td>\n",
       "      <td>1</td>\n",
       "      <td>punk-rock;ska</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>001pyq8FLNSL1C8orNLI0b</td>\n",
       "      <td>Old Crow Medicine Show</td>\n",
       "      <td>O.C.M.S.</td>\n",
       "      <td>Poor Man</td>\n",
       "      <td>30</td>\n",
       "      <td>214600</td>\n",
       "      <td>False</td>\n",
       "      <td>0.580</td>\n",
       "      <td>0.290</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.942</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.261000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.497</td>\n",
       "      <td>91.321</td>\n",
       "      <td>4</td>\n",
       "      <td>bluegrass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>002qpSULhHAw6DGqFxbaO1</td>\n",
       "      <td>Tokyo Ghetto Pussy</td>\n",
       "      <td>Disco 2001</td>\n",
       "      <td>Love Generation</td>\n",
       "      <td>17</td>\n",
       "      <td>410666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.531</td>\n",
       "      <td>0.950</td>\n",
       "      <td>9</td>\n",
       "      <td>-9.744</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0433</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>0.826000</td>\n",
       "      <td>0.0613</td>\n",
       "      <td>0.553</td>\n",
       "      <td>159.974</td>\n",
       "      <td>4</td>\n",
       "      <td>happy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id                   artists                album_name  \\\n",
       "0  0000vdREvCVMxbQTkS888c                      Rill                     Lolly   \n",
       "1  000CC8EParg64OmTxVnZ0p                 Glee Cast           Glee Love Songs   \n",
       "2  000Iz0K615UepwSJ5z2RE5  Paul Kalkbrenner;Pig&Dan                         X   \n",
       "3  000RDCYioLteXcutOjeweY             Jordan Sandhu                Teeje Week   \n",
       "4  000qpdoc97IMTBvF8gwcpy          Paul Kalkbrenner                      Zeit   \n",
       "5  0017XiMkqbTfF2AUOzlhj6              Chad Daniels        Busy Being Awesome   \n",
       "6  001APMDOl3qtx1526T11n1         Pink Sweat$;Kirby                   New RnB   \n",
       "7  001YQlnDSduXd5LgBd66gT               Soda Stereo  Soda Stereo (Remastered)   \n",
       "8  001pyq8FLNSL1C8orNLI0b    Old Crow Medicine Show                  O.C.M.S.   \n",
       "9  002qpSULhHAw6DGqFxbaO1        Tokyo Ghetto Pussy                Disco 2001   \n",
       "\n",
       "                                          track_name  popularity  duration_ms  \\\n",
       "0                                              Lolly          44       160725   \n",
       "1  It's All Coming Back To Me Now (Glee Cast Vers...          47       322933   \n",
       "2                      Böxig Leise - Pig & Dan Remix          22       515360   \n",
       "3                                         Teeje Week          62       190203   \n",
       "4                                               Tief          19       331240   \n",
       "5                               Thanksgiving Chicken          24       127040   \n",
       "6                                             Better           0       176320   \n",
       "7           El Tiempo Es Dinero - Remasterizado 2007          38       177266   \n",
       "8                                           Poor Man          30       214600   \n",
       "9                                    Love Generation          17       410666   \n",
       "\n",
       "   explicit  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0      True         0.910   0.374    8    -9.844     0       0.1990   \n",
       "1     False         0.269   0.516    0    -7.361     1       0.0366   \n",
       "2     False         0.686   0.560    5   -13.264     0       0.0462   \n",
       "3     False         0.679   0.770    0    -3.537     1       0.1900   \n",
       "4     False         0.519   0.431    6   -13.606     0       0.0291   \n",
       "5      True         0.536   0.780    5    -9.449     0       0.9450   \n",
       "6     False         0.613   0.471    1    -6.644     0       0.1070   \n",
       "7     False         0.554   0.921    2    -4.589     1       0.0758   \n",
       "8     False         0.580   0.290    2   -11.942     1       0.0272   \n",
       "9     False         0.531   0.950    9    -9.744     0       0.0433   \n",
       "\n",
       "   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \\\n",
       "0      0.075700          0.003010    0.1540    0.432  104.042               4   \n",
       "1      0.406000          0.000000    0.1170    0.341  178.174               4   \n",
       "2      0.001140          0.181000    0.1110    0.108  119.997               4   \n",
       "3      0.058300          0.000000    0.0825    0.839  161.721               4   \n",
       "4      0.000964          0.720000    0.0916    0.234  129.971               4   \n",
       "5      0.792000          0.000000    0.7350    0.452  173.912               3   \n",
       "6      0.316000          0.000001    0.1170    0.406  143.064               4   \n",
       "7      0.019400          0.088100    0.3290    0.700  183.571               1   \n",
       "8      0.261000          0.000000    0.1250    0.497   91.321               4   \n",
       "9      0.001220          0.826000    0.0613    0.553  159.974               4   \n",
       "\n",
       "      track_genre  \n",
       "0          german  \n",
       "1            club  \n",
       "2  minimal-techno  \n",
       "3         hip-hop  \n",
       "4  minimal-techno  \n",
       "5          comedy  \n",
       "6      chill;soul  \n",
       "7   punk-rock;ska  \n",
       "8       bluegrass  \n",
       "9           happy  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_genre\n",
       "alt-rock;blues;rock                    1\n",
       "honky-tonk;rockabilly                  1\n",
       "indian;indie-pop;indie;malay;rock      1\n",
       "anime;j-pop;j-rock;punk-rock           1\n",
       "german;progressive-house               1\n",
       "                                    ... \n",
       "salsa                                989\n",
       "idm                                  990\n",
       "sleep                                997\n",
       "study                                998\n",
       "tango                                999\n",
       "Name: count, Length: 1436, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['track_genre'].value_counts().sort_values()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are still some pairs of examples with the same **track_id**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_id            89740\n",
       "artists             31437\n",
       "album_name          46589\n",
       "track_name          73608\n",
       "popularity            101\n",
       "duration_ms         50696\n",
       "explicit                2\n",
       "danceability         1174\n",
       "energy               2083\n",
       "key                    12\n",
       "loudness            19480\n",
       "mode                    2\n",
       "speechiness          1489\n",
       "acousticness         5061\n",
       "instrumentalness     5346\n",
       "liveness             1722\n",
       "valence              1790\n",
       "tempo               45652\n",
       "time_signature          5\n",
       "track_genre          1436\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.nunique(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_id\n",
       "2wSEG8f9WIqyrdlXjdxzGu    2\n",
       "2WyKvnMEF9H8CKHvmAXSm3    2\n",
       "14dJexYlvd3t3XAtD1pYW1    2\n",
       "0vp47IigZ7JVQ89jDetO7H    2\n",
       "4ElNxglBjcrASiGn58t9Jm    2\n",
       "                         ..\n",
       "2bsyecmZCgdlsCZ3sWVZ99    1\n",
       "2bsehqodemh5uNa72hwWJ7    1\n",
       "2bsTRbvMKmgyDYr0mK3jTe    1\n",
       "2bsF8h0aj0bgLSgG2FwdeU    1\n",
       "7zz7iNGIWhmfFE7zlXkMma    1\n",
       "Name: count, Length: 89740, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['track_id'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All these pairs are the same row except for **track_genre** and **popularity**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "89740"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset.groupby(columns_except_track_genre_and_popularity).groups)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>artists</th>\n",
       "      <th>album_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>track_genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34163</th>\n",
       "      <td>2wSEG8f9WIqyrdlXjdxzGu</td>\n",
       "      <td>iamjakehill</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>53</td>\n",
       "      <td>210067</td>\n",
       "      <td>True</td>\n",
       "      <td>0.812</td>\n",
       "      <td>0.38</td>\n",
       "      <td>5</td>\n",
       "      <td>-8.171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>0.899</td>\n",
       "      <td>115.975</td>\n",
       "      <td>4</td>\n",
       "      <td>sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34164</th>\n",
       "      <td>2wSEG8f9WIqyrdlXjdxzGu</td>\n",
       "      <td>iamjakehill</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>54</td>\n",
       "      <td>210067</td>\n",
       "      <td>True</td>\n",
       "      <td>0.812</td>\n",
       "      <td>0.38</td>\n",
       "      <td>5</td>\n",
       "      <td>-8.171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>0.899</td>\n",
       "      <td>115.975</td>\n",
       "      <td>4</td>\n",
       "      <td>emo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     track_id      artists          album_name  \\\n",
       "34163  2wSEG8f9WIqyrdlXjdxzGu  iamjakehill  Sleeping All Alone   \n",
       "34164  2wSEG8f9WIqyrdlXjdxzGu  iamjakehill  Sleeping All Alone   \n",
       "\n",
       "               track_name  popularity  duration_ms  explicit  danceability  \\\n",
       "34163  Sleeping All Alone          53       210067      True         0.812   \n",
       "34164  Sleeping All Alone          54       210067      True         0.812   \n",
       "\n",
       "       energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "34163    0.38    5    -8.171     1       0.0362         0.712   \n",
       "34164    0.38    5    -8.171     1       0.0362         0.712   \n",
       "\n",
       "       instrumentalness  liveness  valence    tempo  time_signature  \\\n",
       "34163               0.0    0.0994    0.899  115.975               4   \n",
       "34164               0.0    0.0994    0.899  115.975               4   \n",
       "\n",
       "      track_genre  \n",
       "34163         sad  \n",
       "34164         emo  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['track_id'] == '2wSEG8f9WIqyrdlXjdxzGu']"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We aggregate these pairs of rows joining their **track_genre** attributes with a semicolon and taking the mean of their **popularity** attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset.groupby(columns_except_track_genre_and_popularity, as_index=False).agg({'popularity' : lambda x: floor(np.mean(x)), \n",
    "                                                                                          'track_genre' : lambda x: ';'.join(x)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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_id</th>\n",
       "      <th>artists</th>\n",
       "      <th>album_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>popularity</th>\n",
       "      <th>track_genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33884</th>\n",
       "      <td>2wSEG8f9WIqyrdlXjdxzGu</td>\n",
       "      <td>iamjakehill</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>Sleeping All Alone</td>\n",
       "      <td>210067</td>\n",
       "      <td>True</td>\n",
       "      <td>0.812</td>\n",
       "      <td>0.38</td>\n",
       "      <td>5</td>\n",
       "      <td>-8.171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>0.899</td>\n",
       "      <td>115.975</td>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>sad;emo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     track_id      artists          album_name  \\\n",
       "33884  2wSEG8f9WIqyrdlXjdxzGu  iamjakehill  Sleeping All Alone   \n",
       "\n",
       "               track_name  duration_ms  explicit  danceability  energy  key  \\\n",
       "33884  Sleeping All Alone       210067      True         0.812    0.38    5   \n",
       "\n",
       "       loudness  mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "33884    -8.171     1       0.0362         0.712               0.0    0.0994   \n",
       "\n",
       "       valence    tempo  time_signature  popularity track_genre  \n",
       "33884    0.899  115.975               4          53     sad;emo  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['track_id'] == '2wSEG8f9WIqyrdlXjdxzGu']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_genre\n",
       "alt-rock;blues;rock                                                                    1\n",
       "chill;singer-songwriter;songwriter                                                     1\n",
       "children;disney                                                                        1\n",
       "blues;british;country;folk;psych-rock                                                  1\n",
       "blues;country;folk;j-pop;j-rock;power-pop;psych-rock;singer-songwriter;songwriter      1\n",
       "                                                                                    ... \n",
       "comedy                                                                               989\n",
       "idm                                                                                  990\n",
       "sleep                                                                                997\n",
       "study                                                                                998\n",
       "tango                                                                                999\n",
       "Name: count, Length: 1584, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['track_genre'].value_counts().sort_values()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally **track_id** has become a unique identifier of the songs\n",
    "\n",
    "We can now drop the column **track_id** because it has no predictive power\n",
    "\n",
    "Removing **track_id** introduces a few duplicates, we drop them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89740, 20)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_id            89740\n",
       "artists             31437\n",
       "album_name          46589\n",
       "track_name          73608\n",
       "duration_ms         50696\n",
       "explicit                2\n",
       "danceability         1174\n",
       "energy               2083\n",
       "key                    12\n",
       "loudness            19480\n",
       "mode                    2\n",
       "speechiness          1489\n",
       "acousticness         5061\n",
       "instrumentalness     5346\n",
       "liveness             1722\n",
       "valence              1790\n",
       "tempo               45652\n",
       "time_signature          5\n",
       "popularity            101\n",
       "track_genre          1584\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.nunique(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89665, 19)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.drop(columns=['track_id'], inplace=True)\n",
    "dataset.drop_duplicates(inplace=True)\n",
    "dataset.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now transform each genre in a boolean feature and remove the **track_genre** column"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- <span style=\"color:red\">**GENRE_{genre_name}**</span>: Boolean feature that indicates whether or not the track belongs to the genre genre_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>track_name</th>\n",
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       "      <th>popularity</th>\n",
       "      <th>track_genre</th>\n",
       "      <th>GENRE_acoustic</th>\n",
       "      <th>GENRE_afrobeat</th>\n",
       "      <th>GENRE_alt-rock</th>\n",
       "      <th>GENRE_alternative</th>\n",
       "      <th>GENRE_ambient</th>\n",
       "      <th>GENRE_anime</th>\n",
       "      <th>GENRE_black-metal</th>\n",
       "      <th>GENRE_bluegrass</th>\n",
       "      <th>GENRE_blues</th>\n",
       "      <th>GENRE_brazil</th>\n",
       "      <th>GENRE_breakbeat</th>\n",
       "      <th>GENRE_british</th>\n",
       "      <th>GENRE_cantopop</th>\n",
       "      <th>GENRE_chicago-house</th>\n",
       "      <th>GENRE_children</th>\n",
       "      <th>GENRE_chill</th>\n",
       "      <th>GENRE_classical</th>\n",
       "      <th>GENRE_club</th>\n",
       "      <th>GENRE_comedy</th>\n",
       "      <th>GENRE_country</th>\n",
       "      <th>GENRE_dance</th>\n",
       "      <th>GENRE_dancehall</th>\n",
       "      <th>GENRE_death-metal</th>\n",
       "      <th>GENRE_deep-house</th>\n",
       "      <th>GENRE_detroit-techno</th>\n",
       "      <th>GENRE_disco</th>\n",
       "      <th>GENRE_disney</th>\n",
       "      <th>GENRE_drum-and-bass</th>\n",
       "      <th>GENRE_dub</th>\n",
       "      <th>GENRE_dubstep</th>\n",
       "      <th>GENRE_edm</th>\n",
       "      <th>GENRE_electro</th>\n",
       "      <th>GENRE_electronic</th>\n",
       "      <th>GENRE_emo</th>\n",
       "      <th>GENRE_folk</th>\n",
       "      <th>GENRE_forro</th>\n",
       "      <th>GENRE_french</th>\n",
       "      <th>GENRE_funk</th>\n",
       "      <th>GENRE_garage</th>\n",
       "      <th>GENRE_german</th>\n",
       "      <th>GENRE_gospel</th>\n",
       "      <th>GENRE_goth</th>\n",
       "      <th>GENRE_grindcore</th>\n",
       "      <th>GENRE_groove</th>\n",
       "      <th>GENRE_grunge</th>\n",
       "      <th>GENRE_guitar</th>\n",
       "      <th>GENRE_happy</th>\n",
       "      <th>GENRE_hard-rock</th>\n",
       "      <th>GENRE_hardcore</th>\n",
       "      <th>GENRE_hardstyle</th>\n",
       "      <th>GENRE_heavy-metal</th>\n",
       "      <th>GENRE_hip-hop</th>\n",
       "      <th>GENRE_honky-tonk</th>\n",
       "      <th>GENRE_house</th>\n",
       "      <th>GENRE_idm</th>\n",
       "      <th>GENRE_indian</th>\n",
       "      <th>GENRE_indie-pop</th>\n",
       "      <th>GENRE_indie</th>\n",
       "      <th>GENRE_industrial</th>\n",
       "      <th>GENRE_iranian</th>\n",
       "      <th>GENRE_j-dance</th>\n",
       "      <th>GENRE_j-idol</th>\n",
       "      <th>GENRE_j-pop</th>\n",
       "      <th>GENRE_j-rock</th>\n",
       "      <th>GENRE_jazz</th>\n",
       "      <th>GENRE_k-pop</th>\n",
       "      <th>GENRE_kids</th>\n",
       "      <th>GENRE_latin</th>\n",
       "      <th>GENRE_latino</th>\n",
       "      <th>GENRE_malay</th>\n",
       "      <th>GENRE_mandopop</th>\n",
       "      <th>GENRE_metal</th>\n",
       "      <th>GENRE_metalcore</th>\n",
       "      <th>GENRE_minimal-techno</th>\n",
       "      <th>GENRE_mpb</th>\n",
       "      <th>GENRE_new-age</th>\n",
       "      <th>GENRE_opera</th>\n",
       "      <th>GENRE_pagode</th>\n",
       "      <th>GENRE_party</th>\n",
       "      <th>GENRE_piano</th>\n",
       "      <th>GENRE_pop-film</th>\n",
       "      <th>GENRE_pop</th>\n",
       "      <th>GENRE_power-pop</th>\n",
       "      <th>GENRE_progressive-house</th>\n",
       "      <th>GENRE_psych-rock</th>\n",
       "      <th>GENRE_punk-rock</th>\n",
       "      <th>GENRE_punk</th>\n",
       "      <th>GENRE_r-n-b</th>\n",
       "      <th>GENRE_reggae</th>\n",
       "      <th>GENRE_reggaeton</th>\n",
       "      <th>GENRE_rock-n-roll</th>\n",
       "      <th>GENRE_rock</th>\n",
       "      <th>GENRE_rockabilly</th>\n",
       "      <th>GENRE_romance</th>\n",
       "      <th>GENRE_sad</th>\n",
       "      <th>GENRE_salsa</th>\n",
       "      <th>GENRE_samba</th>\n",
       "      <th>GENRE_sertanejo</th>\n",
       "      <th>GENRE_show-tunes</th>\n",
       "      <th>GENRE_singer-songwriter</th>\n",
       "      <th>GENRE_ska</th>\n",
       "      <th>GENRE_sleep</th>\n",
       "      <th>GENRE_songwriter</th>\n",
       "      <th>GENRE_soul</th>\n",
       "      <th>GENRE_spanish</th>\n",
       "      <th>GENRE_study</th>\n",
       "      <th>GENRE_swedish</th>\n",
       "      <th>GENRE_synth-pop</th>\n",
       "      <th>GENRE_tango</th>\n",
       "      <th>GENRE_techno</th>\n",
       "      <th>GENRE_trance</th>\n",
       "      <th>GENRE_trip-hop</th>\n",
       "      <th>GENRE_turkish</th>\n",
       "      <th>GENRE_world-music</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rill</td>\n",
       "      <td>Lolly</td>\n",
       "      <td>Lolly</td>\n",
       "      <td>160725</td>\n",
       "      <td>True</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.374</td>\n",
       "      <td>8</td>\n",
       "      <td>-9.844</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1990</td>\n",
       "      <td>0.075700</td>\n",
       "      <td>0.003010</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>0.432</td>\n",
       "      <td>104.042</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>german</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Glee Cast</td>\n",
       "      <td>Glee Love Songs</td>\n",
       "      <td>It's All Coming Back To Me Now (Glee Cast Vers...</td>\n",
       "      <td>322933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.269</td>\n",
       "      <td>0.516</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.361</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0366</td>\n",
       "      <td>0.406000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.341</td>\n",
       "      <td>178.174</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>club</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Paul Kalkbrenner;Pig&amp;Dan</td>\n",
       "      <td>X</td>\n",
       "      <td>Böxig Leise - Pig &amp; Dan Remix</td>\n",
       "      <td>515360</td>\n",
       "      <td>False</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.560</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.264</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0462</td>\n",
       "      <td>0.001140</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.108</td>\n",
       "      <td>119.997</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>minimal-techno</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jordan Sandhu</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>190203</td>\n",
       "      <td>False</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.770</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.537</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.058300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0825</td>\n",
       "      <td>0.839</td>\n",
       "      <td>161.721</td>\n",
       "      <td>4</td>\n",
       "      <td>62</td>\n",
       "      <td>hip-hop</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Paul Kalkbrenner</td>\n",
       "      <td>Zeit</td>\n",
       "      <td>Tief</td>\n",
       "      <td>331240</td>\n",
       "      <td>False</td>\n",
       "      <td>0.519</td>\n",
       "      <td>0.431</td>\n",
       "      <td>6</td>\n",
       "      <td>-13.606</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0291</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>0.0916</td>\n",
       "      <td>0.234</td>\n",
       "      <td>129.971</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>minimal-techno</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chad Daniels</td>\n",
       "      <td>Busy Being Awesome</td>\n",
       "      <td>Thanksgiving Chicken</td>\n",
       "      <td>127040</td>\n",
       "      <td>True</td>\n",
       "      <td>0.536</td>\n",
       "      <td>0.780</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.449</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9450</td>\n",
       "      <td>0.792000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.7350</td>\n",
       "      <td>0.452</td>\n",
       "      <td>173.912</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Pink Sweat$;Kirby</td>\n",
       "      <td>New RnB</td>\n",
       "      <td>Better</td>\n",
       "      <td>176320</td>\n",
       "      <td>False</td>\n",
       "      <td>0.613</td>\n",
       "      <td>0.471</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.644</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.316000</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.406</td>\n",
       "      <td>143.064</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>chill;soul</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Soda Stereo</td>\n",
       "      <td>Soda Stereo (Remastered)</td>\n",
       "      <td>El Tiempo Es Dinero - Remasterizado 2007</td>\n",
       "      <td>177266</td>\n",
       "      <td>False</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.921</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.589</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.019400</td>\n",
       "      <td>0.088100</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.700</td>\n",
       "      <td>183.571</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>punk-rock;ska</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Old Crow Medicine Show</td>\n",
       "      <td>O.C.M.S.</td>\n",
       "      <td>Poor Man</td>\n",
       "      <td>214600</td>\n",
       "      <td>False</td>\n",
       "      <td>0.580</td>\n",
       "      <td>0.290</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.942</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.261000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.497</td>\n",
       "      <td>91.321</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>bluegrass</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tokyo Ghetto Pussy</td>\n",
       "      <td>Disco 2001</td>\n",
       "      <td>Love Generation</td>\n",
       "      <td>410666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.531</td>\n",
       "      <td>0.950</td>\n",
       "      <td>9</td>\n",
       "      <td>-9.744</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0433</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>0.826000</td>\n",
       "      <td>0.0613</td>\n",
       "      <td>0.553</td>\n",
       "      <td>159.974</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>happy</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    artists                album_name  \\\n",
       "0                      Rill                     Lolly   \n",
       "1                 Glee Cast           Glee Love Songs   \n",
       "2  Paul Kalkbrenner;Pig&Dan                         X   \n",
       "3             Jordan Sandhu                Teeje Week   \n",
       "4          Paul Kalkbrenner                      Zeit   \n",
       "5              Chad Daniels        Busy Being Awesome   \n",
       "6         Pink Sweat$;Kirby                   New RnB   \n",
       "7               Soda Stereo  Soda Stereo (Remastered)   \n",
       "8    Old Crow Medicine Show                  O.C.M.S.   \n",
       "9        Tokyo Ghetto Pussy                Disco 2001   \n",
       "\n",
       "                                          track_name  duration_ms  explicit  \\\n",
       "0                                              Lolly       160725      True   \n",
       "1  It's All Coming Back To Me Now (Glee Cast Vers...       322933     False   \n",
       "2                      Böxig Leise - Pig & Dan Remix       515360     False   \n",
       "3                                         Teeje Week       190203     False   \n",
       "4                                               Tief       331240     False   \n",
       "5                               Thanksgiving Chicken       127040      True   \n",
       "6                                             Better       176320     False   \n",
       "7           El Tiempo Es Dinero - Remasterizado 2007       177266     False   \n",
       "8                                           Poor Man       214600     False   \n",
       "9                                    Love Generation       410666     False   \n",
       "\n",
       "   danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0         0.910   0.374    8    -9.844     0       0.1990      0.075700   \n",
       "1         0.269   0.516    0    -7.361     1       0.0366      0.406000   \n",
       "2         0.686   0.560    5   -13.264     0       0.0462      0.001140   \n",
       "3         0.679   0.770    0    -3.537     1       0.1900      0.058300   \n",
       "4         0.519   0.431    6   -13.606     0       0.0291      0.000964   \n",
       "5         0.536   0.780    5    -9.449     0       0.9450      0.792000   \n",
       "6         0.613   0.471    1    -6.644     0       0.1070      0.316000   \n",
       "7         0.554   0.921    2    -4.589     1       0.0758      0.019400   \n",
       "8         0.580   0.290    2   -11.942     1       0.0272      0.261000   \n",
       "9         0.531   0.950    9    -9.744     0       0.0433      0.001220   \n",
       "\n",
       "   instrumentalness  liveness  valence    tempo  time_signature  popularity  \\\n",
       "0          0.003010    0.1540    0.432  104.042               4          44   \n",
       "1          0.000000    0.1170    0.341  178.174               4          47   \n",
       "2          0.181000    0.1110    0.108  119.997               4          22   \n",
       "3          0.000000    0.0825    0.839  161.721               4          62   \n",
       "4          0.720000    0.0916    0.234  129.971               4          19   \n",
       "5          0.000000    0.7350    0.452  173.912               3          24   \n",
       "6          0.000001    0.1170    0.406  143.064               4           0   \n",
       "7          0.088100    0.3290    0.700  183.571               1          38   \n",
       "8          0.000000    0.1250    0.497   91.321               4          30   \n",
       "9          0.826000    0.0613    0.553  159.974               4          17   \n",
       "\n",
       "      track_genre  GENRE_acoustic  GENRE_afrobeat  GENRE_alt-rock  \\\n",
       "0          german               0               0               0   \n",
       "1            club               0               0               0   \n",
       "2  minimal-techno               0               0               0   \n",
       "3         hip-hop               0               0               0   \n",
       "4  minimal-techno               0               0               0   \n",
       "5          comedy               0               0               0   \n",
       "6      chill;soul               0               0               0   \n",
       "7   punk-rock;ska               0               0               0   \n",
       "8       bluegrass               0               0               0   \n",
       "9           happy               0               0               0   \n",
       "\n",
       "   GENRE_alternative  GENRE_ambient  GENRE_anime  GENRE_black-metal  \\\n",
       "0                  0              0            0                  0   \n",
       "1                  0              0            0                  0   \n",
       "2                  0              0            0                  0   \n",
       "3                  0              0            0                  0   \n",
       "4                  0              0            0                  0   \n",
       "5                  0              0            0                  0   \n",
       "6                  0              0            0                  0   \n",
       "7                  0              0            0                  0   \n",
       "8                  0              0            0                  0   \n",
       "9                  0              0            0                  0   \n",
       "\n",
       "   GENRE_bluegrass  GENRE_blues  GENRE_brazil  GENRE_breakbeat  GENRE_british  \\\n",
       "0                0            0             0                0              0   \n",
       "1                0            0             0                0              0   \n",
       "2                0            0             0                0              0   \n",
       "3                0            0             0                0              0   \n",
       "4                0            0             0                0              0   \n",
       "5                0            0             0                0              0   \n",
       "6                0            0             0                0              0   \n",
       "7                0            0             0                0              0   \n",
       "8                0            0             0                0              0   \n",
       "9                0            0             0                0              0   \n",
       "\n",
       "   GENRE_cantopop  GENRE_chicago-house  GENRE_children  GENRE_chill  \\\n",
       "0               0                    0               0            0   \n",
       "1               0                    0               0            0   \n",
       "2               0                    0               0            0   \n",
       "3               0                    0               0            0   \n",
       "4               0                    0               0            0   \n",
       "5               0                    0               0            0   \n",
       "6               0                    0               0            0   \n",
       "7               0                    0               0            0   \n",
       "8               0                    0               0            0   \n",
       "9               0                    0               0            0   \n",
       "\n",
       "   GENRE_classical  GENRE_club  GENRE_comedy  GENRE_country  GENRE_dance  \\\n",
       "0                0           0             0              0            0   \n",
       "1                0           0             0              0            0   \n",
       "2                0           0             0              0            0   \n",
       "3                0           0             0              0            0   \n",
       "4                0           0             0              0            0   \n",
       "5                0           0             0              0            0   \n",
       "6                0           0             0              0            0   \n",
       "7                0           0             0              0            0   \n",
       "8                0           0             0              0            0   \n",
       "9                0           0             0              0            0   \n",
       "\n",
       "   GENRE_dancehall  GENRE_death-metal  GENRE_deep-house  GENRE_detroit-techno  \\\n",
       "0                0                  0                 0                     0   \n",
       "1                0                  0                 0                     0   \n",
       "2                0                  0                 0                     0   \n",
       "3                0                  0                 0                     0   \n",
       "4                0                  0                 0                     0   \n",
       "5                0                  0                 0                     0   \n",
       "6                0                  0                 0                     0   \n",
       "7                0                  0                 0                     0   \n",
       "8                0                  0                 0                     0   \n",
       "9                0                  0                 0                     0   \n",
       "\n",
       "   GENRE_disco  GENRE_disney  GENRE_drum-and-bass  GENRE_dub  GENRE_dubstep  \\\n",
       "0            0             0                    0          0              0   \n",
       "1            0             0                    0          0              0   \n",
       "2            0             0                    0          0              0   \n",
       "3            0             0                    0          0              0   \n",
       "4            0             0                    0          0              0   \n",
       "5            0             0                    0          0              0   \n",
       "6            0             0                    0          0              0   \n",
       "7            0             0                    0          0              0   \n",
       "8            0             0                    0          0              0   \n",
       "9            0             0                    0          0              0   \n",
       "\n",
       "   GENRE_edm  GENRE_electro  GENRE_electronic  GENRE_emo  GENRE_folk  \\\n",
       "0          0              0                 0          0           0   \n",
       "1          0              0                 0          0           0   \n",
       "2          0              0                 0          0           0   \n",
       "3          0              0                 0          0           0   \n",
       "4          0              0                 0          0           0   \n",
       "5          0              0                 0          0           0   \n",
       "6          0              0                 0          0           0   \n",
       "7          0              0                 0          0           0   \n",
       "8          0              0                 0          0           0   \n",
       "9          0              0                 0          0           0   \n",
       "\n",
       "   GENRE_forro  GENRE_french  GENRE_funk  GENRE_garage  GENRE_german  \\\n",
       "0            0             0           0             0             0   \n",
       "1            0             0           0             0             0   \n",
       "2            0             0           0             0             0   \n",
       "3            0             0           0             0             0   \n",
       "4            0             0           0             0             0   \n",
       "5            0             0           0             0             0   \n",
       "6            0             0           0             0             0   \n",
       "7            0             0           0             0             0   \n",
       "8            0             0           0             0             0   \n",
       "9            0             0           0             0             0   \n",
       "\n",
       "   GENRE_gospel  GENRE_goth  GENRE_grindcore  GENRE_groove  GENRE_grunge  \\\n",
       "0             0           0                0             0             0   \n",
       "1             0           0                0             0             0   \n",
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       "8             0           0                0             0             0   \n",
       "9             0           0                0             0             0   \n",
       "\n",
       "   GENRE_guitar  GENRE_happy  GENRE_hard-rock  GENRE_hardcore  \\\n",
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       "1             0            0                0               0   \n",
       "2             0            0                0               0   \n",
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       "7             0            0                0               0   \n",
       "8             0            0                0               0   \n",
       "9             0            0                0               0   \n",
       "\n",
       "   GENRE_hardstyle  GENRE_heavy-metal  GENRE_hip-hop  GENRE_honky-tonk  \\\n",
       "0                0                  0              0                 0   \n",
       "1                0                  0              0                 0   \n",
       "2                0                  0              0                 0   \n",
       "3                0                  0              0                 0   \n",
       "4                0                  0              0                 0   \n",
       "5                0                  0              0                 0   \n",
       "6                0                  0              0                 0   \n",
       "7                0                  0              0                 0   \n",
       "8                0                  0              0                 0   \n",
       "9                0                  0              0                 0   \n",
       "\n",
       "   GENRE_house  GENRE_idm  GENRE_indian  GENRE_indie-pop  GENRE_indie  \\\n",
       "0            0          0             0                0            0   \n",
       "1            0          0             0                0            0   \n",
       "2            0          0             0                0            0   \n",
       "3            0          0             0                0            0   \n",
       "4            0          0             0                0            0   \n",
       "5            0          0             0                0            0   \n",
       "6            0          0             0                0            0   \n",
       "7            0          0             0                0            0   \n",
       "8            0          0             0                0            0   \n",
       "9            0          0             0                0            0   \n",
       "\n",
       "   GENRE_industrial  GENRE_iranian  GENRE_j-dance  GENRE_j-idol  GENRE_j-pop  \\\n",
       "0                 0              0              0             0            0   \n",
       "1                 0              0              0             0            0   \n",
       "2                 0              0              0             0            0   \n",
       "3                 0              0              0             0            0   \n",
       "4                 0              0              0             0            0   \n",
       "5                 0              0              0             0            0   \n",
       "6                 0              0              0             0            0   \n",
       "7                 0              0              0             0            0   \n",
       "8                 0              0              0             0            0   \n",
       "9                 0              0              0             0            0   \n",
       "\n",
       "   GENRE_j-rock  GENRE_jazz  GENRE_k-pop  GENRE_kids  GENRE_latin  \\\n",
       "0             0           0            0           0            0   \n",
       "1             0           0            0           0            0   \n",
       "2             0           0            0           0            0   \n",
       "3             0           0            0           0            0   \n",
       "4             0           0            0           0            0   \n",
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       "7             0           0            0           0            0   \n",
       "8             0           0            0           0            0   \n",
       "9             0           0            0           0            0   \n",
       "\n",
       "   GENRE_latino  GENRE_malay  GENRE_mandopop  GENRE_metal  GENRE_metalcore  \\\n",
       "0             0            0               0            0                0   \n",
       "1             0            0               0            0                0   \n",
       "2             0            0               0            0                0   \n",
       "3             0            0               0            0                0   \n",
       "4             0            0               0            0                0   \n",
       "5             0            0               0            0                0   \n",
       "6             0            0               0            0                0   \n",
       "7             0            0               0            0                0   \n",
       "8             0            0               0            0                0   \n",
       "9             0            0               0            0                0   \n",
       "\n",
       "   GENRE_minimal-techno  GENRE_mpb  GENRE_new-age  GENRE_opera  GENRE_pagode  \\\n",
       "0                     0          0              0            0             0   \n",
       "1                     0          0              0            0             0   \n",
       "2                     0          0              0            0             0   \n",
       "3                     0          0              0            0             0   \n",
       "4                     0          0              0            0             0   \n",
       "5                     0          0              0            0             0   \n",
       "6                     0          0              0            0             0   \n",
       "7                     0          0              0            0             0   \n",
       "8                     0          0              0            0             0   \n",
       "9                     0          0              0            0             0   \n",
       "\n",
       "   GENRE_party  GENRE_piano  GENRE_pop-film  GENRE_pop  GENRE_power-pop  \\\n",
       "0            0            0               0          0                0   \n",
       "1            0            0               0          0                0   \n",
       "2            0            0               0          0                0   \n",
       "3            0            0               0          0                0   \n",
       "4            0            0               0          0                0   \n",
       "5            0            0               0          0                0   \n",
       "6            0            0               0          0                0   \n",
       "7            0            0               0          0                0   \n",
       "8            0            0               0          0                0   \n",
       "9            0            0               0          0                0   \n",
       "\n",
       "   GENRE_progressive-house  GENRE_psych-rock  GENRE_punk-rock  GENRE_punk  \\\n",
       "0                        0                 0                0           0   \n",
       "1                        0                 0                0           0   \n",
       "2                        0                 0                0           0   \n",
       "3                        0                 0                0           0   \n",
       "4                        0                 0                0           0   \n",
       "5                        0                 0                0           0   \n",
       "6                        0                 0                0           0   \n",
       "7                        0                 0                0           0   \n",
       "8                        0                 0                0           0   \n",
       "9                        0                 0                0           0   \n",
       "\n",
       "   GENRE_r-n-b  GENRE_reggae  GENRE_reggaeton  GENRE_rock-n-roll  GENRE_rock  \\\n",
       "0            0             0                0                  0           0   \n",
       "1            0             0                0                  0           0   \n",
       "2            0             0                0                  0           0   \n",
       "3            0             0                0                  0           0   \n",
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       "7            0             0                0                  0           0   \n",
       "8            0             0                0                  0           0   \n",
       "9            0             0                0                  0           0   \n",
       "\n",
       "   GENRE_rockabilly  GENRE_romance  GENRE_sad  GENRE_salsa  GENRE_samba  \\\n",
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       "3                 0              0          0            0            0   \n",
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       "6                 0              0          0            0            0   \n",
       "7                 0              0          0            0            0   \n",
       "8                 0              0          0            0            0   \n",
       "9                 0              0          0            0            0   \n",
       "\n",
       "   GENRE_sertanejo  GENRE_show-tunes  GENRE_singer-songwriter  GENRE_ska  \\\n",
       "0                0                 0                        0          0   \n",
       "1                0                 0                        0          0   \n",
       "2                0                 0                        0          0   \n",
       "3                0                 0                        0          0   \n",
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       "7                0                 0                        0          0   \n",
       "8                0                 0                        0          0   \n",
       "9                0                 0                        0          0   \n",
       "\n",
       "   GENRE_sleep  GENRE_songwriter  GENRE_soul  GENRE_spanish  GENRE_study  \\\n",
       "0            0                 0           0              0            0   \n",
       "1            0                 0           0              0            0   \n",
       "2            0                 0           0              0            0   \n",
       "3            0                 0           0              0            0   \n",
       "4            0                 0           0              0            0   \n",
       "5            0                 0           0              0            0   \n",
       "6            0                 0           0              0            0   \n",
       "7            0                 0           0              0            0   \n",
       "8            0                 0           0              0            0   \n",
       "9            0                 0           0              0            0   \n",
       "\n",
       "   GENRE_swedish  GENRE_synth-pop  GENRE_tango  GENRE_techno  GENRE_trance  \\\n",
       "0              0                0            0             0             0   \n",
       "1              0                0            0             0             0   \n",
       "2              0                0            0             0             0   \n",
       "3              0                0            0             0             0   \n",
       "4              0                0            0             0             0   \n",
       "5              0                0            0             0             0   \n",
       "6              0                0            0             0             0   \n",
       "7              0                0            0             0             0   \n",
       "8              0                0            0             0             0   \n",
       "9              0                0            0             0             0   \n",
       "\n",
       "   GENRE_trip-hop  GENRE_turkish  GENRE_world-music  \n",
       "0               0              0                  0  \n",
       "1               0              0                  0  \n",
       "2               0              0                  0  \n",
       "3               0              0                  0  \n",
       "4               0              0                  0  \n",
       "5               0              0                  0  \n",
       "6               0              0                  0  \n",
       "7               0              0                  0  \n",
       "8               0              0                  0  \n",
       "9               0              0                  0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = pd.DataFrame(dict.fromkeys(genres, 0), index=dataset.index)\n",
    "dataset = pd.concat([dataset, temp], axis=1)\n",
    "dataset.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_genres(row):\n",
    "    track_genres = row['track_genre'].split(';')\n",
    "    for g in track_genres:\n",
    "        row['GENRE_' + g] = 1\n",
    "    return row\n",
    "\n",
    "dataset = dataset.apply(fill_genres, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Glee Cast</td>\n",
       "      <td>Glee Love Songs</td>\n",
       "      <td>It's All Coming Back To Me Now (Glee Cast Vers...</td>\n",
       "      <td>322933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.269</td>\n",
       "      <td>0.516</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.361</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0366</td>\n",
       "      <td>0.406000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.341</td>\n",
       "      <td>178.174</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>club</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Paul Kalkbrenner;Pig&amp;Dan</td>\n",
       "      <td>X</td>\n",
       "      <td>Böxig Leise - Pig &amp; Dan Remix</td>\n",
       "      <td>515360</td>\n",
       "      <td>False</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.560</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.264</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0462</td>\n",
       "      <td>0.001140</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.108</td>\n",
       "      <td>119.997</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>minimal-techno</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jordan Sandhu</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>Teeje Week</td>\n",
       "      <td>190203</td>\n",
       "      <td>False</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.770</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.537</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.058300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0825</td>\n",
       "      <td>0.839</td>\n",
       "      <td>161.721</td>\n",
       "      <td>4</td>\n",
       "      <td>62</td>\n",
       "      <td>hip-hop</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Paul Kalkbrenner</td>\n",
       "      <td>Zeit</td>\n",
       "      <td>Tief</td>\n",
       "      <td>331240</td>\n",
       "      <td>False</td>\n",
       "      <td>0.519</td>\n",
       "      <td>0.431</td>\n",
       "      <td>6</td>\n",
       "      <td>-13.606</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0291</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>0.0916</td>\n",
       "      <td>0.234</td>\n",
       "      <td>129.971</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>minimal-techno</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chad Daniels</td>\n",
       "      <td>Busy Being Awesome</td>\n",
       "      <td>Thanksgiving Chicken</td>\n",
       "      <td>127040</td>\n",
       "      <td>True</td>\n",
       "      <td>0.536</td>\n",
       "      <td>0.780</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.449</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9450</td>\n",
       "      <td>0.792000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.7350</td>\n",
       "      <td>0.452</td>\n",
       "      <td>173.912</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Pink Sweat$;Kirby</td>\n",
       "      <td>New RnB</td>\n",
       "      <td>Better</td>\n",
       "      <td>176320</td>\n",
       "      <td>False</td>\n",
       "      <td>0.613</td>\n",
       "      <td>0.471</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.644</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.316000</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.406</td>\n",
       "      <td>143.064</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>chill;soul</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Soda Stereo</td>\n",
       "      <td>Soda Stereo (Remastered)</td>\n",
       "      <td>El Tiempo Es Dinero - Remasterizado 2007</td>\n",
       "      <td>177266</td>\n",
       "      <td>False</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.921</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.589</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.019400</td>\n",
       "      <td>0.088100</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.700</td>\n",
       "      <td>183.571</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>punk-rock;ska</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Old Crow Medicine Show</td>\n",
       "      <td>O.C.M.S.</td>\n",
       "      <td>Poor Man</td>\n",
       "      <td>214600</td>\n",
       "      <td>False</td>\n",
       "      <td>0.580</td>\n",
       "      <td>0.290</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.942</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.261000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.497</td>\n",
       "      <td>91.321</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>bluegrass</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tokyo Ghetto Pussy</td>\n",
       "      <td>Disco 2001</td>\n",
       "      <td>Love Generation</td>\n",
       "      <td>410666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.531</td>\n",
       "      <td>0.950</td>\n",
       "      <td>9</td>\n",
       "      <td>-9.744</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0433</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>0.826000</td>\n",
       "      <td>0.0613</td>\n",
       "      <td>0.553</td>\n",
       "      <td>159.974</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>happy</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    artists                album_name  \\\n",
       "0                      Rill                     Lolly   \n",
       "1                 Glee Cast           Glee Love Songs   \n",
       "2  Paul Kalkbrenner;Pig&Dan                         X   \n",
       "3             Jordan Sandhu                Teeje Week   \n",
       "4          Paul Kalkbrenner                      Zeit   \n",
       "5              Chad Daniels        Busy Being Awesome   \n",
       "6         Pink Sweat$;Kirby                   New RnB   \n",
       "7               Soda Stereo  Soda Stereo (Remastered)   \n",
       "8    Old Crow Medicine Show                  O.C.M.S.   \n",
       "9        Tokyo Ghetto Pussy                Disco 2001   \n",
       "\n",
       "                                          track_name  duration_ms  explicit  \\\n",
       "0                                              Lolly       160725      True   \n",
       "1  It's All Coming Back To Me Now (Glee Cast Vers...       322933     False   \n",
       "2                      Böxig Leise - Pig & Dan Remix       515360     False   \n",
       "3                                         Teeje Week       190203     False   \n",
       "4                                               Tief       331240     False   \n",
       "5                               Thanksgiving Chicken       127040      True   \n",
       "6                                             Better       176320     False   \n",
       "7           El Tiempo Es Dinero - Remasterizado 2007       177266     False   \n",
       "8                                           Poor Man       214600     False   \n",
       "9                                    Love Generation       410666     False   \n",
       "\n",
       "   danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0         0.910   0.374    8    -9.844     0       0.1990      0.075700   \n",
       "1         0.269   0.516    0    -7.361     1       0.0366      0.406000   \n",
       "2         0.686   0.560    5   -13.264     0       0.0462      0.001140   \n",
       "3         0.679   0.770    0    -3.537     1       0.1900      0.058300   \n",
       "4         0.519   0.431    6   -13.606     0       0.0291      0.000964   \n",
       "5         0.536   0.780    5    -9.449     0       0.9450      0.792000   \n",
       "6         0.613   0.471    1    -6.644     0       0.1070      0.316000   \n",
       "7         0.554   0.921    2    -4.589     1       0.0758      0.019400   \n",
       "8         0.580   0.290    2   -11.942     1       0.0272      0.261000   \n",
       "9         0.531   0.950    9    -9.744     0       0.0433      0.001220   \n",
       "\n",
       "   instrumentalness  liveness  valence    tempo  time_signature  popularity  \\\n",
       "0          0.003010    0.1540    0.432  104.042               4          44   \n",
       "1          0.000000    0.1170    0.341  178.174               4          47   \n",
       "2          0.181000    0.1110    0.108  119.997               4          22   \n",
       "3          0.000000    0.0825    0.839  161.721               4          62   \n",
       "4          0.720000    0.0916    0.234  129.971               4          19   \n",
       "5          0.000000    0.7350    0.452  173.912               3          24   \n",
       "6          0.000001    0.1170    0.406  143.064               4           0   \n",
       "7          0.088100    0.3290    0.700  183.571               1          38   \n",
       "8          0.000000    0.1250    0.497   91.321               4          30   \n",
       "9          0.826000    0.0613    0.553  159.974               4          17   \n",
       "\n",
       "      track_genre  GENRE_acoustic  GENRE_afrobeat  GENRE_alt-rock  \\\n",
       "0          german               0               0               0   \n",
       "1            club               0               0               0   \n",
       "2  minimal-techno               0               0               0   \n",
       "3         hip-hop               0               0               0   \n",
       "4  minimal-techno               0               0               0   \n",
       "5          comedy               0               0               0   \n",
       "6      chill;soul               0               0               0   \n",
       "7   punk-rock;ska               0               0               0   \n",
       "8       bluegrass               0               0               0   \n",
       "9           happy               0               0               0   \n",
       "\n",
       "   GENRE_alternative  GENRE_ambient  GENRE_anime  GENRE_black-metal  \\\n",
       "0                  0              0            0                  0   \n",
       "1                  0              0            0                  0   \n",
       "2                  0              0            0                  0   \n",
       "3                  0              0            0                  0   \n",
       "4                  0              0            0                  0   \n",
       "5                  0              0            0                  0   \n",
       "6                  0              0            0                  0   \n",
       "7                  0              0            0                  0   \n",
       "8                  0              0            0                  0   \n",
       "9                  0              0            0                  0   \n",
       "\n",
       "   GENRE_bluegrass  GENRE_blues  GENRE_brazil  GENRE_breakbeat  GENRE_british  \\\n",
       "0                0            0             0                0              0   \n",
       "1                0            0             0                0              0   \n",
       "2                0            0             0                0              0   \n",
       "3                0            0             0                0              0   \n",
       "4                0            0             0                0              0   \n",
       "5                0            0             0                0              0   \n",
       "6                0            0             0                0              0   \n",
       "7                0            0             0                0              0   \n",
       "8                1            0             0                0              0   \n",
       "9                0            0             0                0              0   \n",
       "\n",
       "   GENRE_cantopop  GENRE_chicago-house  GENRE_children  GENRE_chill  \\\n",
       "0               0                    0               0            0   \n",
       "1               0                    0               0            0   \n",
       "2               0                    0               0            0   \n",
       "3               0                    0               0            0   \n",
       "4               0                    0               0            0   \n",
       "5               0                    0               0            0   \n",
       "6               0                    0               0            1   \n",
       "7               0                    0               0            0   \n",
       "8               0                    0               0            0   \n",
       "9               0                    0               0            0   \n",
       "\n",
       "   GENRE_classical  GENRE_club  GENRE_comedy  GENRE_country  GENRE_dance  \\\n",
       "0                0           0             0              0            0   \n",
       "1                0           1             0              0            0   \n",
       "2                0           0             0              0            0   \n",
       "3                0           0             0              0            0   \n",
       "4                0           0             0              0            0   \n",
       "5                0           0             1              0            0   \n",
       "6                0           0             0              0            0   \n",
       "7                0           0             0              0            0   \n",
       "8                0           0             0              0            0   \n",
       "9                0           0             0              0            0   \n",
       "\n",
       "   GENRE_dancehall  GENRE_death-metal  GENRE_deep-house  GENRE_detroit-techno  \\\n",
       "0                0                  0                 0                     0   \n",
       "1                0                  0                 0                     0   \n",
       "2                0                  0                 0                     0   \n",
       "3                0                  0                 0                     0   \n",
       "4                0                  0                 0                     0   \n",
       "5                0                  0                 0                     0   \n",
       "6                0                  0                 0                     0   \n",
       "7                0                  0                 0                     0   \n",
       "8                0                  0                 0                     0   \n",
       "9                0                  0                 0                     0   \n",
       "\n",
       "   GENRE_disco  GENRE_disney  GENRE_drum-and-bass  GENRE_dub  GENRE_dubstep  \\\n",
       "0            0             0                    0          0              0   \n",
       "1            0             0                    0          0              0   \n",
       "2            0             0                    0          0              0   \n",
       "3            0             0                    0          0              0   \n",
       "4            0             0                    0          0              0   \n",
       "5            0             0                    0          0              0   \n",
       "6            0             0                    0          0              0   \n",
       "7            0             0                    0          0              0   \n",
       "8            0             0                    0          0              0   \n",
       "9            0             0                    0          0              0   \n",
       "\n",
       "   GENRE_edm  GENRE_electro  GENRE_electronic  GENRE_emo  GENRE_folk  \\\n",
       "0          0              0                 0          0           0   \n",
       "1          0              0                 0          0           0   \n",
       "2          0              0                 0          0           0   \n",
       "3          0              0                 0          0           0   \n",
       "4          0              0                 0          0           0   \n",
       "5          0              0                 0          0           0   \n",
       "6          0              0                 0          0           0   \n",
       "7          0              0                 0          0           0   \n",
       "8          0              0                 0          0           0   \n",
       "9          0              0                 0          0           0   \n",
       "\n",
       "   GENRE_forro  GENRE_french  GENRE_funk  GENRE_garage  GENRE_german  \\\n",
       "0            0             0           0             0             1   \n",
       "1            0             0           0             0             0   \n",
       "2            0             0           0             0             0   \n",
       "3            0             0           0             0             0   \n",
       "4            0             0           0             0             0   \n",
       "5            0             0           0             0             0   \n",
       "6            0             0           0             0             0   \n",
       "7            0             0           0             0             0   \n",
       "8            0             0           0             0             0   \n",
       "9            0             0           0             0             0   \n",
       "\n",
       "   GENRE_gospel  GENRE_goth  GENRE_grindcore  GENRE_groove  GENRE_grunge  \\\n",
       "0             0           0                0             0             0   \n",
       "1             0           0                0             0             0   \n",
       "2             0           0                0             0             0   \n",
       "3             0           0                0             0             0   \n",
       "4             0           0                0             0             0   \n",
       "5             0           0                0             0             0   \n",
       "6             0           0                0             0             0   \n",
       "7             0           0                0             0             0   \n",
       "8             0           0                0             0             0   \n",
       "9             0           0                0             0             0   \n",
       "\n",
       "   GENRE_guitar  GENRE_happy  GENRE_hard-rock  GENRE_hardcore  \\\n",
       "0             0            0                0               0   \n",
       "1             0            0                0               0   \n",
       "2             0            0                0               0   \n",
       "3             0            0                0               0   \n",
       "4             0            0                0               0   \n",
       "5             0            0                0               0   \n",
       "6             0            0                0               0   \n",
       "7             0            0                0               0   \n",
       "8             0            0                0               0   \n",
       "9             0            1                0               0   \n",
       "\n",
       "   GENRE_hardstyle  GENRE_heavy-metal  GENRE_hip-hop  GENRE_honky-tonk  \\\n",
       "0                0                  0              0                 0   \n",
       "1                0                  0              0                 0   \n",
       "2                0                  0              0                 0   \n",
       "3                0                  0              1                 0   \n",
       "4                0                  0              0                 0   \n",
       "5                0                  0              0                 0   \n",
       "6                0                  0              0                 0   \n",
       "7                0                  0              0                 0   \n",
       "8                0                  0              0                 0   \n",
       "9                0                  0              0                 0   \n",
       "\n",
       "   GENRE_house  GENRE_idm  GENRE_indian  GENRE_indie-pop  GENRE_indie  \\\n",
       "0            0          0             0                0            0   \n",
       "1            0          0             0                0            0   \n",
       "2            0          0             0                0            0   \n",
       "3            0          0             0                0            0   \n",
       "4            0          0             0                0            0   \n",
       "5            0          0             0                0            0   \n",
       "6            0          0             0                0            0   \n",
       "7            0          0             0                0            0   \n",
       "8            0          0             0                0            0   \n",
       "9            0          0             0                0            0   \n",
       "\n",
       "   GENRE_industrial  GENRE_iranian  GENRE_j-dance  GENRE_j-idol  GENRE_j-pop  \\\n",
       "0                 0              0              0             0            0   \n",
       "1                 0              0              0             0            0   \n",
       "2                 0              0              0             0            0   \n",
       "3                 0              0              0             0            0   \n",
       "4                 0              0              0             0            0   \n",
       "5                 0              0              0             0            0   \n",
       "6                 0              0              0             0            0   \n",
       "7                 0              0              0             0            0   \n",
       "8                 0              0              0             0            0   \n",
       "9                 0              0              0             0            0   \n",
       "\n",
       "   GENRE_j-rock  GENRE_jazz  GENRE_k-pop  GENRE_kids  GENRE_latin  \\\n",
       "0             0           0            0           0            0   \n",
       "1             0           0            0           0            0   \n",
       "2             0           0            0           0            0   \n",
       "3             0           0            0           0            0   \n",
       "4             0           0            0           0            0   \n",
       "5             0           0            0           0            0   \n",
       "6             0           0            0           0            0   \n",
       "7             0           0            0           0            0   \n",
       "8             0           0            0           0            0   \n",
       "9             0           0            0           0            0   \n",
       "\n",
       "   GENRE_latino  GENRE_malay  GENRE_mandopop  GENRE_metal  GENRE_metalcore  \\\n",
       "0             0            0               0            0                0   \n",
       "1             0            0               0            0                0   \n",
       "2             0            0               0            0                0   \n",
       "3             0            0               0            0                0   \n",
       "4             0            0               0            0                0   \n",
       "5             0            0               0            0                0   \n",
       "6             0            0               0            0                0   \n",
       "7             0            0               0            0                0   \n",
       "8             0            0               0            0                0   \n",
       "9             0            0               0            0                0   \n",
       "\n",
       "   GENRE_minimal-techno  GENRE_mpb  GENRE_new-age  GENRE_opera  GENRE_pagode  \\\n",
       "0                     0          0              0            0             0   \n",
       "1                     0          0              0            0             0   \n",
       "2                     1          0              0            0             0   \n",
       "3                     0          0              0            0             0   \n",
       "4                     1          0              0            0             0   \n",
       "5                     0          0              0            0             0   \n",
       "6                     0          0              0            0             0   \n",
       "7                     0          0              0            0             0   \n",
       "8                     0          0              0            0             0   \n",
       "9                     0          0              0            0             0   \n",
       "\n",
       "   GENRE_party  GENRE_piano  GENRE_pop-film  GENRE_pop  GENRE_power-pop  \\\n",
       "0            0            0               0          0                0   \n",
       "1            0            0               0          0                0   \n",
       "2            0            0               0          0                0   \n",
       "3            0            0               0          0                0   \n",
       "4            0            0               0          0                0   \n",
       "5            0            0               0          0                0   \n",
       "6            0            0               0          0                0   \n",
       "7            0            0               0          0                0   \n",
       "8            0            0               0          0                0   \n",
       "9            0            0               0          0                0   \n",
       "\n",
       "   GENRE_progressive-house  GENRE_psych-rock  GENRE_punk-rock  GENRE_punk  \\\n",
       "0                        0                 0                0           0   \n",
       "1                        0                 0                0           0   \n",
       "2                        0                 0                0           0   \n",
       "3                        0                 0                0           0   \n",
       "4                        0                 0                0           0   \n",
       "5                        0                 0                0           0   \n",
       "6                        0                 0                0           0   \n",
       "7                        0                 0                1           0   \n",
       "8                        0                 0                0           0   \n",
       "9                        0                 0                0           0   \n",
       "\n",
       "   GENRE_r-n-b  GENRE_reggae  GENRE_reggaeton  GENRE_rock-n-roll  GENRE_rock  \\\n",
       "0            0             0                0                  0           0   \n",
       "1            0             0                0                  0           0   \n",
       "2            0             0                0                  0           0   \n",
       "3            0             0                0                  0           0   \n",
       "4            0             0                0                  0           0   \n",
       "5            0             0                0                  0           0   \n",
       "6            0             0                0                  0           0   \n",
       "7            0             0                0                  0           0   \n",
       "8            0             0                0                  0           0   \n",
       "9            0             0                0                  0           0   \n",
       "\n",
       "   GENRE_rockabilly  GENRE_romance  GENRE_sad  GENRE_salsa  GENRE_samba  \\\n",
       "0                 0              0          0            0            0   \n",
       "1                 0              0          0            0            0   \n",
       "2                 0              0          0            0            0   \n",
       "3                 0              0          0            0            0   \n",
       "4                 0              0          0            0            0   \n",
       "5                 0              0          0            0            0   \n",
       "6                 0              0          0            0            0   \n",
       "7                 0              0          0            0            0   \n",
       "8                 0              0          0            0            0   \n",
       "9                 0              0          0            0            0   \n",
       "\n",
       "   GENRE_sertanejo  GENRE_show-tunes  GENRE_singer-songwriter  GENRE_ska  \\\n",
       "0                0                 0                        0          0   \n",
       "1                0                 0                        0          0   \n",
       "2                0                 0                        0          0   \n",
       "3                0                 0                        0          0   \n",
       "4                0                 0                        0          0   \n",
       "5                0                 0                        0          0   \n",
       "6                0                 0                        0          0   \n",
       "7                0                 0                        0          1   \n",
       "8                0                 0                        0          0   \n",
       "9                0                 0                        0          0   \n",
       "\n",
       "   GENRE_sleep  GENRE_songwriter  GENRE_soul  GENRE_spanish  GENRE_study  \\\n",
       "0            0                 0           0              0            0   \n",
       "1            0                 0           0              0            0   \n",
       "2            0                 0           0              0            0   \n",
       "3            0                 0           0              0            0   \n",
       "4            0                 0           0              0            0   \n",
       "5            0                 0           0              0            0   \n",
       "6            0                 0           1              0            0   \n",
       "7            0                 0           0              0            0   \n",
       "8            0                 0           0              0            0   \n",
       "9            0                 0           0              0            0   \n",
       "\n",
       "   GENRE_swedish  GENRE_synth-pop  GENRE_tango  GENRE_techno  GENRE_trance  \\\n",
       "0              0                0            0             0             0   \n",
       "1              0                0            0             0             0   \n",
       "2              0                0            0             0             0   \n",
       "3              0                0            0             0             0   \n",
       "4              0                0            0             0             0   \n",
       "5              0                0            0             0             0   \n",
       "6              0                0            0             0             0   \n",
       "7              0                0            0             0             0   \n",
       "8              0                0            0             0             0   \n",
       "9              0                0            0             0             0   \n",
       "\n",
       "   GENRE_trip-hop  GENRE_turkish  GENRE_world-music  \n",
       "0               0              0                  0  \n",
       "1               0              0                  0  \n",
       "2               0              0                  0  \n",
       "3               0              0                  0  \n",
       "4               0              0                  0  \n",
       "5               0              0                  0  \n",
       "6               0              0                  0  \n",
       "7               0              0                  0  \n",
       "8               0              0                  0  \n",
       "9               0              0                  0  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns=['track_genre'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89665, 132)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset is now cleaned and ready to be used to make predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.to_csv('datasets/spotify_tracks_cleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artists              31437\n",
       "album_name           46589\n",
       "track_name           73608\n",
       "duration_ms          50696\n",
       "explicit                 2\n",
       "                     ...  \n",
       "GENRE_techno             2\n",
       "GENRE_trance             2\n",
       "GENRE_trip-hop           2\n",
       "GENRE_turkish            2\n",
       "GENRE_world-music        2\n",
       "Length: 132, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.nunique(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>duration_ms</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>popularity</th>\n",
       "      <th>GENRE_acoustic</th>\n",
       "      <th>GENRE_afrobeat</th>\n",
       "      <th>GENRE_alt-rock</th>\n",
       "      <th>GENRE_alternative</th>\n",
       "      <th>GENRE_ambient</th>\n",
       "      <th>GENRE_anime</th>\n",
       "      <th>GENRE_black-metal</th>\n",
       "      <th>GENRE_bluegrass</th>\n",
       "      <th>GENRE_blues</th>\n",
       "      <th>GENRE_brazil</th>\n",
       "      <th>GENRE_breakbeat</th>\n",
       "      <th>GENRE_british</th>\n",
       "      <th>GENRE_cantopop</th>\n",
       "      <th>GENRE_chicago-house</th>\n",
       "      <th>GENRE_children</th>\n",
       "      <th>GENRE_chill</th>\n",
       "      <th>GENRE_classical</th>\n",
       "      <th>GENRE_club</th>\n",
       "      <th>GENRE_comedy</th>\n",
       "      <th>GENRE_country</th>\n",
       "      <th>GENRE_dance</th>\n",
       "      <th>GENRE_dancehall</th>\n",
       "      <th>GENRE_death-metal</th>\n",
       "      <th>GENRE_deep-house</th>\n",
       "      <th>GENRE_detroit-techno</th>\n",
       "      <th>GENRE_disco</th>\n",
       "      <th>GENRE_disney</th>\n",
       "      <th>GENRE_drum-and-bass</th>\n",
       "      <th>GENRE_dub</th>\n",
       "      <th>GENRE_dubstep</th>\n",
       "      <th>GENRE_edm</th>\n",
       "      <th>GENRE_electro</th>\n",
       "      <th>GENRE_electronic</th>\n",
       "      <th>GENRE_emo</th>\n",
       "      <th>GENRE_folk</th>\n",
       "      <th>GENRE_forro</th>\n",
       "      <th>GENRE_french</th>\n",
       "      <th>GENRE_funk</th>\n",
       "      <th>GENRE_garage</th>\n",
       "      <th>GENRE_german</th>\n",
       "      <th>GENRE_gospel</th>\n",
       "      <th>GENRE_goth</th>\n",
       "      <th>GENRE_grindcore</th>\n",
       "      <th>GENRE_groove</th>\n",
       "      <th>GENRE_grunge</th>\n",
       "      <th>GENRE_guitar</th>\n",
       "      <th>GENRE_happy</th>\n",
       "      <th>GENRE_hard-rock</th>\n",
       "      <th>GENRE_hardcore</th>\n",
       "      <th>GENRE_hardstyle</th>\n",
       "      <th>GENRE_heavy-metal</th>\n",
       "      <th>GENRE_hip-hop</th>\n",
       "      <th>GENRE_honky-tonk</th>\n",
       "      <th>GENRE_house</th>\n",
       "      <th>GENRE_idm</th>\n",
       "      <th>GENRE_indian</th>\n",
       "      <th>GENRE_indie-pop</th>\n",
       "      <th>GENRE_indie</th>\n",
       "      <th>GENRE_industrial</th>\n",
       "      <th>GENRE_iranian</th>\n",
       "      <th>GENRE_j-dance</th>\n",
       "      <th>GENRE_j-idol</th>\n",
       "      <th>GENRE_j-pop</th>\n",
       "      <th>GENRE_j-rock</th>\n",
       "      <th>GENRE_jazz</th>\n",
       "      <th>GENRE_k-pop</th>\n",
       "      <th>GENRE_kids</th>\n",
       "      <th>GENRE_latin</th>\n",
       "      <th>GENRE_latino</th>\n",
       "      <th>GENRE_malay</th>\n",
       "      <th>GENRE_mandopop</th>\n",
       "      <th>GENRE_metal</th>\n",
       "      <th>GENRE_metalcore</th>\n",
       "      <th>GENRE_minimal-techno</th>\n",
       "      <th>GENRE_mpb</th>\n",
       "      <th>GENRE_new-age</th>\n",
       "      <th>GENRE_opera</th>\n",
       "      <th>GENRE_pagode</th>\n",
       "      <th>GENRE_party</th>\n",
       "      <th>GENRE_piano</th>\n",
       "      <th>GENRE_pop-film</th>\n",
       "      <th>GENRE_pop</th>\n",
       "      <th>GENRE_power-pop</th>\n",
       "      <th>GENRE_progressive-house</th>\n",
       "      <th>GENRE_psych-rock</th>\n",
       "      <th>GENRE_punk-rock</th>\n",
       "      <th>GENRE_punk</th>\n",
       "      <th>GENRE_r-n-b</th>\n",
       "      <th>GENRE_reggae</th>\n",
       "      <th>GENRE_reggaeton</th>\n",
       "      <th>GENRE_rock-n-roll</th>\n",
       "      <th>GENRE_rock</th>\n",
       "      <th>GENRE_rockabilly</th>\n",
       "      <th>GENRE_romance</th>\n",
       "      <th>GENRE_sad</th>\n",
       "      <th>GENRE_salsa</th>\n",
       "      <th>GENRE_samba</th>\n",
       "      <th>GENRE_sertanejo</th>\n",
       "      <th>GENRE_show-tunes</th>\n",
       "      <th>GENRE_singer-songwriter</th>\n",
       "      <th>GENRE_ska</th>\n",
       "      <th>GENRE_sleep</th>\n",
       "      <th>GENRE_songwriter</th>\n",
       "      <th>GENRE_soul</th>\n",
       "      <th>GENRE_spanish</th>\n",
       "      <th>GENRE_study</th>\n",
       "      <th>GENRE_swedish</th>\n",
       "      <th>GENRE_synth-pop</th>\n",
       "      <th>GENRE_tango</th>\n",
       "      <th>GENRE_techno</th>\n",
       "      <th>GENRE_trance</th>\n",
       "      <th>GENRE_trip-hop</th>\n",
       "      <th>GENRE_turkish</th>\n",
       "      <th>GENRE_world-music</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8.966500e+04</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "      <td>89665.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.291574e+05</td>\n",
       "      <td>0.562212</td>\n",
       "      <td>0.634551</td>\n",
       "      <td>5.283187</td>\n",
       "      <td>-8.498270</td>\n",
       "      <td>0.636882</td>\n",
       "      <td>0.087457</td>\n",
       "      <td>0.328273</td>\n",
       "      <td>0.173487</td>\n",
       "      <td>0.216997</td>\n",
       "      <td>0.469533</td>\n",
       "      <td>122.060431</td>\n",
       "      <td>3.897407</td>\n",
       "      <td>33.222004</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011075</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011097</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.010405</td>\n",
       "      <td>0.011097</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.010729</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011063</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011097</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.010718</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011075</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011052</td>\n",
       "      <td>0.010941</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011063</td>\n",
       "      <td>0.011041</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.010952</td>\n",
       "      <td>0.011075</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011052</td>\n",
       "      <td>0.011041</td>\n",
       "      <td>0.011075</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011063</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011052</td>\n",
       "      <td>0.011063</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011097</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011086</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011063</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.010082</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011153</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>0.011141</td>\n",
       "      <td>0.011130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.129767e+05</td>\n",
       "      <td>0.176682</td>\n",
       "      <td>0.256593</td>\n",
       "      <td>3.559661</td>\n",
       "      <td>5.221948</td>\n",
       "      <td>0.480901</td>\n",
       "      <td>0.113309</td>\n",
       "      <td>0.338339</td>\n",
       "      <td>0.323908</td>\n",
       "      <td>0.194916</td>\n",
       "      <td>0.262888</td>\n",
       "      <td>30.118150</td>\n",
       "      <td>0.453411</td>\n",
       "      <td>20.561297</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104652</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104756</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.101475</td>\n",
       "      <td>0.104756</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.103023</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104600</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104756</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.102970</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104652</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104548</td>\n",
       "      <td>0.104025</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104600</td>\n",
       "      <td>0.104496</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104077</td>\n",
       "      <td>0.104652</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104548</td>\n",
       "      <td>0.104496</td>\n",
       "      <td>0.104652</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.104600</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104548</td>\n",
       "      <td>0.104600</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104756</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.104704</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104600</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.099902</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104808</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104912</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.105016</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104860</td>\n",
       "      <td>0.104964</td>\n",
       "      <td>0.104912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>8.586000e+03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-49.531000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.730350e+05</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.457000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-10.323000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.036000</td>\n",
       "      <td>0.017100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098200</td>\n",
       "      <td>0.249000</td>\n",
       "      <td>99.266000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.133080e+05</td>\n",
       "      <td>0.576000</td>\n",
       "      <td>0.677000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-7.183000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.048900</td>\n",
       "      <td>0.188000</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.132000</td>\n",
       "      <td>0.457000</td>\n",
       "      <td>122.013000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.642970e+05</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.853000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>-5.107000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.085900</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.097800</td>\n",
       "      <td>0.279000</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>140.077000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.237295e+06</td>\n",
       "      <td>0.985000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>4.532000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.965000</td>\n",
       "      <td>0.996000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.995000</td>\n",
       "      <td>243.372000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        duration_ms  danceability        energy           key      loudness  \\\n",
       "count  8.966500e+04  89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean   2.291574e+05      0.562212      0.634551      5.283187     -8.498270   \n",
       "std    1.129767e+05      0.176682      0.256593      3.559661      5.221948   \n",
       "min    8.586000e+03      0.000000      0.000000      0.000000    -49.531000   \n",
       "25%    1.730350e+05      0.450000      0.457000      2.000000    -10.323000   \n",
       "50%    2.133080e+05      0.576000      0.677000      5.000000     -7.183000   \n",
       "75%    2.642970e+05      0.692000      0.853000      8.000000     -5.107000   \n",
       "max    5.237295e+06      0.985000      1.000000     11.000000      4.532000   \n",
       "\n",
       "               mode   speechiness  acousticness  instrumentalness  \\\n",
       "count  89665.000000  89665.000000  89665.000000      89665.000000   \n",
       "mean       0.636882      0.087457      0.328273          0.173487   \n",
       "std        0.480901      0.113309      0.338339          0.323908   \n",
       "min        0.000000      0.000000      0.000000          0.000000   \n",
       "25%        0.000000      0.036000      0.017100          0.000000   \n",
       "50%        1.000000      0.048900      0.188000          0.000058   \n",
       "75%        1.000000      0.085900      0.625000          0.097800   \n",
       "max        1.000000      0.965000      0.996000          1.000000   \n",
       "\n",
       "           liveness       valence         tempo  time_signature    popularity  \\\n",
       "count  89665.000000  89665.000000  89665.000000    89665.000000  89665.000000   \n",
       "mean       0.216997      0.469533    122.060431        3.897407     33.222004   \n",
       "std        0.194916      0.262888     30.118150        0.453411     20.561297   \n",
       "min        0.000000      0.000000      0.000000        0.000000      0.000000   \n",
       "25%        0.098200      0.249000     99.266000        4.000000     19.000000   \n",
       "50%        0.132000      0.457000    122.013000        4.000000     33.000000   \n",
       "75%        0.279000      0.683000    140.077000        4.000000     49.000000   \n",
       "max        1.000000      0.995000    243.372000        5.000000    100.000000   \n",
       "\n",
       "       GENRE_acoustic  GENRE_afrobeat  GENRE_alt-rock  GENRE_alternative  \\\n",
       "count    89665.000000    89665.000000    89665.000000       89665.000000   \n",
       "mean         0.011153        0.011141        0.011075           0.011086   \n",
       "std          0.105016        0.104964        0.104652           0.104704   \n",
       "min          0.000000        0.000000        0.000000           0.000000   \n",
       "25%          0.000000        0.000000        0.000000           0.000000   \n",
       "50%          0.000000        0.000000        0.000000           0.000000   \n",
       "75%          0.000000        0.000000        0.000000           0.000000   \n",
       "max          1.000000        1.000000        1.000000           1.000000   \n",
       "\n",
       "       GENRE_ambient   GENRE_anime  GENRE_black-metal  GENRE_bluegrass  \\\n",
       "count   89665.000000  89665.000000       89665.000000     89665.000000   \n",
       "mean        0.011141      0.011141           0.011119         0.011130   \n",
       "std         0.104964      0.104964           0.104860         0.104912   \n",
       "min         0.000000      0.000000           0.000000         0.000000   \n",
       "25%         0.000000      0.000000           0.000000         0.000000   \n",
       "50%         0.000000      0.000000           0.000000         0.000000   \n",
       "75%         0.000000      0.000000           0.000000         0.000000   \n",
       "max         1.000000      1.000000           1.000000         1.000000   \n",
       "\n",
       "        GENRE_blues  GENRE_brazil  GENRE_breakbeat  GENRE_british  \\\n",
       "count  89665.000000  89665.000000     89665.000000   89665.000000   \n",
       "mean       0.011097      0.011130         0.011130       0.011130   \n",
       "std        0.104756      0.104912         0.104912       0.104912   \n",
       "min        0.000000      0.000000         0.000000       0.000000   \n",
       "25%        0.000000      0.000000         0.000000       0.000000   \n",
       "50%        0.000000      0.000000         0.000000       0.000000   \n",
       "75%        0.000000      0.000000         0.000000       0.000000   \n",
       "max        1.000000      1.000000         1.000000       1.000000   \n",
       "\n",
       "       GENRE_cantopop  GENRE_chicago-house  GENRE_children   GENRE_chill  \\\n",
       "count    89665.000000         89665.000000    89665.000000  89665.000000   \n",
       "mean         0.011141             0.011130        0.011130      0.011141   \n",
       "std          0.104964             0.104912        0.104912      0.104964   \n",
       "min          0.000000             0.000000        0.000000      0.000000   \n",
       "25%          0.000000             0.000000        0.000000      0.000000   \n",
       "50%          0.000000             0.000000        0.000000      0.000000   \n",
       "75%          0.000000             0.000000        0.000000      0.000000   \n",
       "max          1.000000             1.000000        1.000000      1.000000   \n",
       "\n",
       "       GENRE_classical    GENRE_club  GENRE_comedy  GENRE_country  \\\n",
       "count     89665.000000  89665.000000  89665.000000   89665.000000   \n",
       "mean          0.010405      0.011097      0.011108       0.011108   \n",
       "std           0.101475      0.104756      0.104808       0.104808   \n",
       "min           0.000000      0.000000      0.000000       0.000000   \n",
       "25%           0.000000      0.000000      0.000000       0.000000   \n",
       "50%           0.000000      0.000000      0.000000       0.000000   \n",
       "75%           0.000000      0.000000      0.000000       0.000000   \n",
       "max           1.000000      1.000000      1.000000       1.000000   \n",
       "\n",
       "        GENRE_dance  GENRE_dancehall  GENRE_death-metal  GENRE_deep-house  \\\n",
       "count  89665.000000     89665.000000       89665.000000      89665.000000   \n",
       "mean       0.010729         0.011141           0.011141          0.011130   \n",
       "std        0.103023         0.104964           0.104964          0.104912   \n",
       "min        0.000000         0.000000           0.000000          0.000000   \n",
       "25%        0.000000         0.000000           0.000000          0.000000   \n",
       "50%        0.000000         0.000000           0.000000          0.000000   \n",
       "75%        0.000000         0.000000           0.000000          0.000000   \n",
       "max        1.000000         1.000000           1.000000          1.000000   \n",
       "\n",
       "       GENRE_detroit-techno   GENRE_disco  GENRE_disney  GENRE_drum-and-bass  \\\n",
       "count          89665.000000  89665.000000  89665.000000         89665.000000   \n",
       "mean               0.011130      0.011119      0.011141             0.011108   \n",
       "std                0.104912      0.104860      0.104964             0.104808   \n",
       "min                0.000000      0.000000      0.000000             0.000000   \n",
       "25%                0.000000      0.000000      0.000000             0.000000   \n",
       "50%                0.000000      0.000000      0.000000             0.000000   \n",
       "75%                0.000000      0.000000      0.000000             0.000000   \n",
       "max                1.000000      1.000000      1.000000             1.000000   \n",
       "\n",
       "          GENRE_dub  GENRE_dubstep     GENRE_edm  GENRE_electro  \\\n",
       "count  89665.000000   89665.000000  89665.000000   89665.000000   \n",
       "mean       0.011141       0.011141      0.011063       0.011086   \n",
       "std        0.104964       0.104964      0.104600       0.104704   \n",
       "min        0.000000       0.000000      0.000000       0.000000   \n",
       "25%        0.000000       0.000000      0.000000       0.000000   \n",
       "50%        0.000000       0.000000      0.000000       0.000000   \n",
       "75%        0.000000       0.000000      0.000000       0.000000   \n",
       "max        1.000000       1.000000      1.000000       1.000000   \n",
       "\n",
       "       GENRE_electronic     GENRE_emo    GENRE_folk   GENRE_forro  \\\n",
       "count      89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean           0.011153      0.011130      0.011086      0.011130   \n",
       "std            0.105016      0.104912      0.104704      0.104912   \n",
       "min            0.000000      0.000000      0.000000      0.000000   \n",
       "25%            0.000000      0.000000      0.000000      0.000000   \n",
       "50%            0.000000      0.000000      0.000000      0.000000   \n",
       "75%            0.000000      0.000000      0.000000      0.000000   \n",
       "max            1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "       GENRE_french    GENRE_funk  GENRE_garage  GENRE_german  GENRE_gospel  \\\n",
       "count  89665.000000  89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean       0.011097      0.011141      0.011141      0.010718      0.011141   \n",
       "std        0.104756      0.104964      0.104964      0.102970      0.104964   \n",
       "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "50%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "75%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "max        1.000000      1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "         GENRE_goth  GENRE_grindcore  GENRE_groove  GENRE_grunge  \\\n",
       "count  89665.000000     89665.000000  89665.000000  89665.000000   \n",
       "mean       0.011130         0.011130      0.011130      0.011130   \n",
       "std        0.104912         0.104912      0.104912      0.104912   \n",
       "min        0.000000         0.000000      0.000000      0.000000   \n",
       "25%        0.000000         0.000000      0.000000      0.000000   \n",
       "50%        0.000000         0.000000      0.000000      0.000000   \n",
       "75%        0.000000         0.000000      0.000000      0.000000   \n",
       "max        1.000000         1.000000      1.000000      1.000000   \n",
       "\n",
       "       GENRE_guitar   GENRE_happy  GENRE_hard-rock  GENRE_hardcore  \\\n",
       "count  89665.000000  89665.000000     89665.000000    89665.000000   \n",
       "mean       0.011130      0.011141         0.011075        0.011130   \n",
       "std        0.104912      0.104964         0.104652        0.104912   \n",
       "min        0.000000      0.000000         0.000000        0.000000   \n",
       "25%        0.000000      0.000000         0.000000        0.000000   \n",
       "50%        0.000000      0.000000         0.000000        0.000000   \n",
       "75%        0.000000      0.000000         0.000000        0.000000   \n",
       "max        1.000000      1.000000         1.000000        1.000000   \n",
       "\n",
       "       GENRE_hardstyle  GENRE_heavy-metal  GENRE_hip-hop  GENRE_honky-tonk  \\\n",
       "count     89665.000000       89665.000000   89665.000000      89665.000000   \n",
       "mean          0.011130           0.011130       0.011052          0.010941   \n",
       "std           0.104912           0.104912       0.104548          0.104025   \n",
       "min           0.000000           0.000000       0.000000          0.000000   \n",
       "25%           0.000000           0.000000       0.000000          0.000000   \n",
       "50%           0.000000           0.000000       0.000000          0.000000   \n",
       "75%           0.000000           0.000000       0.000000          0.000000   \n",
       "max           1.000000           1.000000       1.000000          1.000000   \n",
       "\n",
       "        GENRE_house     GENRE_idm  GENRE_indian  GENRE_indie-pop  \\\n",
       "count  89665.000000  89665.000000  89665.000000     89665.000000   \n",
       "mean       0.011130      0.011130      0.011141         0.011063   \n",
       "std        0.104912      0.104912      0.104964         0.104600   \n",
       "min        0.000000      0.000000      0.000000         0.000000   \n",
       "25%        0.000000      0.000000      0.000000         0.000000   \n",
       "50%        0.000000      0.000000      0.000000         0.000000   \n",
       "75%        0.000000      0.000000      0.000000         0.000000   \n",
       "max        1.000000      1.000000      1.000000         1.000000   \n",
       "\n",
       "        GENRE_indie  GENRE_industrial  GENRE_iranian  GENRE_j-dance  \\\n",
       "count  89665.000000      89665.000000   89665.000000   89665.000000   \n",
       "mean       0.011041          0.011153       0.010952       0.011075   \n",
       "std        0.104496          0.105016       0.104077       0.104652   \n",
       "min        0.000000          0.000000       0.000000       0.000000   \n",
       "25%        0.000000          0.000000       0.000000       0.000000   \n",
       "50%        0.000000          0.000000       0.000000       0.000000   \n",
       "75%        0.000000          0.000000       0.000000       0.000000   \n",
       "max        1.000000          1.000000       1.000000       1.000000   \n",
       "\n",
       "       GENRE_j-idol   GENRE_j-pop  GENRE_j-rock    GENRE_jazz   GENRE_k-pop  \\\n",
       "count  89665.000000  89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean       0.011141      0.011130      0.011153      0.011141      0.011130   \n",
       "std        0.104964      0.104912      0.105016      0.104964      0.104912   \n",
       "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "50%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "75%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "max        1.000000      1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "         GENRE_kids   GENRE_latin  GENRE_latino   GENRE_malay  GENRE_mandopop  \\\n",
       "count  89665.000000  89665.000000  89665.000000  89665.000000    89665.000000   \n",
       "mean       0.011052      0.011041      0.011075      0.011141        0.011153   \n",
       "std        0.104548      0.104496      0.104652      0.104964        0.105016   \n",
       "min        0.000000      0.000000      0.000000      0.000000        0.000000   \n",
       "25%        0.000000      0.000000      0.000000      0.000000        0.000000   \n",
       "50%        0.000000      0.000000      0.000000      0.000000        0.000000   \n",
       "75%        0.000000      0.000000      0.000000      0.000000        0.000000   \n",
       "max        1.000000      1.000000      1.000000      1.000000        1.000000   \n",
       "\n",
       "        GENRE_metal  GENRE_metalcore  GENRE_minimal-techno     GENRE_mpb  \\\n",
       "count  89665.000000     89665.000000          89665.000000  89665.000000   \n",
       "mean       0.011108         0.011141              0.011130      0.011141   \n",
       "std        0.104808         0.104964              0.104912      0.104964   \n",
       "min        0.000000         0.000000              0.000000      0.000000   \n",
       "25%        0.000000         0.000000              0.000000      0.000000   \n",
       "50%        0.000000         0.000000              0.000000      0.000000   \n",
       "75%        0.000000         0.000000              0.000000      0.000000   \n",
       "max        1.000000         1.000000              1.000000      1.000000   \n",
       "\n",
       "       GENRE_new-age   GENRE_opera  GENRE_pagode   GENRE_party   GENRE_piano  \\\n",
       "count   89665.000000  89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean        0.011086      0.011063      0.011153      0.011086      0.011130   \n",
       "std         0.104704      0.104600      0.105016      0.104704      0.104912   \n",
       "min         0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%         0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "50%         0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "75%         0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "max         1.000000      1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "       GENRE_pop-film     GENRE_pop  GENRE_power-pop  GENRE_progressive-house  \\\n",
       "count    89665.000000  89665.000000     89665.000000             89665.000000   \n",
       "mean         0.011141      0.011052         0.011063                 0.011141   \n",
       "std          0.104964      0.104548         0.104600                 0.104964   \n",
       "min          0.000000      0.000000         0.000000                 0.000000   \n",
       "25%          0.000000      0.000000         0.000000                 0.000000   \n",
       "50%          0.000000      0.000000         0.000000                 0.000000   \n",
       "75%          0.000000      0.000000         0.000000                 0.000000   \n",
       "max          1.000000      1.000000         1.000000                 1.000000   \n",
       "\n",
       "       GENRE_psych-rock  GENRE_punk-rock    GENRE_punk   GENRE_r-n-b  \\\n",
       "count      89665.000000     89665.000000  89665.000000  89665.000000   \n",
       "mean           0.011097         0.011108      0.011086      0.011108   \n",
       "std            0.104756         0.104808      0.104704      0.104808   \n",
       "min            0.000000         0.000000      0.000000      0.000000   \n",
       "25%            0.000000         0.000000      0.000000      0.000000   \n",
       "50%            0.000000         0.000000      0.000000      0.000000   \n",
       "75%            0.000000         0.000000      0.000000      0.000000   \n",
       "max            1.000000         1.000000      1.000000      1.000000   \n",
       "\n",
       "       GENRE_reggae  GENRE_reggaeton  GENRE_rock-n-roll    GENRE_rock  \\\n",
       "count  89665.000000     89665.000000       89665.000000  89665.000000   \n",
       "mean       0.011141         0.011153           0.011119      0.011063   \n",
       "std        0.104964         0.105016           0.104860      0.104600   \n",
       "min        0.000000         0.000000           0.000000      0.000000   \n",
       "25%        0.000000         0.000000           0.000000      0.000000   \n",
       "50%        0.000000         0.000000           0.000000      0.000000   \n",
       "75%        0.000000         0.000000           0.000000      0.000000   \n",
       "max        1.000000         1.000000           1.000000      1.000000   \n",
       "\n",
       "       GENRE_rockabilly  GENRE_romance     GENRE_sad   GENRE_salsa  \\\n",
       "count      89665.000000   89665.000000  89665.000000  89665.000000   \n",
       "mean           0.011141       0.010082      0.011153      0.011130   \n",
       "std            0.104964       0.099902      0.105016      0.104912   \n",
       "min            0.000000       0.000000      0.000000      0.000000   \n",
       "25%            0.000000       0.000000      0.000000      0.000000   \n",
       "50%            0.000000       0.000000      0.000000      0.000000   \n",
       "75%            0.000000       0.000000      0.000000      0.000000   \n",
       "max            1.000000       1.000000      1.000000      1.000000   \n",
       "\n",
       "        GENRE_samba  GENRE_sertanejo  GENRE_show-tunes  \\\n",
       "count  89665.000000     89665.000000      89665.000000   \n",
       "mean       0.011153         0.011153          0.011119   \n",
       "std        0.105016         0.105016          0.104860   \n",
       "min        0.000000         0.000000          0.000000   \n",
       "25%        0.000000         0.000000          0.000000   \n",
       "50%        0.000000         0.000000          0.000000   \n",
       "75%        0.000000         0.000000          0.000000   \n",
       "max        1.000000         1.000000          1.000000   \n",
       "\n",
       "       GENRE_singer-songwriter     GENRE_ska   GENRE_sleep  GENRE_songwriter  \\\n",
       "count             89665.000000  89665.000000  89665.000000      89665.000000   \n",
       "mean                  0.011119      0.011153      0.011153          0.011119   \n",
       "std                   0.104860      0.105016      0.105016          0.104860   \n",
       "min                   0.000000      0.000000      0.000000          0.000000   \n",
       "25%                   0.000000      0.000000      0.000000          0.000000   \n",
       "50%                   0.000000      0.000000      0.000000          0.000000   \n",
       "75%                   0.000000      0.000000      0.000000          0.000000   \n",
       "max                   1.000000      1.000000      1.000000          1.000000   \n",
       "\n",
       "         GENRE_soul  GENRE_spanish   GENRE_study  GENRE_swedish  \\\n",
       "count  89665.000000   89665.000000  89665.000000   89665.000000   \n",
       "mean       0.011108       0.011153      0.011130       0.011153   \n",
       "std        0.104808       0.105016      0.104912       0.105016   \n",
       "min        0.000000       0.000000      0.000000       0.000000   \n",
       "25%        0.000000       0.000000      0.000000       0.000000   \n",
       "50%        0.000000       0.000000      0.000000       0.000000   \n",
       "75%        0.000000       0.000000      0.000000       0.000000   \n",
       "max        1.000000       1.000000      1.000000       1.000000   \n",
       "\n",
       "       GENRE_synth-pop   GENRE_tango  GENRE_techno  GENRE_trance  \\\n",
       "count     89665.000000  89665.000000  89665.000000  89665.000000   \n",
       "mean          0.011141      0.011153      0.011153      0.011141   \n",
       "std           0.104964      0.105016      0.105016      0.104964   \n",
       "min           0.000000      0.000000      0.000000      0.000000   \n",
       "25%           0.000000      0.000000      0.000000      0.000000   \n",
       "50%           0.000000      0.000000      0.000000      0.000000   \n",
       "75%           0.000000      0.000000      0.000000      0.000000   \n",
       "max           1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "       GENRE_trip-hop  GENRE_turkish  GENRE_world-music  \n",
       "count    89665.000000   89665.000000       89665.000000  \n",
       "mean         0.011119       0.011141           0.011130  \n",
       "std          0.104860       0.104964           0.104912  \n",
       "min          0.000000       0.000000           0.000000  \n",
       "25%          0.000000       0.000000           0.000000  \n",
       "50%          0.000000       0.000000           0.000000  \n",
       "75%          0.000000       0.000000           0.000000  \n",
       "max          1.000000       1.000000           1.000000  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "q1          : 19.0\n",
      "q2 (median) : 33.0\n",
      "q3          : 49.0\n",
      "IQR         : 30.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target = dataset['popularity']\n",
    "\n",
    "q1 = np.quantile(target, 0.25)\n",
    "q2 = np.quantile(target, 0.5)\n",
    "q3 = np.quantile(target, 0.75)\n",
    "iqr = q3 - q1\n",
    "\n",
    "print(f'q1          : {q1}')\n",
    "print(f'q2 (median) : {q2}')\n",
    "print(f'q3          : {q3}')\n",
    "print(f'IQR         : {iqr}')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(4)\n",
    "n, _, _  = ax.hist(target, density=True, bins=101)\n",
    "plt.errorbar(q2, max(n) + 0.002, xerr = [[q2-q1],[q3-q2]], fmt ='o', label=\"IQR\") \n",
    "plt.xlabel(\"popularity\")\n",
    "plt.ylabel(\"relative frequency\")\n",
    "plt.title(\"Distribution of popularity values\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 9352 examples with popularity = 0 , 10.43 % of the total\n",
      "There are 9797 examples with popularity >= 60 , 10.93 % of the total\n"
     ]
    }
   ],
   "source": [
    "d = dict(target.value_counts())\n",
    "geq_60 = sum(d[i] for i in range(60,101))\n",
    "\n",
    "print(f\"There are {d[0]} examples with popularity = 0 , {d[0]*100/dataset.shape[0]:.2f} % of the total\")\n",
    "print(f\"There are {geq_60} examples with popularity >= 60 , {geq_60*100/dataset.shape[0]:.2f} % of the total\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}