DatasetCreationAndPlots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "60ea91ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import spotipy \n",
    "from spotipy.oauth2 import SpotifyClientCredentials \n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "b1c85205",
   "metadata": {},
   "outputs": [],
   "source": [
    "sp = spotipy.Spotify() \n",
    "\n",
    "cid =\"ClientID\" \n",
    "\n",
    "secret = \"SecretID\"\n",
    "\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=cid, client_secret=secret) \n",
    "\n",
    "sp = spotipy.Spotify(client_credentials_manager=client_credentials_manager) \n",
    "\n",
    "sp.trace=False "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "0999e9f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_l = sp.user_playlist(\"Liked\", \"3cYqEaPBFyxqlXbViPtzDv?si=3553c6c98f714847\") \n",
    "playlist_d = sp.user_playlist(\"Disliked\", \"4HC1kIY2bof1CHfZqmo8u1?si=080494e8e1bf4f75\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "fada4ec8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "liked_songs = playlist_l[\"tracks\"][\"items\"] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "d83f1a37",
   "metadata": {},
   "outputs": [],
   "source": [
    "liked_ids = [] \n",
    "for i in range(len(liked_songs)): \n",
    "    liked_ids.append(liked_songs[i][\"track\"][\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "4c5cd264",
   "metadata": {},
   "outputs": [],
   "source": [
    "liked_features = sp.audio_features(liked_ids) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "4d95c032",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>uri</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.271</td>\n",
       "      <td>0.165</td>\n",
       "      <td>5</td>\n",
       "      <td>-20.652</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0351</td>\n",
       "      <td>0.7290</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>77.082</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>29U7stRjqHU6rMiS8BfaI9</td>\n",
       "      <td>spotify:track:29U7stRjqHU6rMiS8BfaI9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/29U7stRjqHU6...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/29U7...</td>\n",
       "      <td>139227</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.177</td>\n",
       "      <td>0.215</td>\n",
       "      <td>3</td>\n",
       "      <td>-9.886</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0335</td>\n",
       "      <td>0.8070</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>75.862</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2MfwT3SKUyF0na2LCa2fCp</td>\n",
       "      <td>spotify:track:2MfwT3SKUyF0na2LCa2fCp</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2MfwT3SKUyF0...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Mfw...</td>\n",
       "      <td>188864</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.530</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.348</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.4980</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.0665</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>141.977</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5b7w...</td>\n",
       "      <td>345933</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.617</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0</td>\n",
       "      <td>-4.188</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0933</td>\n",
       "      <td>0.5050</td>\n",
       "      <td>90.246</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1CnPYaKxTVb4LWOtiGOm0m</td>\n",
       "      <td>spotify:track:1CnPYaKxTVb4LWOtiGOm0m</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1CnP...</td>\n",
       "      <td>217603</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.214</td>\n",
       "      <td>0.367</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.858</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>0.8440</td>\n",
       "      <td>0.018100</td>\n",
       "      <td>0.1880</td>\n",
       "      <td>0.1750</td>\n",
       "      <td>79.854</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1M8OAc4NnD5GFMUiqjebaS</td>\n",
       "      <td>spotify:track:1M8OAc4NnD5GFMUiqjebaS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1M8OAc4NnD5G...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1M8O...</td>\n",
       "      <td>281844</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.374</td>\n",
       "      <td>0.249</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.985</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>0.9360</td>\n",
       "      <td>0.008760</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.0633</td>\n",
       "      <td>128.018</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4eCXQY1vh9XMW66LmS5alP</td>\n",
       "      <td>spotify:track:4eCXQY1vh9XMW66LmS5alP</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4eCXQY1vh9XM...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4eCX...</td>\n",
       "      <td>200093</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.588</td>\n",
       "      <td>0.362</td>\n",
       "      <td>8</td>\n",
       "      <td>-13.062</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.004680</td>\n",
       "      <td>0.0904</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>132.472</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6UzdCUyZa27ez12pK56uSo</td>\n",
       "      <td>spotify:track:6UzdCUyZa27ez12pK56uSo</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6UzdCUyZa27e...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Uzd...</td>\n",
       "      <td>379653</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.401</td>\n",
       "      <td>0.567</td>\n",
       "      <td>10</td>\n",
       "      <td>-9.131</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.1710</td>\n",
       "      <td>0.008590</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.3620</td>\n",
       "      <td>171.059</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6FQcdl2PzmsoXRF3F1flZ5</td>\n",
       "      <td>spotify:track:6FQcdl2PzmsoXRF3F1flZ5</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6FQcdl2Pzmso...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6FQc...</td>\n",
       "      <td>217973</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.626</td>\n",
       "      <td>0.308</td>\n",
       "      <td>6</td>\n",
       "      <td>-17.163</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0294</td>\n",
       "      <td>0.8300</td>\n",
       "      <td>0.057800</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3230</td>\n",
       "      <td>129.928</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5kkqN6Lx3ZioloqqxC7Kyj</td>\n",
       "      <td>spotify:track:5kkqN6Lx3ZioloqqxC7Kyj</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5kkqN6Lx3Zio...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5kkq...</td>\n",
       "      <td>226890</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.670</td>\n",
       "      <td>0.478</td>\n",
       "      <td>4</td>\n",
       "      <td>-8.689</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>0.428000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.0997</td>\n",
       "      <td>88.014</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5Qv2Nby1xTr9pQyjkrc94J</td>\n",
       "      <td>spotify:track:5Qv2Nby1xTr9pQyjkrc94J</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5Qv2Nby1xTr9...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5Qv2...</td>\n",
       "      <td>228747</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0          0.271   0.165    5   -20.652     1       0.0351        0.7290   \n",
       "1          0.177   0.215    3    -9.886     1       0.0335        0.8070   \n",
       "2          0.530   0.497    0   -11.348     1       0.0322        0.4980   \n",
       "3          0.617   0.567    0    -4.188     1       0.0828        0.0584   \n",
       "4          0.214   0.367    6   -10.858     0       0.0321        0.8440   \n",
       "..           ...     ...  ...       ...   ...          ...           ...   \n",
       "95         0.374   0.249    1   -10.985     1       0.0395        0.9360   \n",
       "96         0.588   0.362    8   -13.062     1       0.0295        0.4330   \n",
       "97         0.401   0.567   10    -9.131     1       0.0355        0.1710   \n",
       "98         0.626   0.308    6   -17.163     0       0.0294        0.8300   \n",
       "99         0.670   0.478    4    -8.689     0       0.0355        0.5310   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo            type  \\\n",
       "0           0.000002    0.1180   0.2030   77.082  audio_features   \n",
       "1           0.000125    0.0921   0.0415   75.862  audio_features   \n",
       "2           0.000384    0.0665   0.1000  141.977  audio_features   \n",
       "3           0.000000    0.0933   0.5050   90.246  audio_features   \n",
       "4           0.018100    0.1880   0.1750   79.854  audio_features   \n",
       "..               ...       ...      ...      ...             ...   \n",
       "95          0.008760    0.1140   0.0633  128.018  audio_features   \n",
       "96          0.004680    0.0904   0.0995  132.472  audio_features   \n",
       "97          0.008590    0.1030   0.3620  171.059  audio_features   \n",
       "98          0.057800    0.1080   0.3230  129.928  audio_features   \n",
       "99          0.428000    0.1380   0.0997   88.014  audio_features   \n",
       "\n",
       "                        id                                   uri  \\\n",
       "0   29U7stRjqHU6rMiS8BfaI9  spotify:track:29U7stRjqHU6rMiS8BfaI9   \n",
       "1   2MfwT3SKUyF0na2LCa2fCp  spotify:track:2MfwT3SKUyF0na2LCa2fCp   \n",
       "2   5b7wNSn8yuj5ZZ3JAlzoBt  spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt   \n",
       "3   1CnPYaKxTVb4LWOtiGOm0m  spotify:track:1CnPYaKxTVb4LWOtiGOm0m   \n",
       "4   1M8OAc4NnD5GFMUiqjebaS  spotify:track:1M8OAc4NnD5GFMUiqjebaS   \n",
       "..                     ...                                   ...   \n",
       "95  4eCXQY1vh9XMW66LmS5alP  spotify:track:4eCXQY1vh9XMW66LmS5alP   \n",
       "96  6UzdCUyZa27ez12pK56uSo  spotify:track:6UzdCUyZa27ez12pK56uSo   \n",
       "97  6FQcdl2PzmsoXRF3F1flZ5  spotify:track:6FQcdl2PzmsoXRF3F1flZ5   \n",
       "98  5kkqN6Lx3ZioloqqxC7Kyj  spotify:track:5kkqN6Lx3ZioloqqxC7Kyj   \n",
       "99  5Qv2Nby1xTr9pQyjkrc94J  spotify:track:5Qv2Nby1xTr9pQyjkrc94J   \n",
       "\n",
       "                                           track_href  \\\n",
       "0   https://api.spotify.com/v1/tracks/29U7stRjqHU6...   \n",
       "1   https://api.spotify.com/v1/tracks/2MfwT3SKUyF0...   \n",
       "2   https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...   \n",
       "3   https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...   \n",
       "4   https://api.spotify.com/v1/tracks/1M8OAc4NnD5G...   \n",
       "..                                                ...   \n",
       "95  https://api.spotify.com/v1/tracks/4eCXQY1vh9XM...   \n",
       "96  https://api.spotify.com/v1/tracks/6UzdCUyZa27e...   \n",
       "97  https://api.spotify.com/v1/tracks/6FQcdl2Pzmso...   \n",
       "98  https://api.spotify.com/v1/tracks/5kkqN6Lx3Zio...   \n",
       "99  https://api.spotify.com/v1/tracks/5Qv2Nby1xTr9...   \n",
       "\n",
       "                                         analysis_url  duration_ms  \\\n",
       "0   https://api.spotify.com/v1/audio-analysis/29U7...       139227   \n",
       "1   https://api.spotify.com/v1/audio-analysis/2Mfw...       188864   \n",
       "2   https://api.spotify.com/v1/audio-analysis/5b7w...       345933   \n",
       "3   https://api.spotify.com/v1/audio-analysis/1CnP...       217603   \n",
       "4   https://api.spotify.com/v1/audio-analysis/1M8O...       281844   \n",
       "..                                                ...          ...   \n",
       "95  https://api.spotify.com/v1/audio-analysis/4eCX...       200093   \n",
       "96  https://api.spotify.com/v1/audio-analysis/6Uzd...       379653   \n",
       "97  https://api.spotify.com/v1/audio-analysis/6FQc...       217973   \n",
       "98  https://api.spotify.com/v1/audio-analysis/5kkq...       226890   \n",
       "99  https://api.spotify.com/v1/audio-analysis/5Qv2...       228747   \n",
       "\n",
       "    time_signature  \n",
       "0                4  \n",
       "1                3  \n",
       "2                4  \n",
       "3                4  \n",
       "4                4  \n",
       "..             ...  \n",
       "95               4  \n",
       "96               4  \n",
       "97               3  \n",
       "98               4  \n",
       "99               4  \n",
       "\n",
       "[100 rows x 18 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liked_df = pd.DataFrame(liked_features)\n",
    "liked_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "1d0307de",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = []\n",
    "\n",
    "for i in range(liked_df.shape[0]):\n",
    "    target.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "325ac896",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>uri</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>target</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0.2030</td>\n",
       "      <td>77.082</td>\n",
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       "      <td>spotify:track:29U7stRjqHU6rMiS8BfaI9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/29U7stRjqHU6...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/29U7...</td>\n",
       "      <td>139227</td>\n",
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       "      <td>0.8070</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>75.862</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2MfwT3SKUyF0na2LCa2fCp</td>\n",
       "      <td>spotify:track:2MfwT3SKUyF0na2LCa2fCp</td>\n",
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       "      <td>https://api.spotify.com/v1/audio-analysis/2Mfw...</td>\n",
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       "      <td>0.000384</td>\n",
       "      <td>0.0665</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>141.977</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5b7w...</td>\n",
       "      <td>345933</td>\n",
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       "      <td>spotify:track:1CnPYaKxTVb4LWOtiGOm0m</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1CnP...</td>\n",
       "      <td>217603</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "      <th>4</th>\n",
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       "      <td>6</td>\n",
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       "      <td>https://api.spotify.com/v1/audio-analysis/1M8O...</td>\n",
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       "      <td>0.249</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>audio_features</td>\n",
       "      <td>4eCXQY1vh9XMW66LmS5alP</td>\n",
       "      <td>spotify:track:4eCXQY1vh9XMW66LmS5alP</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4eCXQY1vh9XM...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4eCX...</td>\n",
       "      <td>200093</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.588</td>\n",
       "      <td>0.362</td>\n",
       "      <td>8</td>\n",
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       "      <td>1</td>\n",
       "      <td>0.0295</td>\n",
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       "      <td>0.004680</td>\n",
       "      <td>0.0904</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>132.472</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6UzdCUyZa27ez12pK56uSo</td>\n",
       "      <td>spotify:track:6UzdCUyZa27ez12pK56uSo</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6UzdCUyZa27e...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Uzd...</td>\n",
       "      <td>379653</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>97</th>\n",
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       "      <td>0.567</td>\n",
       "      <td>10</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.3620</td>\n",
       "      <td>171.059</td>\n",
       "      <td>audio_features</td>\n",
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       "      <td>spotify:track:6FQcdl2PzmsoXRF3F1flZ5</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6FQcdl2Pzmso...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6FQc...</td>\n",
       "      <td>217973</td>\n",
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       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.626</td>\n",
       "      <td>0.308</td>\n",
       "      <td>6</td>\n",
       "      <td>-17.163</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0294</td>\n",
       "      <td>0.8300</td>\n",
       "      <td>0.057800</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3230</td>\n",
       "      <td>129.928</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5kkqN6Lx3ZioloqqxC7Kyj</td>\n",
       "      <td>spotify:track:5kkqN6Lx3ZioloqqxC7Kyj</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5kkqN6Lx3Zio...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5kkq...</td>\n",
       "      <td>226890</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
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       "      <td>0.478</td>\n",
       "      <td>4</td>\n",
       "      <td>-8.689</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>0.428000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.0997</td>\n",
       "      <td>88.014</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5Qv2Nby1xTr9pQyjkrc94J</td>\n",
       "      <td>spotify:track:5Qv2Nby1xTr9pQyjkrc94J</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5Qv2Nby1xTr9...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5Qv2...</td>\n",
       "      <td>228747</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0          0.271   0.165    5   -20.652     1       0.0351        0.7290   \n",
       "1          0.177   0.215    3    -9.886     1       0.0335        0.8070   \n",
       "2          0.530   0.497    0   -11.348     1       0.0322        0.4980   \n",
       "3          0.617   0.567    0    -4.188     1       0.0828        0.0584   \n",
       "4          0.214   0.367    6   -10.858     0       0.0321        0.8440   \n",
       "..           ...     ...  ...       ...   ...          ...           ...   \n",
       "95         0.374   0.249    1   -10.985     1       0.0395        0.9360   \n",
       "96         0.588   0.362    8   -13.062     1       0.0295        0.4330   \n",
       "97         0.401   0.567   10    -9.131     1       0.0355        0.1710   \n",
       "98         0.626   0.308    6   -17.163     0       0.0294        0.8300   \n",
       "99         0.670   0.478    4    -8.689     0       0.0355        0.5310   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo            type  \\\n",
       "0           0.000002    0.1180   0.2030   77.082  audio_features   \n",
       "1           0.000125    0.0921   0.0415   75.862  audio_features   \n",
       "2           0.000384    0.0665   0.1000  141.977  audio_features   \n",
       "3           0.000000    0.0933   0.5050   90.246  audio_features   \n",
       "4           0.018100    0.1880   0.1750   79.854  audio_features   \n",
       "..               ...       ...      ...      ...             ...   \n",
       "95          0.008760    0.1140   0.0633  128.018  audio_features   \n",
       "96          0.004680    0.0904   0.0995  132.472  audio_features   \n",
       "97          0.008590    0.1030   0.3620  171.059  audio_features   \n",
       "98          0.057800    0.1080   0.3230  129.928  audio_features   \n",
       "99          0.428000    0.1380   0.0997   88.014  audio_features   \n",
       "\n",
       "                        id                                   uri  \\\n",
       "0   29U7stRjqHU6rMiS8BfaI9  spotify:track:29U7stRjqHU6rMiS8BfaI9   \n",
       "1   2MfwT3SKUyF0na2LCa2fCp  spotify:track:2MfwT3SKUyF0na2LCa2fCp   \n",
       "2   5b7wNSn8yuj5ZZ3JAlzoBt  spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt   \n",
       "3   1CnPYaKxTVb4LWOtiGOm0m  spotify:track:1CnPYaKxTVb4LWOtiGOm0m   \n",
       "4   1M8OAc4NnD5GFMUiqjebaS  spotify:track:1M8OAc4NnD5GFMUiqjebaS   \n",
       "..                     ...                                   ...   \n",
       "95  4eCXQY1vh9XMW66LmS5alP  spotify:track:4eCXQY1vh9XMW66LmS5alP   \n",
       "96  6UzdCUyZa27ez12pK56uSo  spotify:track:6UzdCUyZa27ez12pK56uSo   \n",
       "97  6FQcdl2PzmsoXRF3F1flZ5  spotify:track:6FQcdl2PzmsoXRF3F1flZ5   \n",
       "98  5kkqN6Lx3ZioloqqxC7Kyj  spotify:track:5kkqN6Lx3ZioloqqxC7Kyj   \n",
       "99  5Qv2Nby1xTr9pQyjkrc94J  spotify:track:5Qv2Nby1xTr9pQyjkrc94J   \n",
       "\n",
       "                                           track_href  \\\n",
       "0   https://api.spotify.com/v1/tracks/29U7stRjqHU6...   \n",
       "1   https://api.spotify.com/v1/tracks/2MfwT3SKUyF0...   \n",
       "2   https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...   \n",
       "3   https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...   \n",
       "4   https://api.spotify.com/v1/tracks/1M8OAc4NnD5G...   \n",
       "..                                                ...   \n",
       "95  https://api.spotify.com/v1/tracks/4eCXQY1vh9XM...   \n",
       "96  https://api.spotify.com/v1/tracks/6UzdCUyZa27e...   \n",
       "97  https://api.spotify.com/v1/tracks/6FQcdl2Pzmso...   \n",
       "98  https://api.spotify.com/v1/tracks/5kkqN6Lx3Zio...   \n",
       "99  https://api.spotify.com/v1/tracks/5Qv2Nby1xTr9...   \n",
       "\n",
       "                                         analysis_url  duration_ms  \\\n",
       "0   https://api.spotify.com/v1/audio-analysis/29U7...       139227   \n",
       "1   https://api.spotify.com/v1/audio-analysis/2Mfw...       188864   \n",
       "2   https://api.spotify.com/v1/audio-analysis/5b7w...       345933   \n",
       "3   https://api.spotify.com/v1/audio-analysis/1CnP...       217603   \n",
       "4   https://api.spotify.com/v1/audio-analysis/1M8O...       281844   \n",
       "..                                                ...          ...   \n",
       "95  https://api.spotify.com/v1/audio-analysis/4eCX...       200093   \n",
       "96  https://api.spotify.com/v1/audio-analysis/6Uzd...       379653   \n",
       "97  https://api.spotify.com/v1/audio-analysis/6FQc...       217973   \n",
       "98  https://api.spotify.com/v1/audio-analysis/5kkq...       226890   \n",
       "99  https://api.spotify.com/v1/audio-analysis/5Qv2...       228747   \n",
       "\n",
       "    time_signature  target  \n",
       "0                4       1  \n",
       "1                3       1  \n",
       "2                4       1  \n",
       "3                4       1  \n",
       "4                4       1  \n",
       "..             ...     ...  \n",
       "95               4       1  \n",
       "96               4       1  \n",
       "97               3       1  \n",
       "98               4       1  \n",
       "99               4       1  \n",
       "\n",
       "[100 rows x 19 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liked_df['target'] = target\n",
    "liked_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "3d0ca543",
   "metadata": {},
   "outputs": [],
   "source": [
    "disliked_songs = playlist_d[\"tracks\"][\"items\"] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "52822327",
   "metadata": {},
   "outputs": [],
   "source": [
    "disliked_ids = []\n",
    "for i in range(len(disliked_songs)): \n",
    "    disliked_ids.append(disliked_songs[i][\"track\"][\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "9e72158b",
   "metadata": {},
   "outputs": [],
   "source": [
    "disliked_features = sp.audio_features(disliked_ids) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "12980d22",
   "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>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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>uri</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.742</td>\n",
       "      <td>0.4970</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.381</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0746</td>\n",
       "      <td>0.24900</td>\n",
       "      <td>0.003350</td>\n",
       "      <td>0.0993</td>\n",
       "      <td>0.5580</td>\n",
       "      <td>156.013</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3dEtfTtCXWW7N8WQ9FD29z</td>\n",
       "      <td>spotify:track:3dEtfTtCXWW7N8WQ9FD29z</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3dEtfTtCXWW7...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3dEt...</td>\n",
       "      <td>310860</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.699</td>\n",
       "      <td>0.5880</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.533</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.00807</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.3500</td>\n",
       "      <td>151.971</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2TaWcNAkUM6buVOkL0CNh9</td>\n",
       "      <td>spotify:track:2TaWcNAkUM6buVOkL0CNh9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2TaWcNAkUM6b...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2TaW...</td>\n",
       "      <td>199122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.642</td>\n",
       "      <td>0.7230</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.149</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.58000</td>\n",
       "      <td>0.000942</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4870</td>\n",
       "      <td>186.043</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1EYeZGTMCjV7uVey5fNWXM</td>\n",
       "      <td>spotify:track:1EYeZGTMCjV7uVey5fNWXM</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1EYeZGTMCjV7...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1EYe...</td>\n",
       "      <td>135480</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.862</td>\n",
       "      <td>0.5060</td>\n",
       "      <td>10</td>\n",
       "      <td>-8.651</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>0.05420</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>136.052</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5h1Zdr8ghV5RaWjtdfVo8w</td>\n",
       "      <td>spotify:track:5h1Zdr8ghV5RaWjtdfVo8w</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5h1Zdr8ghV5R...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5h1Z...</td>\n",
       "      <td>198582</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.921</td>\n",
       "      <td>0.4320</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0502</td>\n",
       "      <td>0.50600</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>112.117</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4Pv7OY4tfCA8KIdtlkANOS</td>\n",
       "      <td>spotify:track:4Pv7OY4tfCA8KIdtlkANOS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4Pv7OY4tfCA8...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4Pv7...</td>\n",
       "      <td>178320</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.619</td>\n",
       "      <td>0.6720</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.770</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0468</td>\n",
       "      <td>0.23700</td>\n",
       "      <td>0.001490</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>163.942</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1iEMuRRbD04w92WzHYkJrF</td>\n",
       "      <td>spotify:track:1iEMuRRbD04w92WzHYkJrF</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1iEMuRRbD04w...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1iEM...</td>\n",
       "      <td>180227</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.697</td>\n",
       "      <td>0.7190</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.314</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0571</td>\n",
       "      <td>0.50300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>86.000</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ssVmL3NSOKPW46GWgXyu4</td>\n",
       "      <td>spotify:track:2ssVmL3NSOKPW46GWgXyu4</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ssVmL3NSOKP...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ssV...</td>\n",
       "      <td>193083</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.590</td>\n",
       "      <td>0.8650</td>\n",
       "      <td>7</td>\n",
       "      <td>-4.616</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0516</td>\n",
       "      <td>0.25300</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.4180</td>\n",
       "      <td>150.068</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3Vlfg0IreM7wVuZA0zoGDd</td>\n",
       "      <td>spotify:track:3Vlfg0IreM7wVuZA0zoGDd</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3Vlfg0IreM7w...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3Vlf...</td>\n",
       "      <td>239630</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.757</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.406</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.09250</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.5260</td>\n",
       "      <td>93.003</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>0O2zRCntGYssJk4bGn6dXk</td>\n",
       "      <td>spotify:track:0O2zRCntGYssJk4bGn6dXk</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0O2zRCntGYss...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0O2z...</td>\n",
       "      <td>210640</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.957</td>\n",
       "      <td>0.7170</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.801</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>0.12800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0896</td>\n",
       "      <td>0.8550</td>\n",
       "      <td>116.020</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5JXUr2W37Xcg2KWBDTUKko</td>\n",
       "      <td>spotify:track:5JXUr2W37Xcg2KWBDTUKko</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5JXUr2W37Xcg...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5JXU...</td>\n",
       "      <td>87007</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.517</td>\n",
       "      <td>0.5790</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.354</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.25200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2280</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>84.315</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6rgkTvXNsDuA6PQaaNr2ef</td>\n",
       "      <td>spotify:track:6rgkTvXNsDuA6PQaaNr2ef</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6rgkTvXNsDuA...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6rgk...</td>\n",
       "      <td>80194</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.768</td>\n",
       "      <td>0.4900</td>\n",
       "      <td>1</td>\n",
       "      <td>-8.127</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1350</td>\n",
       "      <td>0.12100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>74.039</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3hKBtsc1G5LAkHORbxxiLW</td>\n",
       "      <td>spotify:track:3hKBtsc1G5LAkHORbxxiLW</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3hKBtsc1G5LA...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3hKB...</td>\n",
       "      <td>169400</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.482</td>\n",
       "      <td>0.6320</td>\n",
       "      <td>2</td>\n",
       "      <td>-10.864</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2930</td>\n",
       "      <td>0.00444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2890</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>139.925</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5gjobZZ980nkrb6gjpQ7Mh</td>\n",
       "      <td>spotify:track:5gjobZZ980nkrb6gjpQ7Mh</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5gjobZZ980nk...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5gjo...</td>\n",
       "      <td>210317</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.781</td>\n",
       "      <td>0.6900</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.097</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2470</td>\n",
       "      <td>0.18900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2680</td>\n",
       "      <td>0.3300</td>\n",
       "      <td>94.994</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ES50cyPoRP0fK4Ltu74rn</td>\n",
       "      <td>spotify:track:2ES50cyPoRP0fK4Ltu74rn</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ES50cyPoRP0...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ES5...</td>\n",
       "      <td>169326</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.742</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>9</td>\n",
       "      <td>-15.350</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2360</td>\n",
       "      <td>0.04890</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3710</td>\n",
       "      <td>94.980</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>7lrpQpDqf77Gng3vH4ckaJ</td>\n",
       "      <td>spotify:track:7lrpQpDqf77Gng3vH4ckaJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7lrpQpDqf77G...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7lrp...</td>\n",
       "      <td>90947</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.6710</td>\n",
       "      <td>6</td>\n",
       "      <td>-5.781</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0888</td>\n",
       "      <td>0.01250</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>0.6550</td>\n",
       "      <td>109.997</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>7up3H9Rkr58mWnCjA7nstP</td>\n",
       "      <td>spotify:track:7up3H9Rkr58mWnCjA7nstP</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7up3H9Rkr58m...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7up3...</td>\n",
       "      <td>192025</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.790</td>\n",
       "      <td>0.5990</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.168</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.02180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0927</td>\n",
       "      <td>0.4550</td>\n",
       "      <td>92.971</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>40oNx977B73etb3sYyZglT</td>\n",
       "      <td>spotify:track:40oNx977B73etb3sYyZglT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/40oNx977B73e...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/40oN...</td>\n",
       "      <td>289493</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.572</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>4</td>\n",
       "      <td>-21.433</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.01850</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.0992</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>78.993</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5UHFuEvHnpnRkOSwtj27SS</td>\n",
       "      <td>spotify:track:5UHFuEvHnpnRkOSwtj27SS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5UHFuEvHnpnR...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5UHF...</td>\n",
       "      <td>196162</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.5250</td>\n",
       "      <td>11</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>80.870</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>spotify:track:6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6CDzDgIUqeDY...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6CDz...</td>\n",
       "      <td>238805</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.2700</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.275</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0342</td>\n",
       "      <td>0.46000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2350</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>140.036</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4pR5ZEROnKQpJttWNn5er6</td>\n",
       "      <td>spotify:track:4pR5ZEROnKQpJttWNn5er6</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4pR5ZEROnKQp...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4pR5...</td>\n",
       "      <td>239212</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.467</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.739</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0287</td>\n",
       "      <td>0.49600</td>\n",
       "      <td>0.008640</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.2140</td>\n",
       "      <td>79.598</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2Wv7pPlUkZhIgp6nahGdf2</td>\n",
       "      <td>spotify:track:2Wv7pPlUkZhIgp6nahGdf2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2Wv7pPlUkZhI...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Wv7...</td>\n",
       "      <td>274377</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.327</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>8</td>\n",
       "      <td>-12.661</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>0.94300</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>0.2420</td>\n",
       "      <td>68.715</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3algTFAQRT5ForKpuUgAcS</td>\n",
       "      <td>spotify:track:3algTFAQRT5ForKpuUgAcS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3algTFAQRT5F...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3alg...</td>\n",
       "      <td>233240</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.584</td>\n",
       "      <td>0.2160</td>\n",
       "      <td>7</td>\n",
       "      <td>-15.301</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>106.755</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>66kSq3nyISTG4FcTeeOpe2</td>\n",
       "      <td>spotify:track:66kSq3nyISTG4FcTeeOpe2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/66kSq3nyISTG...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/66kS...</td>\n",
       "      <td>210520</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.324</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.948</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.65200</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>207.423</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>14IV6ycAWxurGj5KvHtNAT</td>\n",
       "      <td>spotify:track:14IV6ycAWxurGj5KvHtNAT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/14IV6ycAWxur...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/14IV...</td>\n",
       "      <td>197147</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.224</td>\n",
       "      <td>0.1390</td>\n",
       "      <td>11</td>\n",
       "      <td>-22.587</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0354</td>\n",
       "      <td>0.96100</td>\n",
       "      <td>0.913000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>111.316</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Q5uDNuuFYa8ToL3CCoHPC</td>\n",
       "      <td>spotify:track:6Q5uDNuuFYa8ToL3CCoHPC</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Q5uDNuuFYa8...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Q5u...</td>\n",
       "      <td>196893</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.4660</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.298</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.55700</td>\n",
       "      <td>0.702000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>136.913</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>07eGxuz8bL6QMsRqEe1Adu</td>\n",
       "      <td>spotify:track:07eGxuz8bL6QMsRqEe1Adu</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/07eGxuz8bL6Q...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/07eG...</td>\n",
       "      <td>606850</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.563</td>\n",
       "      <td>0.2160</td>\n",
       "      <td>0</td>\n",
       "      <td>-16.922</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.93900</td>\n",
       "      <td>0.869000</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>129.426</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>0nqKh7q35gKJSXv7VuqtH7</td>\n",
       "      <td>spotify:track:0nqKh7q35gKJSXv7VuqtH7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0nqKh7q35gKJ...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0nqK...</td>\n",
       "      <td>136760</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.2930</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.858</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0858</td>\n",
       "      <td>0.76700</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.0859</td>\n",
       "      <td>0.4390</td>\n",
       "      <td>75.035</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Ah2JMiRc7MTr4SwRVNMh9</td>\n",
       "      <td>spotify:track:6Ah2JMiRc7MTr4SwRVNMh9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Ah2JMiRc7MT...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Ah2...</td>\n",
       "      <td>184123</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.694</td>\n",
       "      <td>0.4580</td>\n",
       "      <td>3</td>\n",
       "      <td>-7.729</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.56500</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1370</td>\n",
       "      <td>0.6430</td>\n",
       "      <td>91.994</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>15kp8t6gWlSmVeyBycLeY7</td>\n",
       "      <td>spotify:track:15kp8t6gWlSmVeyBycLeY7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/15kp8t6gWlSm...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/15kp...</td>\n",
       "      <td>130435</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.421</td>\n",
       "      <td>0.3740</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.076</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>0.44600</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>0.3660</td>\n",
       "      <td>65.965</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4PrEiwUcs8jMOAk1b5BueL</td>\n",
       "      <td>spotify:track:4PrEiwUcs8jMOAk1b5BueL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4PrEiwUcs8jM...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4PrE...</td>\n",
       "      <td>308078</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.5430</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.529</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0913</td>\n",
       "      <td>0.90100</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.3240</td>\n",
       "      <td>98.030</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6n2mSMIi9NFRM1a8Ooqg21</td>\n",
       "      <td>spotify:track:6n2mSMIi9NFRM1a8Ooqg21</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6n2mSMIi9NFR...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6n2m...</td>\n",
       "      <td>187402</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.751</td>\n",
       "      <td>0.6700</td>\n",
       "      <td>4</td>\n",
       "      <td>-7.883</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0633</td>\n",
       "      <td>0.23900</td>\n",
       "      <td>0.051500</td>\n",
       "      <td>0.4270</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>119.998</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2Nsz5vf1G6jxQs9JdKkTaT</td>\n",
       "      <td>spotify:track:2Nsz5vf1G6jxQs9JdKkTaT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2Nsz5vf1G6jx...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Nsz...</td>\n",
       "      <td>217191</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.756</td>\n",
       "      <td>0.5840</td>\n",
       "      <td>2</td>\n",
       "      <td>-7.173</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0431</td>\n",
       "      <td>0.26100</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.5420</td>\n",
       "      <td>119.014</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5h2RkGPXXfeqASYgK86Zd2</td>\n",
       "      <td>spotify:track:5h2RkGPXXfeqASYgK86Zd2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5h2RkGPXXfeq...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5h2R...</td>\n",
       "      <td>179130</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.5820</td>\n",
       "      <td>10</td>\n",
       "      <td>-6.853</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.249000</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>0.5140</td>\n",
       "      <td>115.425</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6aPpt6GMEKelG8etyplPpt</td>\n",
       "      <td>spotify:track:6aPpt6GMEKelG8etyplPpt</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6aPpt6GMEKel...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6aPp...</td>\n",
       "      <td>317507</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.654</td>\n",
       "      <td>0.5330</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.426</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0309</td>\n",
       "      <td>0.53200</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.6950</td>\n",
       "      <td>127.490</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4UqZRNx9idkEeO9Nj94ath</td>\n",
       "      <td>spotify:track:4UqZRNx9idkEeO9Nj94ath</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4UqZRNx9idkE...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4UqZ...</td>\n",
       "      <td>222693</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.369</td>\n",
       "      <td>0.4110</td>\n",
       "      <td>2</td>\n",
       "      <td>-12.485</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.79800</td>\n",
       "      <td>0.007830</td>\n",
       "      <td>0.5770</td>\n",
       "      <td>0.3870</td>\n",
       "      <td>92.385</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4JKFab0j6szsmQFB5qQzx0</td>\n",
       "      <td>spotify:track:4JKFab0j6szsmQFB5qQzx0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4JKFab0j6szs...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4JKF...</td>\n",
       "      <td>205453</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.270</td>\n",
       "      <td>0.4740</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.60600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>0.5240</td>\n",
       "      <td>79.144</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>spotify:track:2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ydy...</td>\n",
       "      <td>203720</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.330</td>\n",
       "      <td>0.4390</td>\n",
       "      <td>10</td>\n",
       "      <td>-9.801</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0410</td>\n",
       "      <td>0.62500</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>175.676</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5NPg92vbjaGk4q9mh7MMEM</td>\n",
       "      <td>spotify:track:5NPg92vbjaGk4q9mh7MMEM</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5NPg92vbjaGk...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5NPg...</td>\n",
       "      <td>294532</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.679</td>\n",
       "      <td>0.1560</td>\n",
       "      <td>2</td>\n",
       "      <td>-13.920</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>135.846</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Qu9OC9o7f8QvTQtrWYdQX</td>\n",
       "      <td>spotify:track:6Qu9OC9o7f8QvTQtrWYdQX</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Qu9OC9o7f8Q...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Qu9...</td>\n",
       "      <td>234176</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.435</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>7</td>\n",
       "      <td>-17.582</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0494</td>\n",
       "      <td>0.97900</td>\n",
       "      <td>0.377000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.3320</td>\n",
       "      <td>109.076</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3m8Zy0Tw6Fl1RoWZLCnZT7</td>\n",
       "      <td>spotify:track:3m8Zy0Tw6Fl1RoWZLCnZT7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3m8Zy0Tw6Fl1...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3m8Z...</td>\n",
       "      <td>416733</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.190</td>\n",
       "      <td>0.0672</td>\n",
       "      <td>4</td>\n",
       "      <td>-23.670</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.98900</td>\n",
       "      <td>0.917000</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>0.0606</td>\n",
       "      <td>67.532</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>27krluDgmk6gkX8IX5ZnEo</td>\n",
       "      <td>spotify:track:27krluDgmk6gkX8IX5ZnEo</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/27krluDgmk6g...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/27kr...</td>\n",
       "      <td>289000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.903</td>\n",
       "      <td>0.3270</td>\n",
       "      <td>1</td>\n",
       "      <td>-9.727</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0877</td>\n",
       "      <td>0.26000</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.2740</td>\n",
       "      <td>100.008</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2alc8VZAzDgdAsL2QMk3hu</td>\n",
       "      <td>spotify:track:2alc8VZAzDgdAsL2QMk3hu</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2alc8VZAzDgd...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2alc...</td>\n",
       "      <td>106000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.606</td>\n",
       "      <td>0.8830</td>\n",
       "      <td>3</td>\n",
       "      <td>-3.243</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0423</td>\n",
       "      <td>0.00872</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0698</td>\n",
       "      <td>0.6080</td>\n",
       "      <td>128.053</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5pmL3RzOy3IvGFaSDi4hZL</td>\n",
       "      <td>spotify:track:5pmL3RzOy3IvGFaSDi4hZL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5pmL3RzOy3Iv...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5pmL...</td>\n",
       "      <td>244907</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.907</td>\n",
       "      <td>0.6110</td>\n",
       "      <td>10</td>\n",
       "      <td>-4.588</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0923</td>\n",
       "      <td>0.02110</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.9260</td>\n",
       "      <td>125.982</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>spotify:track:3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3HUD...</td>\n",
       "      <td>165606</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.816</td>\n",
       "      <td>0.6290</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.568</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>0.13300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0692</td>\n",
       "      <td>0.7140</td>\n",
       "      <td>96.493</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>spotify:track:6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6LcauUZjF1eX...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Lca...</td>\n",
       "      <td>131607</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.781</td>\n",
       "      <td>0.9440</td>\n",
       "      <td>9</td>\n",
       "      <td>-2.640</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>0.08730</td>\n",
       "      <td>0.079500</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.9650</td>\n",
       "      <td>103.003</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>spotify:track:1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1vELwZM3uBYW...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1vEL...</td>\n",
       "      <td>226480</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.672</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.747</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.85900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>120.001</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>spotify:track:5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5O2P9iiztwho...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5O2P...</td>\n",
       "      <td>226600</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.500</td>\n",
       "      <td>0.8550</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.260</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>0.01110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1530</td>\n",
       "      <td>0.2080</td>\n",
       "      <td>82.427</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>spotify:track:4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4pa6...</td>\n",
       "      <td>486053</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0          0.742  0.4970    0    -9.381     0       0.0746       0.24900   \n",
       "1          0.699  0.5880    9    -6.533     0       0.0402       0.00807   \n",
       "2          0.642  0.7230    1    -6.149     1       0.2430       0.58000   \n",
       "3          0.862  0.5060   10    -8.651     0       0.2670       0.05420   \n",
       "4          0.921  0.4320    0   -11.109     1       0.0502       0.50600   \n",
       "5          0.619  0.6720    0    -5.770     0       0.0468       0.23700   \n",
       "6          0.697  0.7190    7    -6.314     0       0.0571       0.50300   \n",
       "7          0.590  0.8650    7    -4.616     0       0.0516       0.25300   \n",
       "8          0.757  0.6960   11    -9.406     0       0.1610       0.09250   \n",
       "9          0.957  0.7170    8    -7.801     1       0.1730       0.12800   \n",
       "10         0.517  0.5790    0    -9.354     1       0.4000       0.25200   \n",
       "11         0.768  0.4900    1    -8.127     1       0.1350       0.12100   \n",
       "12         0.482  0.6320    2   -10.864     1       0.2930       0.00444   \n",
       "13         0.781  0.6900    4    -6.097     0       0.2470       0.18900   \n",
       "14         0.742  0.3360    9   -15.350     0       0.2360       0.04890   \n",
       "15         0.761  0.6710    6    -5.781     0       0.0888       0.01250   \n",
       "16         0.790  0.5990    9   -11.168     0       0.2090       0.02180   \n",
       "17         0.572  0.1540    4   -21.433     0       0.0572       0.01850   \n",
       "18         0.761  0.5250   11    -6.900     1       0.0944       0.44000   \n",
       "19         0.402  0.2700    0    -8.275     1       0.0342       0.46000   \n",
       "20         0.467  0.3490    0   -12.739     0       0.0287       0.49600   \n",
       "21         0.327  0.1600    8   -12.661     0       0.0379       0.94300   \n",
       "22         0.584  0.2160    7   -15.301     1       0.0415       0.87300   \n",
       "23         0.324  0.2030    0   -12.948     0       0.0397       0.65200   \n",
       "24         0.224  0.1390   11   -22.587     1       0.0354       0.96100   \n",
       "25         0.200  0.4660    9   -12.298     1       0.0486       0.55700   \n",
       "26         0.563  0.2160    0   -16.922     1       0.0572       0.93900   \n",
       "27         0.682  0.2930    0   -12.858     1       0.0858       0.76700   \n",
       "28         0.694  0.4580    3    -7.729     1       0.0382       0.56500   \n",
       "29         0.421  0.3740    2    -9.076     1       0.0700       0.44600   \n",
       "30         0.682  0.5430    6   -10.529     0       0.0913       0.90100   \n",
       "31         0.751  0.6700    4    -7.883     0       0.0633       0.23900   \n",
       "32         0.756  0.5840    2    -7.173     1       0.0431       0.26100   \n",
       "33         0.402  0.5820   10    -6.853     0       0.0408       0.69000   \n",
       "34         0.654  0.5330    7    -9.426     0       0.0309       0.53200   \n",
       "35         0.369  0.4110    2   -12.485     0       0.0302       0.79800   \n",
       "36         0.270  0.4740    5   -11.531     1       0.0337       0.60600   \n",
       "37         0.330  0.4390   10    -9.801     0       0.0410       0.62500   \n",
       "38         0.679  0.1560    2   -13.920     1       0.0360       0.90800   \n",
       "39         0.435  0.1590    7   -17.582     0       0.0494       0.97900   \n",
       "40         0.190  0.0672    4   -23.670     0       0.0360       0.98900   \n",
       "41         0.903  0.3270    1    -9.727     1       0.0877       0.26000   \n",
       "42         0.606  0.8830    3    -3.243     1       0.0423       0.00872   \n",
       "43         0.907  0.6110   10    -4.588     0       0.0923       0.02110   \n",
       "44         0.816  0.6290    2    -5.568     1       0.2260       0.13300   \n",
       "45         0.781  0.9440    9    -2.640     0       0.0615       0.08730   \n",
       "46         0.672  0.5200    8    -7.747     1       0.0353       0.85900   \n",
       "47         0.500  0.8550    1    -2.260     1       0.4010       0.01110   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo            type  \\\n",
       "0           0.003350    0.0993   0.5580  156.013  audio_features   \n",
       "1           0.000131    0.1070   0.3500  151.971  audio_features   \n",
       "2           0.000942    0.1120   0.4870  186.043  audio_features   \n",
       "3           0.000030    0.1170   0.5120  136.052  audio_features   \n",
       "4           0.002230    0.0617   0.6930  112.117  audio_features   \n",
       "5           0.001490    0.1170   0.3360  163.942  audio_features   \n",
       "6           0.000000    0.1280   0.7510   86.000  audio_features   \n",
       "7           0.000004    0.1720   0.4180  150.068  audio_features   \n",
       "8           0.005510    0.1290   0.5260   93.003  audio_features   \n",
       "9           0.000000    0.0896   0.8550  116.020  audio_features   \n",
       "10          0.000000    0.2280   0.6250   84.315  audio_features   \n",
       "11          0.000000    0.1310   0.1770   74.039  audio_features   \n",
       "12          0.000000    0.2890   0.4420  139.925  audio_features   \n",
       "13          0.000000    0.2680   0.3300   94.994  audio_features   \n",
       "14          0.000000    0.1130   0.3710   94.980  audio_features   \n",
       "15          0.000002    0.1470   0.6550  109.997  audio_features   \n",
       "16          0.000000    0.0927   0.4550   92.971  audio_features   \n",
       "17          0.000238    0.0992   0.1180   78.993  audio_features   \n",
       "18          0.000007    0.0921   0.5310   80.870  audio_features   \n",
       "19          0.000000    0.2350   0.1230  140.036  audio_features   \n",
       "20          0.008640    0.0538   0.2140   79.598  audio_features   \n",
       "21          0.000008    0.1310   0.2420   68.715  audio_features   \n",
       "22          0.000868    0.1090   0.1510  106.755  audio_features   \n",
       "23          0.001090    0.1060   0.1980  207.423  audio_features   \n",
       "24          0.913000    0.1080   0.2130  111.316  audio_features   \n",
       "25          0.702000    0.1080   0.0572  136.913  audio_features   \n",
       "26          0.869000    0.1090   0.5310  129.426  audio_features   \n",
       "27          0.000010    0.0859   0.4390   75.035  audio_features   \n",
       "28          0.000001    0.1370   0.6430   91.994  audio_features   \n",
       "29          0.000995    0.1540   0.3660   65.965  audio_features   \n",
       "30          0.054200    0.0586   0.3240   98.030  audio_features   \n",
       "31          0.051500    0.4270   0.2030  119.998  audio_features   \n",
       "32          0.000454    0.1150   0.5420  119.014  audio_features   \n",
       "33          0.249000    0.4070   0.5140  115.425  audio_features   \n",
       "34          0.000008    0.1510   0.6950  127.490  audio_features   \n",
       "35          0.007830    0.5770   0.3870   92.385  audio_features   \n",
       "36          0.000000    0.4230   0.5240   79.144  audio_features   \n",
       "37          0.000368    0.1770   0.2100  175.676  audio_features   \n",
       "38          0.000000    0.1030   0.2650  135.846  audio_features   \n",
       "39          0.377000    0.1170   0.3320  109.076  audio_features   \n",
       "40          0.917000    0.0700   0.0606   67.532  audio_features   \n",
       "41          0.011000    0.1080   0.2740  100.008  audio_features   \n",
       "42          0.000000    0.0698   0.6080  128.053  audio_features   \n",
       "43          0.000032    0.0317   0.9260  125.982  audio_features   \n",
       "44          0.000000    0.0692   0.7140   96.493  audio_features   \n",
       "45          0.079500    0.1170   0.9650  103.003  audio_features   \n",
       "46          0.000000    0.1150   0.3700  120.001  audio_features   \n",
       "47          0.000000    0.1530   0.2080   82.427  audio_features   \n",
       "\n",
       "                        id                                   uri  \\\n",
       "0   3dEtfTtCXWW7N8WQ9FD29z  spotify:track:3dEtfTtCXWW7N8WQ9FD29z   \n",
       "1   2TaWcNAkUM6buVOkL0CNh9  spotify:track:2TaWcNAkUM6buVOkL0CNh9   \n",
       "2   1EYeZGTMCjV7uVey5fNWXM  spotify:track:1EYeZGTMCjV7uVey5fNWXM   \n",
       "3   5h1Zdr8ghV5RaWjtdfVo8w  spotify:track:5h1Zdr8ghV5RaWjtdfVo8w   \n",
       "4   4Pv7OY4tfCA8KIdtlkANOS  spotify:track:4Pv7OY4tfCA8KIdtlkANOS   \n",
       "5   1iEMuRRbD04w92WzHYkJrF  spotify:track:1iEMuRRbD04w92WzHYkJrF   \n",
       "6   2ssVmL3NSOKPW46GWgXyu4  spotify:track:2ssVmL3NSOKPW46GWgXyu4   \n",
       "7   3Vlfg0IreM7wVuZA0zoGDd  spotify:track:3Vlfg0IreM7wVuZA0zoGDd   \n",
       "8   0O2zRCntGYssJk4bGn6dXk  spotify:track:0O2zRCntGYssJk4bGn6dXk   \n",
       "9   5JXUr2W37Xcg2KWBDTUKko  spotify:track:5JXUr2W37Xcg2KWBDTUKko   \n",
       "10  6rgkTvXNsDuA6PQaaNr2ef  spotify:track:6rgkTvXNsDuA6PQaaNr2ef   \n",
       "11  3hKBtsc1G5LAkHORbxxiLW  spotify:track:3hKBtsc1G5LAkHORbxxiLW   \n",
       "12  5gjobZZ980nkrb6gjpQ7Mh  spotify:track:5gjobZZ980nkrb6gjpQ7Mh   \n",
       "13  2ES50cyPoRP0fK4Ltu74rn  spotify:track:2ES50cyPoRP0fK4Ltu74rn   \n",
       "14  7lrpQpDqf77Gng3vH4ckaJ  spotify:track:7lrpQpDqf77Gng3vH4ckaJ   \n",
       "15  7up3H9Rkr58mWnCjA7nstP  spotify:track:7up3H9Rkr58mWnCjA7nstP   \n",
       "16  40oNx977B73etb3sYyZglT  spotify:track:40oNx977B73etb3sYyZglT   \n",
       "17  5UHFuEvHnpnRkOSwtj27SS  spotify:track:5UHFuEvHnpnRkOSwtj27SS   \n",
       "18  6CDzDgIUqeDY5g8ujExx2f  spotify:track:6CDzDgIUqeDY5g8ujExx2f   \n",
       "19  4pR5ZEROnKQpJttWNn5er6  spotify:track:4pR5ZEROnKQpJttWNn5er6   \n",
       "20  2Wv7pPlUkZhIgp6nahGdf2  spotify:track:2Wv7pPlUkZhIgp6nahGdf2   \n",
       "21  3algTFAQRT5ForKpuUgAcS  spotify:track:3algTFAQRT5ForKpuUgAcS   \n",
       "22  66kSq3nyISTG4FcTeeOpe2  spotify:track:66kSq3nyISTG4FcTeeOpe2   \n",
       "23  14IV6ycAWxurGj5KvHtNAT  spotify:track:14IV6ycAWxurGj5KvHtNAT   \n",
       "24  6Q5uDNuuFYa8ToL3CCoHPC  spotify:track:6Q5uDNuuFYa8ToL3CCoHPC   \n",
       "25  07eGxuz8bL6QMsRqEe1Adu  spotify:track:07eGxuz8bL6QMsRqEe1Adu   \n",
       "26  0nqKh7q35gKJSXv7VuqtH7  spotify:track:0nqKh7q35gKJSXv7VuqtH7   \n",
       "27  6Ah2JMiRc7MTr4SwRVNMh9  spotify:track:6Ah2JMiRc7MTr4SwRVNMh9   \n",
       "28  15kp8t6gWlSmVeyBycLeY7  spotify:track:15kp8t6gWlSmVeyBycLeY7   \n",
       "29  4PrEiwUcs8jMOAk1b5BueL  spotify:track:4PrEiwUcs8jMOAk1b5BueL   \n",
       "30  6n2mSMIi9NFRM1a8Ooqg21  spotify:track:6n2mSMIi9NFRM1a8Ooqg21   \n",
       "31  2Nsz5vf1G6jxQs9JdKkTaT  spotify:track:2Nsz5vf1G6jxQs9JdKkTaT   \n",
       "32  5h2RkGPXXfeqASYgK86Zd2  spotify:track:5h2RkGPXXfeqASYgK86Zd2   \n",
       "33  6aPpt6GMEKelG8etyplPpt  spotify:track:6aPpt6GMEKelG8etyplPpt   \n",
       "34  4UqZRNx9idkEeO9Nj94ath  spotify:track:4UqZRNx9idkEeO9Nj94ath   \n",
       "35  4JKFab0j6szsmQFB5qQzx0  spotify:track:4JKFab0j6szsmQFB5qQzx0   \n",
       "36  2ydyrhV1UFnNEIZjFAQqNF  spotify:track:2ydyrhV1UFnNEIZjFAQqNF   \n",
       "37  5NPg92vbjaGk4q9mh7MMEM  spotify:track:5NPg92vbjaGk4q9mh7MMEM   \n",
       "38  6Qu9OC9o7f8QvTQtrWYdQX  spotify:track:6Qu9OC9o7f8QvTQtrWYdQX   \n",
       "39  3m8Zy0Tw6Fl1RoWZLCnZT7  spotify:track:3m8Zy0Tw6Fl1RoWZLCnZT7   \n",
       "40  27krluDgmk6gkX8IX5ZnEo  spotify:track:27krluDgmk6gkX8IX5ZnEo   \n",
       "41  2alc8VZAzDgdAsL2QMk3hu  spotify:track:2alc8VZAzDgdAsL2QMk3hu   \n",
       "42  5pmL3RzOy3IvGFaSDi4hZL  spotify:track:5pmL3RzOy3IvGFaSDi4hZL   \n",
       "43  3HUDCgZgaY3ZVWohToy4LJ  spotify:track:3HUDCgZgaY3ZVWohToy4LJ   \n",
       "44  6LcauUZjF1eXQrgqMUecHX  spotify:track:6LcauUZjF1eXQrgqMUecHX   \n",
       "45  1vELwZM3uBYWd8HrtddD4l  spotify:track:1vELwZM3uBYWd8HrtddD4l   \n",
       "46  5O2P9iiztwhomNh8xkR9lJ  spotify:track:5O2P9iiztwhomNh8xkR9lJ   \n",
       "47  4pa6S4KKjWPNfHRSg1jOoL  spotify:track:4pa6S4KKjWPNfHRSg1jOoL   \n",
       "\n",
       "                                           track_href  \\\n",
       "0   https://api.spotify.com/v1/tracks/3dEtfTtCXWW7...   \n",
       "1   https://api.spotify.com/v1/tracks/2TaWcNAkUM6b...   \n",
       "2   https://api.spotify.com/v1/tracks/1EYeZGTMCjV7...   \n",
       "3   https://api.spotify.com/v1/tracks/5h1Zdr8ghV5R...   \n",
       "4   https://api.spotify.com/v1/tracks/4Pv7OY4tfCA8...   \n",
       "5   https://api.spotify.com/v1/tracks/1iEMuRRbD04w...   \n",
       "6   https://api.spotify.com/v1/tracks/2ssVmL3NSOKP...   \n",
       "7   https://api.spotify.com/v1/tracks/3Vlfg0IreM7w...   \n",
       "8   https://api.spotify.com/v1/tracks/0O2zRCntGYss...   \n",
       "9   https://api.spotify.com/v1/tracks/5JXUr2W37Xcg...   \n",
       "10  https://api.spotify.com/v1/tracks/6rgkTvXNsDuA...   \n",
       "11  https://api.spotify.com/v1/tracks/3hKBtsc1G5LA...   \n",
       "12  https://api.spotify.com/v1/tracks/5gjobZZ980nk...   \n",
       "13  https://api.spotify.com/v1/tracks/2ES50cyPoRP0...   \n",
       "14  https://api.spotify.com/v1/tracks/7lrpQpDqf77G...   \n",
       "15  https://api.spotify.com/v1/tracks/7up3H9Rkr58m...   \n",
       "16  https://api.spotify.com/v1/tracks/40oNx977B73e...   \n",
       "17  https://api.spotify.com/v1/tracks/5UHFuEvHnpnR...   \n",
       "18  https://api.spotify.com/v1/tracks/6CDzDgIUqeDY...   \n",
       "19  https://api.spotify.com/v1/tracks/4pR5ZEROnKQp...   \n",
       "20  https://api.spotify.com/v1/tracks/2Wv7pPlUkZhI...   \n",
       "21  https://api.spotify.com/v1/tracks/3algTFAQRT5F...   \n",
       "22  https://api.spotify.com/v1/tracks/66kSq3nyISTG...   \n",
       "23  https://api.spotify.com/v1/tracks/14IV6ycAWxur...   \n",
       "24  https://api.spotify.com/v1/tracks/6Q5uDNuuFYa8...   \n",
       "25  https://api.spotify.com/v1/tracks/07eGxuz8bL6Q...   \n",
       "26  https://api.spotify.com/v1/tracks/0nqKh7q35gKJ...   \n",
       "27  https://api.spotify.com/v1/tracks/6Ah2JMiRc7MT...   \n",
       "28  https://api.spotify.com/v1/tracks/15kp8t6gWlSm...   \n",
       "29  https://api.spotify.com/v1/tracks/4PrEiwUcs8jM...   \n",
       "30  https://api.spotify.com/v1/tracks/6n2mSMIi9NFR...   \n",
       "31  https://api.spotify.com/v1/tracks/2Nsz5vf1G6jx...   \n",
       "32  https://api.spotify.com/v1/tracks/5h2RkGPXXfeq...   \n",
       "33  https://api.spotify.com/v1/tracks/6aPpt6GMEKel...   \n",
       "34  https://api.spotify.com/v1/tracks/4UqZRNx9idkE...   \n",
       "35  https://api.spotify.com/v1/tracks/4JKFab0j6szs...   \n",
       "36  https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...   \n",
       "37  https://api.spotify.com/v1/tracks/5NPg92vbjaGk...   \n",
       "38  https://api.spotify.com/v1/tracks/6Qu9OC9o7f8Q...   \n",
       "39  https://api.spotify.com/v1/tracks/3m8Zy0Tw6Fl1...   \n",
       "40  https://api.spotify.com/v1/tracks/27krluDgmk6g...   \n",
       "41  https://api.spotify.com/v1/tracks/2alc8VZAzDgd...   \n",
       "42  https://api.spotify.com/v1/tracks/5pmL3RzOy3Iv...   \n",
       "43  https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...   \n",
       "44  https://api.spotify.com/v1/tracks/6LcauUZjF1eX...   \n",
       "45  https://api.spotify.com/v1/tracks/1vELwZM3uBYW...   \n",
       "46  https://api.spotify.com/v1/tracks/5O2P9iiztwho...   \n",
       "47  https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...   \n",
       "\n",
       "                                         analysis_url  duration_ms  \\\n",
       "0   https://api.spotify.com/v1/audio-analysis/3dEt...       310860   \n",
       "1   https://api.spotify.com/v1/audio-analysis/2TaW...       199122   \n",
       "2   https://api.spotify.com/v1/audio-analysis/1EYe...       135480   \n",
       "3   https://api.spotify.com/v1/audio-analysis/5h1Z...       198582   \n",
       "4   https://api.spotify.com/v1/audio-analysis/4Pv7...       178320   \n",
       "5   https://api.spotify.com/v1/audio-analysis/1iEM...       180227   \n",
       "6   https://api.spotify.com/v1/audio-analysis/2ssV...       193083   \n",
       "7   https://api.spotify.com/v1/audio-analysis/3Vlf...       239630   \n",
       "8   https://api.spotify.com/v1/audio-analysis/0O2z...       210640   \n",
       "9   https://api.spotify.com/v1/audio-analysis/5JXU...        87007   \n",
       "10  https://api.spotify.com/v1/audio-analysis/6rgk...        80194   \n",
       "11  https://api.spotify.com/v1/audio-analysis/3hKB...       169400   \n",
       "12  https://api.spotify.com/v1/audio-analysis/5gjo...       210317   \n",
       "13  https://api.spotify.com/v1/audio-analysis/2ES5...       169326   \n",
       "14  https://api.spotify.com/v1/audio-analysis/7lrp...        90947   \n",
       "15  https://api.spotify.com/v1/audio-analysis/7up3...       192025   \n",
       "16  https://api.spotify.com/v1/audio-analysis/40oN...       289493   \n",
       "17  https://api.spotify.com/v1/audio-analysis/5UHF...       196162   \n",
       "18  https://api.spotify.com/v1/audio-analysis/6CDz...       238805   \n",
       "19  https://api.spotify.com/v1/audio-analysis/4pR5...       239212   \n",
       "20  https://api.spotify.com/v1/audio-analysis/2Wv7...       274377   \n",
       "21  https://api.spotify.com/v1/audio-analysis/3alg...       233240   \n",
       "22  https://api.spotify.com/v1/audio-analysis/66kS...       210520   \n",
       "23  https://api.spotify.com/v1/audio-analysis/14IV...       197147   \n",
       "24  https://api.spotify.com/v1/audio-analysis/6Q5u...       196893   \n",
       "25  https://api.spotify.com/v1/audio-analysis/07eG...       606850   \n",
       "26  https://api.spotify.com/v1/audio-analysis/0nqK...       136760   \n",
       "27  https://api.spotify.com/v1/audio-analysis/6Ah2...       184123   \n",
       "28  https://api.spotify.com/v1/audio-analysis/15kp...       130435   \n",
       "29  https://api.spotify.com/v1/audio-analysis/4PrE...       308078   \n",
       "30  https://api.spotify.com/v1/audio-analysis/6n2m...       187402   \n",
       "31  https://api.spotify.com/v1/audio-analysis/2Nsz...       217191   \n",
       "32  https://api.spotify.com/v1/audio-analysis/5h2R...       179130   \n",
       "33  https://api.spotify.com/v1/audio-analysis/6aPp...       317507   \n",
       "34  https://api.spotify.com/v1/audio-analysis/4UqZ...       222693   \n",
       "35  https://api.spotify.com/v1/audio-analysis/4JKF...       205453   \n",
       "36  https://api.spotify.com/v1/audio-analysis/2ydy...       203720   \n",
       "37  https://api.spotify.com/v1/audio-analysis/5NPg...       294532   \n",
       "38  https://api.spotify.com/v1/audio-analysis/6Qu9...       234176   \n",
       "39  https://api.spotify.com/v1/audio-analysis/3m8Z...       416733   \n",
       "40  https://api.spotify.com/v1/audio-analysis/27kr...       289000   \n",
       "41  https://api.spotify.com/v1/audio-analysis/2alc...       106000   \n",
       "42  https://api.spotify.com/v1/audio-analysis/5pmL...       244907   \n",
       "43  https://api.spotify.com/v1/audio-analysis/3HUD...       165606   \n",
       "44  https://api.spotify.com/v1/audio-analysis/6Lca...       131607   \n",
       "45  https://api.spotify.com/v1/audio-analysis/1vEL...       226480   \n",
       "46  https://api.spotify.com/v1/audio-analysis/5O2P...       226600   \n",
       "47  https://api.spotify.com/v1/audio-analysis/4pa6...       486053   \n",
       "\n",
       "    time_signature  \n",
       "0                4  \n",
       "1                4  \n",
       "2                4  \n",
       "3                4  \n",
       "4                4  \n",
       "5                4  \n",
       "6                4  \n",
       "7                4  \n",
       "8                4  \n",
       "9                4  \n",
       "10               4  \n",
       "11               4  \n",
       "12               4  \n",
       "13               4  \n",
       "14               4  \n",
       "15               4  \n",
       "16               4  \n",
       "17               4  \n",
       "18               4  \n",
       "19               3  \n",
       "20               4  \n",
       "21               1  \n",
       "22               3  \n",
       "23               4  \n",
       "24               4  \n",
       "25               5  \n",
       "26               5  \n",
       "27               4  \n",
       "28               4  \n",
       "29               4  \n",
       "30               4  \n",
       "31               4  \n",
       "32               4  \n",
       "33               4  \n",
       "34               4  \n",
       "35               4  \n",
       "36               4  \n",
       "37               4  \n",
       "38               3  \n",
       "39               4  \n",
       "40               3  \n",
       "41               4  \n",
       "42               4  \n",
       "43               4  \n",
       "44               4  \n",
       "45               4  \n",
       "46               4  \n",
       "47               4  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disliked_df = pd.DataFrame(disliked_features)\n",
    "disliked_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "5f350c8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "liked_target = []\n",
    "\n",
    "for i in range(disliked_df.shape[0]):\n",
    "    liked_target.append(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "f30aff04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .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>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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>uri</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.742</td>\n",
       "      <td>0.4970</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.381</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0746</td>\n",
       "      <td>0.24900</td>\n",
       "      <td>0.003350</td>\n",
       "      <td>0.0993</td>\n",
       "      <td>0.5580</td>\n",
       "      <td>156.013</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3dEtfTtCXWW7N8WQ9FD29z</td>\n",
       "      <td>spotify:track:3dEtfTtCXWW7N8WQ9FD29z</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3dEtfTtCXWW7...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3dEt...</td>\n",
       "      <td>310860</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.699</td>\n",
       "      <td>0.5880</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.533</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.00807</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.3500</td>\n",
       "      <td>151.971</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2TaWcNAkUM6buVOkL0CNh9</td>\n",
       "      <td>spotify:track:2TaWcNAkUM6buVOkL0CNh9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2TaWcNAkUM6b...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2TaW...</td>\n",
       "      <td>199122</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.642</td>\n",
       "      <td>0.7230</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.149</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.58000</td>\n",
       "      <td>0.000942</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4870</td>\n",
       "      <td>186.043</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1EYeZGTMCjV7uVey5fNWXM</td>\n",
       "      <td>spotify:track:1EYeZGTMCjV7uVey5fNWXM</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1EYeZGTMCjV7...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1EYe...</td>\n",
       "      <td>135480</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.862</td>\n",
       "      <td>0.5060</td>\n",
       "      <td>10</td>\n",
       "      <td>-8.651</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>0.05420</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>136.052</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5h1Zdr8ghV5RaWjtdfVo8w</td>\n",
       "      <td>spotify:track:5h1Zdr8ghV5RaWjtdfVo8w</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5h1Zdr8ghV5R...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5h1Z...</td>\n",
       "      <td>198582</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.921</td>\n",
       "      <td>0.4320</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0502</td>\n",
       "      <td>0.50600</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>112.117</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4Pv7OY4tfCA8KIdtlkANOS</td>\n",
       "      <td>spotify:track:4Pv7OY4tfCA8KIdtlkANOS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4Pv7OY4tfCA8...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4Pv7...</td>\n",
       "      <td>178320</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.619</td>\n",
       "      <td>0.6720</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.770</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0468</td>\n",
       "      <td>0.23700</td>\n",
       "      <td>0.001490</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>163.942</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1iEMuRRbD04w92WzHYkJrF</td>\n",
       "      <td>spotify:track:1iEMuRRbD04w92WzHYkJrF</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1iEMuRRbD04w...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1iEM...</td>\n",
       "      <td>180227</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.697</td>\n",
       "      <td>0.7190</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.314</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0571</td>\n",
       "      <td>0.50300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>86.000</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ssVmL3NSOKPW46GWgXyu4</td>\n",
       "      <td>spotify:track:2ssVmL3NSOKPW46GWgXyu4</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ssVmL3NSOKP...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ssV...</td>\n",
       "      <td>193083</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.590</td>\n",
       "      <td>0.8650</td>\n",
       "      <td>7</td>\n",
       "      <td>-4.616</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0516</td>\n",
       "      <td>0.25300</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.4180</td>\n",
       "      <td>150.068</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3Vlfg0IreM7wVuZA0zoGDd</td>\n",
       "      <td>spotify:track:3Vlfg0IreM7wVuZA0zoGDd</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3Vlfg0IreM7w...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3Vlf...</td>\n",
       "      <td>239630</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.757</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.406</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.09250</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.5260</td>\n",
       "      <td>93.003</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>0O2zRCntGYssJk4bGn6dXk</td>\n",
       "      <td>spotify:track:0O2zRCntGYssJk4bGn6dXk</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0O2zRCntGYss...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0O2z...</td>\n",
       "      <td>210640</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.957</td>\n",
       "      <td>0.7170</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.801</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>0.12800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0896</td>\n",
       "      <td>0.8550</td>\n",
       "      <td>116.020</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5JXUr2W37Xcg2KWBDTUKko</td>\n",
       "      <td>spotify:track:5JXUr2W37Xcg2KWBDTUKko</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5JXUr2W37Xcg...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5JXU...</td>\n",
       "      <td>87007</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.517</td>\n",
       "      <td>0.5790</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.354</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.25200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2280</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>84.315</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6rgkTvXNsDuA6PQaaNr2ef</td>\n",
       "      <td>spotify:track:6rgkTvXNsDuA6PQaaNr2ef</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6rgkTvXNsDuA...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6rgk...</td>\n",
       "      <td>80194</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.768</td>\n",
       "      <td>0.4900</td>\n",
       "      <td>1</td>\n",
       "      <td>-8.127</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1350</td>\n",
       "      <td>0.12100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>74.039</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3hKBtsc1G5LAkHORbxxiLW</td>\n",
       "      <td>spotify:track:3hKBtsc1G5LAkHORbxxiLW</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3hKBtsc1G5LA...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3hKB...</td>\n",
       "      <td>169400</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.482</td>\n",
       "      <td>0.6320</td>\n",
       "      <td>2</td>\n",
       "      <td>-10.864</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2930</td>\n",
       "      <td>0.00444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2890</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>139.925</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5gjobZZ980nkrb6gjpQ7Mh</td>\n",
       "      <td>spotify:track:5gjobZZ980nkrb6gjpQ7Mh</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5gjobZZ980nk...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5gjo...</td>\n",
       "      <td>210317</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.781</td>\n",
       "      <td>0.6900</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.097</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2470</td>\n",
       "      <td>0.18900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2680</td>\n",
       "      <td>0.3300</td>\n",
       "      <td>94.994</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ES50cyPoRP0fK4Ltu74rn</td>\n",
       "      <td>spotify:track:2ES50cyPoRP0fK4Ltu74rn</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ES50cyPoRP0...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ES5...</td>\n",
       "      <td>169326</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.742</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>9</td>\n",
       "      <td>-15.350</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2360</td>\n",
       "      <td>0.04890</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3710</td>\n",
       "      <td>94.980</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>7lrpQpDqf77Gng3vH4ckaJ</td>\n",
       "      <td>spotify:track:7lrpQpDqf77Gng3vH4ckaJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7lrpQpDqf77G...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7lrp...</td>\n",
       "      <td>90947</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.6710</td>\n",
       "      <td>6</td>\n",
       "      <td>-5.781</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0888</td>\n",
       "      <td>0.01250</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>0.6550</td>\n",
       "      <td>109.997</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>7up3H9Rkr58mWnCjA7nstP</td>\n",
       "      <td>spotify:track:7up3H9Rkr58mWnCjA7nstP</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7up3H9Rkr58m...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7up3...</td>\n",
       "      <td>192025</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.790</td>\n",
       "      <td>0.5990</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.168</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.02180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0927</td>\n",
       "      <td>0.4550</td>\n",
       "      <td>92.971</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>40oNx977B73etb3sYyZglT</td>\n",
       "      <td>spotify:track:40oNx977B73etb3sYyZglT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/40oNx977B73e...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/40oN...</td>\n",
       "      <td>289493</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.572</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>4</td>\n",
       "      <td>-21.433</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.01850</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.0992</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>78.993</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5UHFuEvHnpnRkOSwtj27SS</td>\n",
       "      <td>spotify:track:5UHFuEvHnpnRkOSwtj27SS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5UHFuEvHnpnR...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5UHF...</td>\n",
       "      <td>196162</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.5250</td>\n",
       "      <td>11</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>80.870</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>spotify:track:6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6CDzDgIUqeDY...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6CDz...</td>\n",
       "      <td>238805</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.2700</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.275</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0342</td>\n",
       "      <td>0.46000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2350</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>140.036</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4pR5ZEROnKQpJttWNn5er6</td>\n",
       "      <td>spotify:track:4pR5ZEROnKQpJttWNn5er6</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4pR5ZEROnKQp...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4pR5...</td>\n",
       "      <td>239212</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.467</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.739</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0287</td>\n",
       "      <td>0.49600</td>\n",
       "      <td>0.008640</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.2140</td>\n",
       "      <td>79.598</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2Wv7pPlUkZhIgp6nahGdf2</td>\n",
       "      <td>spotify:track:2Wv7pPlUkZhIgp6nahGdf2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2Wv7pPlUkZhI...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Wv7...</td>\n",
       "      <td>274377</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.327</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>8</td>\n",
       "      <td>-12.661</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>0.94300</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>0.2420</td>\n",
       "      <td>68.715</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3algTFAQRT5ForKpuUgAcS</td>\n",
       "      <td>spotify:track:3algTFAQRT5ForKpuUgAcS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3algTFAQRT5F...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3alg...</td>\n",
       "      <td>233240</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.584</td>\n",
       "      <td>0.2160</td>\n",
       "      <td>7</td>\n",
       "      <td>-15.301</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>106.755</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>66kSq3nyISTG4FcTeeOpe2</td>\n",
       "      <td>spotify:track:66kSq3nyISTG4FcTeeOpe2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/66kSq3nyISTG...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/66kS...</td>\n",
       "      <td>210520</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.324</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.948</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.65200</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>207.423</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>14IV6ycAWxurGj5KvHtNAT</td>\n",
       "      <td>spotify:track:14IV6ycAWxurGj5KvHtNAT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/14IV6ycAWxur...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/14IV...</td>\n",
       "      <td>197147</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.224</td>\n",
       "      <td>0.1390</td>\n",
       "      <td>11</td>\n",
       "      <td>-22.587</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0354</td>\n",
       "      <td>0.96100</td>\n",
       "      <td>0.913000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.2130</td>\n",
       "      <td>111.316</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Q5uDNuuFYa8ToL3CCoHPC</td>\n",
       "      <td>spotify:track:6Q5uDNuuFYa8ToL3CCoHPC</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Q5uDNuuFYa8...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Q5u...</td>\n",
       "      <td>196893</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.4660</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.298</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.55700</td>\n",
       "      <td>0.702000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>136.913</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>07eGxuz8bL6QMsRqEe1Adu</td>\n",
       "      <td>spotify:track:07eGxuz8bL6QMsRqEe1Adu</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/07eGxuz8bL6Q...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/07eG...</td>\n",
       "      <td>606850</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.563</td>\n",
       "      <td>0.2160</td>\n",
       "      <td>0</td>\n",
       "      <td>-16.922</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.93900</td>\n",
       "      <td>0.869000</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>129.426</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>0nqKh7q35gKJSXv7VuqtH7</td>\n",
       "      <td>spotify:track:0nqKh7q35gKJSXv7VuqtH7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0nqKh7q35gKJ...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0nqK...</td>\n",
       "      <td>136760</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.2930</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.858</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0858</td>\n",
       "      <td>0.76700</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.0859</td>\n",
       "      <td>0.4390</td>\n",
       "      <td>75.035</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Ah2JMiRc7MTr4SwRVNMh9</td>\n",
       "      <td>spotify:track:6Ah2JMiRc7MTr4SwRVNMh9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Ah2JMiRc7MT...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Ah2...</td>\n",
       "      <td>184123</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.694</td>\n",
       "      <td>0.4580</td>\n",
       "      <td>3</td>\n",
       "      <td>-7.729</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.56500</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1370</td>\n",
       "      <td>0.6430</td>\n",
       "      <td>91.994</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>15kp8t6gWlSmVeyBycLeY7</td>\n",
       "      <td>spotify:track:15kp8t6gWlSmVeyBycLeY7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/15kp8t6gWlSm...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/15kp...</td>\n",
       "      <td>130435</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.421</td>\n",
       "      <td>0.3740</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.076</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>0.44600</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>0.3660</td>\n",
       "      <td>65.965</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4PrEiwUcs8jMOAk1b5BueL</td>\n",
       "      <td>spotify:track:4PrEiwUcs8jMOAk1b5BueL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4PrEiwUcs8jM...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4PrE...</td>\n",
       "      <td>308078</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.5430</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.529</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0913</td>\n",
       "      <td>0.90100</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.3240</td>\n",
       "      <td>98.030</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6n2mSMIi9NFRM1a8Ooqg21</td>\n",
       "      <td>spotify:track:6n2mSMIi9NFRM1a8Ooqg21</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6n2mSMIi9NFR...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6n2m...</td>\n",
       "      <td>187402</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.751</td>\n",
       "      <td>0.6700</td>\n",
       "      <td>4</td>\n",
       "      <td>-7.883</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0633</td>\n",
       "      <td>0.23900</td>\n",
       "      <td>0.051500</td>\n",
       "      <td>0.4270</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>119.998</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2Nsz5vf1G6jxQs9JdKkTaT</td>\n",
       "      <td>spotify:track:2Nsz5vf1G6jxQs9JdKkTaT</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2Nsz5vf1G6jx...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Nsz...</td>\n",
       "      <td>217191</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.756</td>\n",
       "      <td>0.5840</td>\n",
       "      <td>2</td>\n",
       "      <td>-7.173</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0431</td>\n",
       "      <td>0.26100</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.5420</td>\n",
       "      <td>119.014</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5h2RkGPXXfeqASYgK86Zd2</td>\n",
       "      <td>spotify:track:5h2RkGPXXfeqASYgK86Zd2</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5h2RkGPXXfeq...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5h2R...</td>\n",
       "      <td>179130</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.5820</td>\n",
       "      <td>10</td>\n",
       "      <td>-6.853</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.249000</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>0.5140</td>\n",
       "      <td>115.425</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6aPpt6GMEKelG8etyplPpt</td>\n",
       "      <td>spotify:track:6aPpt6GMEKelG8etyplPpt</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6aPpt6GMEKel...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6aPp...</td>\n",
       "      <td>317507</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.654</td>\n",
       "      <td>0.5330</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.426</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0309</td>\n",
       "      <td>0.53200</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.6950</td>\n",
       "      <td>127.490</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4UqZRNx9idkEeO9Nj94ath</td>\n",
       "      <td>spotify:track:4UqZRNx9idkEeO9Nj94ath</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4UqZRNx9idkE...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4UqZ...</td>\n",
       "      <td>222693</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.369</td>\n",
       "      <td>0.4110</td>\n",
       "      <td>2</td>\n",
       "      <td>-12.485</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.79800</td>\n",
       "      <td>0.007830</td>\n",
       "      <td>0.5770</td>\n",
       "      <td>0.3870</td>\n",
       "      <td>92.385</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4JKFab0j6szsmQFB5qQzx0</td>\n",
       "      <td>spotify:track:4JKFab0j6szsmQFB5qQzx0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4JKFab0j6szs...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4JKF...</td>\n",
       "      <td>205453</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.270</td>\n",
       "      <td>0.4740</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.60600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>0.5240</td>\n",
       "      <td>79.144</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>spotify:track:2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ydy...</td>\n",
       "      <td>203720</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.330</td>\n",
       "      <td>0.4390</td>\n",
       "      <td>10</td>\n",
       "      <td>-9.801</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0410</td>\n",
       "      <td>0.62500</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>175.676</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5NPg92vbjaGk4q9mh7MMEM</td>\n",
       "      <td>spotify:track:5NPg92vbjaGk4q9mh7MMEM</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5NPg92vbjaGk...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5NPg...</td>\n",
       "      <td>294532</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.679</td>\n",
       "      <td>0.1560</td>\n",
       "      <td>2</td>\n",
       "      <td>-13.920</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>135.846</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6Qu9OC9o7f8QvTQtrWYdQX</td>\n",
       "      <td>spotify:track:6Qu9OC9o7f8QvTQtrWYdQX</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6Qu9OC9o7f8Q...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Qu9...</td>\n",
       "      <td>234176</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.435</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>7</td>\n",
       "      <td>-17.582</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0494</td>\n",
       "      <td>0.97900</td>\n",
       "      <td>0.377000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.3320</td>\n",
       "      <td>109.076</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3m8Zy0Tw6Fl1RoWZLCnZT7</td>\n",
       "      <td>spotify:track:3m8Zy0Tw6Fl1RoWZLCnZT7</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3m8Zy0Tw6Fl1...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3m8Z...</td>\n",
       "      <td>416733</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.190</td>\n",
       "      <td>0.0672</td>\n",
       "      <td>4</td>\n",
       "      <td>-23.670</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.98900</td>\n",
       "      <td>0.917000</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>0.0606</td>\n",
       "      <td>67.532</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>27krluDgmk6gkX8IX5ZnEo</td>\n",
       "      <td>spotify:track:27krluDgmk6gkX8IX5ZnEo</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/27krluDgmk6g...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/27kr...</td>\n",
       "      <td>289000</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.903</td>\n",
       "      <td>0.3270</td>\n",
       "      <td>1</td>\n",
       "      <td>-9.727</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0877</td>\n",
       "      <td>0.26000</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.2740</td>\n",
       "      <td>100.008</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2alc8VZAzDgdAsL2QMk3hu</td>\n",
       "      <td>spotify:track:2alc8VZAzDgdAsL2QMk3hu</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2alc8VZAzDgd...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2alc...</td>\n",
       "      <td>106000</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.606</td>\n",
       "      <td>0.8830</td>\n",
       "      <td>3</td>\n",
       "      <td>-3.243</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0423</td>\n",
       "      <td>0.00872</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0698</td>\n",
       "      <td>0.6080</td>\n",
       "      <td>128.053</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5pmL3RzOy3IvGFaSDi4hZL</td>\n",
       "      <td>spotify:track:5pmL3RzOy3IvGFaSDi4hZL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5pmL3RzOy3Iv...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5pmL...</td>\n",
       "      <td>244907</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.907</td>\n",
       "      <td>0.6110</td>\n",
       "      <td>10</td>\n",
       "      <td>-4.588</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0923</td>\n",
       "      <td>0.02110</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.9260</td>\n",
       "      <td>125.982</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>spotify:track:3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3HUD...</td>\n",
       "      <td>165606</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.816</td>\n",
       "      <td>0.6290</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.568</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>0.13300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0692</td>\n",
       "      <td>0.7140</td>\n",
       "      <td>96.493</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>spotify:track:6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6LcauUZjF1eX...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Lca...</td>\n",
       "      <td>131607</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.781</td>\n",
       "      <td>0.9440</td>\n",
       "      <td>9</td>\n",
       "      <td>-2.640</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>0.08730</td>\n",
       "      <td>0.079500</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.9650</td>\n",
       "      <td>103.003</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>spotify:track:1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1vELwZM3uBYW...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1vEL...</td>\n",
       "      <td>226480</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.672</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.747</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.85900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>120.001</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>spotify:track:5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5O2P9iiztwho...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5O2P...</td>\n",
       "      <td>226600</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.500</td>\n",
       "      <td>0.8550</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.260</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>0.01110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1530</td>\n",
       "      <td>0.2080</td>\n",
       "      <td>82.427</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>spotify:track:4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4pa6...</td>\n",
       "      <td>486053</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0          0.742  0.4970    0    -9.381     0       0.0746       0.24900   \n",
       "1          0.699  0.5880    9    -6.533     0       0.0402       0.00807   \n",
       "2          0.642  0.7230    1    -6.149     1       0.2430       0.58000   \n",
       "3          0.862  0.5060   10    -8.651     0       0.2670       0.05420   \n",
       "4          0.921  0.4320    0   -11.109     1       0.0502       0.50600   \n",
       "5          0.619  0.6720    0    -5.770     0       0.0468       0.23700   \n",
       "6          0.697  0.7190    7    -6.314     0       0.0571       0.50300   \n",
       "7          0.590  0.8650    7    -4.616     0       0.0516       0.25300   \n",
       "8          0.757  0.6960   11    -9.406     0       0.1610       0.09250   \n",
       "9          0.957  0.7170    8    -7.801     1       0.1730       0.12800   \n",
       "10         0.517  0.5790    0    -9.354     1       0.4000       0.25200   \n",
       "11         0.768  0.4900    1    -8.127     1       0.1350       0.12100   \n",
       "12         0.482  0.6320    2   -10.864     1       0.2930       0.00444   \n",
       "13         0.781  0.6900    4    -6.097     0       0.2470       0.18900   \n",
       "14         0.742  0.3360    9   -15.350     0       0.2360       0.04890   \n",
       "15         0.761  0.6710    6    -5.781     0       0.0888       0.01250   \n",
       "16         0.790  0.5990    9   -11.168     0       0.2090       0.02180   \n",
       "17         0.572  0.1540    4   -21.433     0       0.0572       0.01850   \n",
       "18         0.761  0.5250   11    -6.900     1       0.0944       0.44000   \n",
       "19         0.402  0.2700    0    -8.275     1       0.0342       0.46000   \n",
       "20         0.467  0.3490    0   -12.739     0       0.0287       0.49600   \n",
       "21         0.327  0.1600    8   -12.661     0       0.0379       0.94300   \n",
       "22         0.584  0.2160    7   -15.301     1       0.0415       0.87300   \n",
       "23         0.324  0.2030    0   -12.948     0       0.0397       0.65200   \n",
       "24         0.224  0.1390   11   -22.587     1       0.0354       0.96100   \n",
       "25         0.200  0.4660    9   -12.298     1       0.0486       0.55700   \n",
       "26         0.563  0.2160    0   -16.922     1       0.0572       0.93900   \n",
       "27         0.682  0.2930    0   -12.858     1       0.0858       0.76700   \n",
       "28         0.694  0.4580    3    -7.729     1       0.0382       0.56500   \n",
       "29         0.421  0.3740    2    -9.076     1       0.0700       0.44600   \n",
       "30         0.682  0.5430    6   -10.529     0       0.0913       0.90100   \n",
       "31         0.751  0.6700    4    -7.883     0       0.0633       0.23900   \n",
       "32         0.756  0.5840    2    -7.173     1       0.0431       0.26100   \n",
       "33         0.402  0.5820   10    -6.853     0       0.0408       0.69000   \n",
       "34         0.654  0.5330    7    -9.426     0       0.0309       0.53200   \n",
       "35         0.369  0.4110    2   -12.485     0       0.0302       0.79800   \n",
       "36         0.270  0.4740    5   -11.531     1       0.0337       0.60600   \n",
       "37         0.330  0.4390   10    -9.801     0       0.0410       0.62500   \n",
       "38         0.679  0.1560    2   -13.920     1       0.0360       0.90800   \n",
       "39         0.435  0.1590    7   -17.582     0       0.0494       0.97900   \n",
       "40         0.190  0.0672    4   -23.670     0       0.0360       0.98900   \n",
       "41         0.903  0.3270    1    -9.727     1       0.0877       0.26000   \n",
       "42         0.606  0.8830    3    -3.243     1       0.0423       0.00872   \n",
       "43         0.907  0.6110   10    -4.588     0       0.0923       0.02110   \n",
       "44         0.816  0.6290    2    -5.568     1       0.2260       0.13300   \n",
       "45         0.781  0.9440    9    -2.640     0       0.0615       0.08730   \n",
       "46         0.672  0.5200    8    -7.747     1       0.0353       0.85900   \n",
       "47         0.500  0.8550    1    -2.260     1       0.4010       0.01110   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo            type  \\\n",
       "0           0.003350    0.0993   0.5580  156.013  audio_features   \n",
       "1           0.000131    0.1070   0.3500  151.971  audio_features   \n",
       "2           0.000942    0.1120   0.4870  186.043  audio_features   \n",
       "3           0.000030    0.1170   0.5120  136.052  audio_features   \n",
       "4           0.002230    0.0617   0.6930  112.117  audio_features   \n",
       "5           0.001490    0.1170   0.3360  163.942  audio_features   \n",
       "6           0.000000    0.1280   0.7510   86.000  audio_features   \n",
       "7           0.000004    0.1720   0.4180  150.068  audio_features   \n",
       "8           0.005510    0.1290   0.5260   93.003  audio_features   \n",
       "9           0.000000    0.0896   0.8550  116.020  audio_features   \n",
       "10          0.000000    0.2280   0.6250   84.315  audio_features   \n",
       "11          0.000000    0.1310   0.1770   74.039  audio_features   \n",
       "12          0.000000    0.2890   0.4420  139.925  audio_features   \n",
       "13          0.000000    0.2680   0.3300   94.994  audio_features   \n",
       "14          0.000000    0.1130   0.3710   94.980  audio_features   \n",
       "15          0.000002    0.1470   0.6550  109.997  audio_features   \n",
       "16          0.000000    0.0927   0.4550   92.971  audio_features   \n",
       "17          0.000238    0.0992   0.1180   78.993  audio_features   \n",
       "18          0.000007    0.0921   0.5310   80.870  audio_features   \n",
       "19          0.000000    0.2350   0.1230  140.036  audio_features   \n",
       "20          0.008640    0.0538   0.2140   79.598  audio_features   \n",
       "21          0.000008    0.1310   0.2420   68.715  audio_features   \n",
       "22          0.000868    0.1090   0.1510  106.755  audio_features   \n",
       "23          0.001090    0.1060   0.1980  207.423  audio_features   \n",
       "24          0.913000    0.1080   0.2130  111.316  audio_features   \n",
       "25          0.702000    0.1080   0.0572  136.913  audio_features   \n",
       "26          0.869000    0.1090   0.5310  129.426  audio_features   \n",
       "27          0.000010    0.0859   0.4390   75.035  audio_features   \n",
       "28          0.000001    0.1370   0.6430   91.994  audio_features   \n",
       "29          0.000995    0.1540   0.3660   65.965  audio_features   \n",
       "30          0.054200    0.0586   0.3240   98.030  audio_features   \n",
       "31          0.051500    0.4270   0.2030  119.998  audio_features   \n",
       "32          0.000454    0.1150   0.5420  119.014  audio_features   \n",
       "33          0.249000    0.4070   0.5140  115.425  audio_features   \n",
       "34          0.000008    0.1510   0.6950  127.490  audio_features   \n",
       "35          0.007830    0.5770   0.3870   92.385  audio_features   \n",
       "36          0.000000    0.4230   0.5240   79.144  audio_features   \n",
       "37          0.000368    0.1770   0.2100  175.676  audio_features   \n",
       "38          0.000000    0.1030   0.2650  135.846  audio_features   \n",
       "39          0.377000    0.1170   0.3320  109.076  audio_features   \n",
       "40          0.917000    0.0700   0.0606   67.532  audio_features   \n",
       "41          0.011000    0.1080   0.2740  100.008  audio_features   \n",
       "42          0.000000    0.0698   0.6080  128.053  audio_features   \n",
       "43          0.000032    0.0317   0.9260  125.982  audio_features   \n",
       "44          0.000000    0.0692   0.7140   96.493  audio_features   \n",
       "45          0.079500    0.1170   0.9650  103.003  audio_features   \n",
       "46          0.000000    0.1150   0.3700  120.001  audio_features   \n",
       "47          0.000000    0.1530   0.2080   82.427  audio_features   \n",
       "\n",
       "                        id                                   uri  \\\n",
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       "28  15kp8t6gWlSmVeyBycLeY7  spotify:track:15kp8t6gWlSmVeyBycLeY7   \n",
       "29  4PrEiwUcs8jMOAk1b5BueL  spotify:track:4PrEiwUcs8jMOAk1b5BueL   \n",
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       "32  5h2RkGPXXfeqASYgK86Zd2  spotify:track:5h2RkGPXXfeqASYgK86Zd2   \n",
       "33  6aPpt6GMEKelG8etyplPpt  spotify:track:6aPpt6GMEKelG8etyplPpt   \n",
       "34  4UqZRNx9idkEeO9Nj94ath  spotify:track:4UqZRNx9idkEeO9Nj94ath   \n",
       "35  4JKFab0j6szsmQFB5qQzx0  spotify:track:4JKFab0j6szsmQFB5qQzx0   \n",
       "36  2ydyrhV1UFnNEIZjFAQqNF  spotify:track:2ydyrhV1UFnNEIZjFAQqNF   \n",
       "37  5NPg92vbjaGk4q9mh7MMEM  spotify:track:5NPg92vbjaGk4q9mh7MMEM   \n",
       "38  6Qu9OC9o7f8QvTQtrWYdQX  spotify:track:6Qu9OC9o7f8QvTQtrWYdQX   \n",
       "39  3m8Zy0Tw6Fl1RoWZLCnZT7  spotify:track:3m8Zy0Tw6Fl1RoWZLCnZT7   \n",
       "40  27krluDgmk6gkX8IX5ZnEo  spotify:track:27krluDgmk6gkX8IX5ZnEo   \n",
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       "44  6LcauUZjF1eXQrgqMUecHX  spotify:track:6LcauUZjF1eXQrgqMUecHX   \n",
       "45  1vELwZM3uBYWd8HrtddD4l  spotify:track:1vELwZM3uBYWd8HrtddD4l   \n",
       "46  5O2P9iiztwhomNh8xkR9lJ  spotify:track:5O2P9iiztwhomNh8xkR9lJ   \n",
       "47  4pa6S4KKjWPNfHRSg1jOoL  spotify:track:4pa6S4KKjWPNfHRSg1jOoL   \n",
       "\n",
       "                                           track_href  \\\n",
       "0   https://api.spotify.com/v1/tracks/3dEtfTtCXWW7...   \n",
       "1   https://api.spotify.com/v1/tracks/2TaWcNAkUM6b...   \n",
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       "8   https://api.spotify.com/v1/tracks/0O2zRCntGYss...   \n",
       "9   https://api.spotify.com/v1/tracks/5JXUr2W37Xcg...   \n",
       "10  https://api.spotify.com/v1/tracks/6rgkTvXNsDuA...   \n",
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       "12  https://api.spotify.com/v1/tracks/5gjobZZ980nk...   \n",
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       "14  https://api.spotify.com/v1/tracks/7lrpQpDqf77G...   \n",
       "15  https://api.spotify.com/v1/tracks/7up3H9Rkr58m...   \n",
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       "23  https://api.spotify.com/v1/tracks/14IV6ycAWxur...   \n",
       "24  https://api.spotify.com/v1/tracks/6Q5uDNuuFYa8...   \n",
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       "27  https://api.spotify.com/v1/tracks/6Ah2JMiRc7MT...   \n",
       "28  https://api.spotify.com/v1/tracks/15kp8t6gWlSm...   \n",
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       "30  https://api.spotify.com/v1/tracks/6n2mSMIi9NFR...   \n",
       "31  https://api.spotify.com/v1/tracks/2Nsz5vf1G6jx...   \n",
       "32  https://api.spotify.com/v1/tracks/5h2RkGPXXfeq...   \n",
       "33  https://api.spotify.com/v1/tracks/6aPpt6GMEKel...   \n",
       "34  https://api.spotify.com/v1/tracks/4UqZRNx9idkE...   \n",
       "35  https://api.spotify.com/v1/tracks/4JKFab0j6szs...   \n",
       "36  https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...   \n",
       "37  https://api.spotify.com/v1/tracks/5NPg92vbjaGk...   \n",
       "38  https://api.spotify.com/v1/tracks/6Qu9OC9o7f8Q...   \n",
       "39  https://api.spotify.com/v1/tracks/3m8Zy0Tw6Fl1...   \n",
       "40  https://api.spotify.com/v1/tracks/27krluDgmk6g...   \n",
       "41  https://api.spotify.com/v1/tracks/2alc8VZAzDgd...   \n",
       "42  https://api.spotify.com/v1/tracks/5pmL3RzOy3Iv...   \n",
       "43  https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...   \n",
       "44  https://api.spotify.com/v1/tracks/6LcauUZjF1eX...   \n",
       "45  https://api.spotify.com/v1/tracks/1vELwZM3uBYW...   \n",
       "46  https://api.spotify.com/v1/tracks/5O2P9iiztwho...   \n",
       "47  https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...   \n",
       "\n",
       "                                         analysis_url  duration_ms  \\\n",
       "0   https://api.spotify.com/v1/audio-analysis/3dEt...       310860   \n",
       "1   https://api.spotify.com/v1/audio-analysis/2TaW...       199122   \n",
       "2   https://api.spotify.com/v1/audio-analysis/1EYe...       135480   \n",
       "3   https://api.spotify.com/v1/audio-analysis/5h1Z...       198582   \n",
       "4   https://api.spotify.com/v1/audio-analysis/4Pv7...       178320   \n",
       "5   https://api.spotify.com/v1/audio-analysis/1iEM...       180227   \n",
       "6   https://api.spotify.com/v1/audio-analysis/2ssV...       193083   \n",
       "7   https://api.spotify.com/v1/audio-analysis/3Vlf...       239630   \n",
       "8   https://api.spotify.com/v1/audio-analysis/0O2z...       210640   \n",
       "9   https://api.spotify.com/v1/audio-analysis/5JXU...        87007   \n",
       "10  https://api.spotify.com/v1/audio-analysis/6rgk...        80194   \n",
       "11  https://api.spotify.com/v1/audio-analysis/3hKB...       169400   \n",
       "12  https://api.spotify.com/v1/audio-analysis/5gjo...       210317   \n",
       "13  https://api.spotify.com/v1/audio-analysis/2ES5...       169326   \n",
       "14  https://api.spotify.com/v1/audio-analysis/7lrp...        90947   \n",
       "15  https://api.spotify.com/v1/audio-analysis/7up3...       192025   \n",
       "16  https://api.spotify.com/v1/audio-analysis/40oN...       289493   \n",
       "17  https://api.spotify.com/v1/audio-analysis/5UHF...       196162   \n",
       "18  https://api.spotify.com/v1/audio-analysis/6CDz...       238805   \n",
       "19  https://api.spotify.com/v1/audio-analysis/4pR5...       239212   \n",
       "20  https://api.spotify.com/v1/audio-analysis/2Wv7...       274377   \n",
       "21  https://api.spotify.com/v1/audio-analysis/3alg...       233240   \n",
       "22  https://api.spotify.com/v1/audio-analysis/66kS...       210520   \n",
       "23  https://api.spotify.com/v1/audio-analysis/14IV...       197147   \n",
       "24  https://api.spotify.com/v1/audio-analysis/6Q5u...       196893   \n",
       "25  https://api.spotify.com/v1/audio-analysis/07eG...       606850   \n",
       "26  https://api.spotify.com/v1/audio-analysis/0nqK...       136760   \n",
       "27  https://api.spotify.com/v1/audio-analysis/6Ah2...       184123   \n",
       "28  https://api.spotify.com/v1/audio-analysis/15kp...       130435   \n",
       "29  https://api.spotify.com/v1/audio-analysis/4PrE...       308078   \n",
       "30  https://api.spotify.com/v1/audio-analysis/6n2m...       187402   \n",
       "31  https://api.spotify.com/v1/audio-analysis/2Nsz...       217191   \n",
       "32  https://api.spotify.com/v1/audio-analysis/5h2R...       179130   \n",
       "33  https://api.spotify.com/v1/audio-analysis/6aPp...       317507   \n",
       "34  https://api.spotify.com/v1/audio-analysis/4UqZ...       222693   \n",
       "35  https://api.spotify.com/v1/audio-analysis/4JKF...       205453   \n",
       "36  https://api.spotify.com/v1/audio-analysis/2ydy...       203720   \n",
       "37  https://api.spotify.com/v1/audio-analysis/5NPg...       294532   \n",
       "38  https://api.spotify.com/v1/audio-analysis/6Qu9...       234176   \n",
       "39  https://api.spotify.com/v1/audio-analysis/3m8Z...       416733   \n",
       "40  https://api.spotify.com/v1/audio-analysis/27kr...       289000   \n",
       "41  https://api.spotify.com/v1/audio-analysis/2alc...       106000   \n",
       "42  https://api.spotify.com/v1/audio-analysis/5pmL...       244907   \n",
       "43  https://api.spotify.com/v1/audio-analysis/3HUD...       165606   \n",
       "44  https://api.spotify.com/v1/audio-analysis/6Lca...       131607   \n",
       "45  https://api.spotify.com/v1/audio-analysis/1vEL...       226480   \n",
       "46  https://api.spotify.com/v1/audio-analysis/5O2P...       226600   \n",
       "47  https://api.spotify.com/v1/audio-analysis/4pa6...       486053   \n",
       "\n",
       "    time_signature  target  \n",
       "0                4       0  \n",
       "1                4       0  \n",
       "2                4       0  \n",
       "3                4       0  \n",
       "4                4       0  \n",
       "5                4       0  \n",
       "6                4       0  \n",
       "7                4       0  \n",
       "8                4       0  \n",
       "9                4       0  \n",
       "10               4       0  \n",
       "11               4       0  \n",
       "12               4       0  \n",
       "13               4       0  \n",
       "14               4       0  \n",
       "15               4       0  \n",
       "16               4       0  \n",
       "17               4       0  \n",
       "18               4       0  \n",
       "19               3       0  \n",
       "20               4       0  \n",
       "21               1       0  \n",
       "22               3       0  \n",
       "23               4       0  \n",
       "24               4       0  \n",
       "25               5       0  \n",
       "26               5       0  \n",
       "27               4       0  \n",
       "28               4       0  \n",
       "29               4       0  \n",
       "30               4       0  \n",
       "31               4       0  \n",
       "32               4       0  \n",
       "33               4       0  \n",
       "34               4       0  \n",
       "35               4       0  \n",
       "36               4       0  \n",
       "37               4       0  \n",
       "38               3       0  \n",
       "39               4       0  \n",
       "40               3       0  \n",
       "41               4       0  \n",
       "42               4       0  \n",
       "43               4       0  \n",
       "44               4       0  \n",
       "45               4       0  \n",
       "46               4       0  \n",
       "47               4       0  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disliked_df['target'] = liked_target\n",
    "disliked_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "6e479b87",
   "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",
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       "    .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>index</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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>uri</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.271</td>\n",
       "      <td>0.165</td>\n",
       "      <td>5</td>\n",
       "      <td>-20.652</td>\n",
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       "      <td>0.0351</td>\n",
       "      <td>0.7290</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>77.082</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>29U7stRjqHU6rMiS8BfaI9</td>\n",
       "      <td>spotify:track:29U7stRjqHU6rMiS8BfaI9</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/29U7stRjqHU6...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/29U7...</td>\n",
       "      <td>139227</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.177</td>\n",
       "      <td>0.215</td>\n",
       "      <td>3</td>\n",
       "      <td>-9.886</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0335</td>\n",
       "      <td>0.8070</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>75.862</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2MfwT3SKUyF0na2LCa2fCp</td>\n",
       "      <td>spotify:track:2MfwT3SKUyF0na2LCa2fCp</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2MfwT3SKUyF0...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2Mfw...</td>\n",
       "      <td>188864</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.530</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.348</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.4980</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.0665</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>141.977</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5b7w...</td>\n",
       "      <td>345933</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0</td>\n",
       "      <td>-4.188</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0933</td>\n",
       "      <td>0.5050</td>\n",
       "      <td>90.246</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1CnPYaKxTVb4LWOtiGOm0m</td>\n",
       "      <td>spotify:track:1CnPYaKxTVb4LWOtiGOm0m</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1CnP...</td>\n",
       "      <td>217603</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.214</td>\n",
       "      <td>0.367</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.858</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>0.8440</td>\n",
       "      <td>0.018100</td>\n",
       "      <td>0.1880</td>\n",
       "      <td>0.1750</td>\n",
       "      <td>79.854</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1M8OAc4NnD5GFMUiqjebaS</td>\n",
       "      <td>spotify:track:1M8OAc4NnD5GFMUiqjebaS</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1M8OAc4NnD5G...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1M8O...</td>\n",
       "      <td>281844</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>43</td>\n",
       "      <td>0.907</td>\n",
       "      <td>0.611</td>\n",
       "      <td>10</td>\n",
       "      <td>-4.588</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0923</td>\n",
       "      <td>0.0211</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.9260</td>\n",
       "      <td>125.982</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>spotify:track:3HUDCgZgaY3ZVWohToy4LJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/3HUD...</td>\n",
       "      <td>165606</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>44</td>\n",
       "      <td>0.816</td>\n",
       "      <td>0.629</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.568</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>0.1330</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0692</td>\n",
       "      <td>0.7140</td>\n",
       "      <td>96.493</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>spotify:track:6LcauUZjF1eXQrgqMUecHX</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6LcauUZjF1eX...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Lca...</td>\n",
       "      <td>131607</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>45</td>\n",
       "      <td>0.781</td>\n",
       "      <td>0.944</td>\n",
       "      <td>9</td>\n",
       "      <td>-2.640</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>0.0873</td>\n",
       "      <td>0.079500</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.9650</td>\n",
       "      <td>103.003</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>spotify:track:1vELwZM3uBYWd8HrtddD4l</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1vELwZM3uBYW...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1vEL...</td>\n",
       "      <td>226480</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>46</td>\n",
       "      <td>0.672</td>\n",
       "      <td>0.520</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.747</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.8590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>120.001</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>spotify:track:5O2P9iiztwhomNh8xkR9lJ</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5O2P9iiztwho...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5O2P...</td>\n",
       "      <td>226600</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>47</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.855</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.260</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1530</td>\n",
       "      <td>0.2080</td>\n",
       "      <td>82.427</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>spotify:track:4pa6S4KKjWPNfHRSg1jOoL</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4pa6...</td>\n",
       "      <td>486053</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0        0         0.271   0.165    5   -20.652     1       0.0351   \n",
       "1        1         0.177   0.215    3    -9.886     1       0.0335   \n",
       "2        2         0.530   0.497    0   -11.348     1       0.0322   \n",
       "3        3         0.617   0.567    0    -4.188     1       0.0828   \n",
       "4        4         0.214   0.367    6   -10.858     0       0.0321   \n",
       "..     ...           ...     ...  ...       ...   ...          ...   \n",
       "143     43         0.907   0.611   10    -4.588     0       0.0923   \n",
       "144     44         0.816   0.629    2    -5.568     1       0.2260   \n",
       "145     45         0.781   0.944    9    -2.640     0       0.0615   \n",
       "146     46         0.672   0.520    8    -7.747     1       0.0353   \n",
       "147     47         0.500   0.855    1    -2.260     1       0.4010   \n",
       "\n",
       "     acousticness  instrumentalness  liveness  valence    tempo  \\\n",
       "0          0.7290          0.000002    0.1180   0.2030   77.082   \n",
       "1          0.8070          0.000125    0.0921   0.0415   75.862   \n",
       "2          0.4980          0.000384    0.0665   0.1000  141.977   \n",
       "3          0.0584          0.000000    0.0933   0.5050   90.246   \n",
       "4          0.8440          0.018100    0.1880   0.1750   79.854   \n",
       "..            ...               ...       ...      ...      ...   \n",
       "143        0.0211          0.000032    0.0317   0.9260  125.982   \n",
       "144        0.1330          0.000000    0.0692   0.7140   96.493   \n",
       "145        0.0873          0.079500    0.1170   0.9650  103.003   \n",
       "146        0.8590          0.000000    0.1150   0.3700  120.001   \n",
       "147        0.0111          0.000000    0.1530   0.2080   82.427   \n",
       "\n",
       "               type                      id  \\\n",
       "0    audio_features  29U7stRjqHU6rMiS8BfaI9   \n",
       "1    audio_features  2MfwT3SKUyF0na2LCa2fCp   \n",
       "2    audio_features  5b7wNSn8yuj5ZZ3JAlzoBt   \n",
       "3    audio_features  1CnPYaKxTVb4LWOtiGOm0m   \n",
       "4    audio_features  1M8OAc4NnD5GFMUiqjebaS   \n",
       "..              ...                     ...   \n",
       "143  audio_features  3HUDCgZgaY3ZVWohToy4LJ   \n",
       "144  audio_features  6LcauUZjF1eXQrgqMUecHX   \n",
       "145  audio_features  1vELwZM3uBYWd8HrtddD4l   \n",
       "146  audio_features  5O2P9iiztwhomNh8xkR9lJ   \n",
       "147  audio_features  4pa6S4KKjWPNfHRSg1jOoL   \n",
       "\n",
       "                                      uri  \\\n",
       "0    spotify:track:29U7stRjqHU6rMiS8BfaI9   \n",
       "1    spotify:track:2MfwT3SKUyF0na2LCa2fCp   \n",
       "2    spotify:track:5b7wNSn8yuj5ZZ3JAlzoBt   \n",
       "3    spotify:track:1CnPYaKxTVb4LWOtiGOm0m   \n",
       "4    spotify:track:1M8OAc4NnD5GFMUiqjebaS   \n",
       "..                                    ...   \n",
       "143  spotify:track:3HUDCgZgaY3ZVWohToy4LJ   \n",
       "144  spotify:track:6LcauUZjF1eXQrgqMUecHX   \n",
       "145  spotify:track:1vELwZM3uBYWd8HrtddD4l   \n",
       "146  spotify:track:5O2P9iiztwhomNh8xkR9lJ   \n",
       "147  spotify:track:4pa6S4KKjWPNfHRSg1jOoL   \n",
       "\n",
       "                                            track_href  \\\n",
       "0    https://api.spotify.com/v1/tracks/29U7stRjqHU6...   \n",
       "1    https://api.spotify.com/v1/tracks/2MfwT3SKUyF0...   \n",
       "2    https://api.spotify.com/v1/tracks/5b7wNSn8yuj5...   \n",
       "3    https://api.spotify.com/v1/tracks/1CnPYaKxTVb4...   \n",
       "4    https://api.spotify.com/v1/tracks/1M8OAc4NnD5G...   \n",
       "..                                                 ...   \n",
       "143  https://api.spotify.com/v1/tracks/3HUDCgZgaY3Z...   \n",
       "144  https://api.spotify.com/v1/tracks/6LcauUZjF1eX...   \n",
       "145  https://api.spotify.com/v1/tracks/1vELwZM3uBYW...   \n",
       "146  https://api.spotify.com/v1/tracks/5O2P9iiztwho...   \n",
       "147  https://api.spotify.com/v1/tracks/4pa6S4KKjWPN...   \n",
       "\n",
       "                                          analysis_url  duration_ms  \\\n",
       "0    https://api.spotify.com/v1/audio-analysis/29U7...       139227   \n",
       "1    https://api.spotify.com/v1/audio-analysis/2Mfw...       188864   \n",
       "2    https://api.spotify.com/v1/audio-analysis/5b7w...       345933   \n",
       "3    https://api.spotify.com/v1/audio-analysis/1CnP...       217603   \n",
       "4    https://api.spotify.com/v1/audio-analysis/1M8O...       281844   \n",
       "..                                                 ...          ...   \n",
       "143  https://api.spotify.com/v1/audio-analysis/3HUD...       165606   \n",
       "144  https://api.spotify.com/v1/audio-analysis/6Lca...       131607   \n",
       "145  https://api.spotify.com/v1/audio-analysis/1vEL...       226480   \n",
       "146  https://api.spotify.com/v1/audio-analysis/5O2P...       226600   \n",
       "147  https://api.spotify.com/v1/audio-analysis/4pa6...       486053   \n",
       "\n",
       "     time_signature  target  \n",
       "0                 4       1  \n",
       "1                 3       1  \n",
       "2                 4       1  \n",
       "3                 4       1  \n",
       "4                 4       1  \n",
       "..              ...     ...  \n",
       "143               4       0  \n",
       "144               4       0  \n",
       "145               4       0  \n",
       "146               4       0  \n",
       "147               4       0  \n",
       "\n",
       "[148 rows x 20 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#combining\n",
    "\n",
    "frames = [liked_df, disliked_df]\n",
    "  \n",
    "result = pd.concat(frames).reset_index()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "77255348",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>index</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
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       "      <th>instrumentalness</th>\n",
       "      <th>...</th>\n",
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       "      <th>type</th>\n",
       "      <th>id</th>\n",
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       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>target</th>\n",
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       "  </thead>\n",
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       "      <td>147027</td>\n",
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       "      <td>133</td>\n",
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       "      <td>10</td>\n",
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       "      <td>0.249000</td>\n",
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       "      <td>0.5140</td>\n",
       "      <td>115.425</td>\n",
       "      <td>audio_features</td>\n",
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       "      <td>spotify:track:6aPpt6GMEKelG8etyplPpt</td>\n",
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       "      <td>https://api.spotify.com/v1/audio-analysis/6aPp...</td>\n",
       "      <td>317507</td>\n",
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       "      <td>0.761</td>\n",
       "      <td>0.525</td>\n",
       "      <td>11</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>80.870</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>spotify:track:6CDzDgIUqeDY5g8ujExx2f</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6CDzDgIUqeDY...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6CDz...</td>\n",
       "      <td>238805</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>186.043</td>\n",
       "      <td>audio_features</td>\n",
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       "      <td>spotify:track:1EYeZGTMCjV7uVey5fNWXM</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/1EYeZGTMCjV7...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/1EYe...</td>\n",
       "      <td>135480</td>\n",
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       "      <td>https://api.spotify.com/v1/audio-analysis/2Tg7...</td>\n",
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       "      <td>0.0985</td>\n",
       "      <td>157.934</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>20Wh3jLHKWrbVpyZN2CgVa</td>\n",
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       "      <td>https://api.spotify.com/v1/tracks/20Wh3jLHKWrb...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/20Wh...</td>\n",
       "      <td>136400</td>\n",
       "      <td>3</td>\n",
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       "      <th>144</th>\n",
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       "      <td>spotify:track:003vvx7Niy0yvhvHt4a68B</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/003vvx7Niy0y...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/003v...</td>\n",
       "      <td>222973</td>\n",
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       "      <td>49</td>\n",
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       "      <td>0.161</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.711</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0327</td>\n",
       "      <td>0.92500</td>\n",
       "      <td>0.015500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>74.007</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>0LHMAiZXmYy97d23W2O8f4</td>\n",
       "      <td>spotify:track:0LHMAiZXmYy97d23W2O8f4</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0LHMAiZXmYy9...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0LHM...</td>\n",
       "      <td>309720</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.410</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.793</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0454</td>\n",
       "      <td>0.41100</td>\n",
       "      <td>0.001070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2240</td>\n",
       "      <td>106.047</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>08bo51XXjxoJRv3O9tuUaj</td>\n",
       "      <td>spotify:track:08bo51XXjxoJRv3O9tuUaj</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/08bo51XXjxoJ...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/08bo...</td>\n",
       "      <td>241547</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>136</td>\n",
       "      <td>36</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.474</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.60600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5240</td>\n",
       "      <td>79.144</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>spotify:track:2ydyrhV1UFnNEIZjFAQqNF</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2ydy...</td>\n",
       "      <td>203720</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     level_0  index  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0         77     77         0.628   0.500    6    -9.660     0       0.0268   \n",
       "1        133     33         0.402   0.582   10    -6.853     0       0.0408   \n",
       "2        118     18         0.761   0.525   11    -6.900     1       0.0944   \n",
       "3        102      2         0.642   0.723    1    -6.149     1       0.2430   \n",
       "4         37     37         0.492   0.590    4    -4.032     0       0.0313   \n",
       "..       ...    ...           ...     ...  ...       ...   ...          ...   \n",
       "143       63     63         0.520   0.572    6   -12.838     0       0.0402   \n",
       "144       38     38         0.352   0.911    1    -5.230     1       0.0747   \n",
       "145       49     49         0.255   0.161    9   -12.711     0       0.0327   \n",
       "146       79     79         0.802   0.410    9   -12.793     1       0.0454   \n",
       "147      136     36         0.270   0.474    5   -11.531     1       0.0337   \n",
       "\n",
       "     acousticness  instrumentalness  ...  valence    tempo            type  \\\n",
       "0         0.44000          0.000000  ...   0.6800  124.932  audio_features   \n",
       "1         0.69000          0.249000  ...   0.5140  115.425  audio_features   \n",
       "2         0.44000          0.000007  ...   0.5310   80.870  audio_features   \n",
       "3         0.58000          0.000942  ...   0.4870  186.043  audio_features   \n",
       "4         0.00109          0.002300  ...   0.1790  117.637  audio_features   \n",
       "..            ...               ...  ...      ...      ...             ...   \n",
       "143       0.35200          0.947000  ...   0.0985  157.934  audio_features   \n",
       "144       0.00121          0.000000  ...   0.2360  148.033  audio_features   \n",
       "145       0.92500          0.015500  ...   0.0679   74.007  audio_features   \n",
       "146       0.41100          0.001070  ...   0.2240  106.047  audio_features   \n",
       "147       0.60600          0.000000  ...   0.5240   79.144  audio_features   \n",
       "\n",
       "                         id                                   uri  \\\n",
       "0    0GegHVxeozw3rdjte45Bfx  spotify:track:0GegHVxeozw3rdjte45Bfx   \n",
       "1    6aPpt6GMEKelG8etyplPpt  spotify:track:6aPpt6GMEKelG8etyplPpt   \n",
       "2    6CDzDgIUqeDY5g8ujExx2f  spotify:track:6CDzDgIUqeDY5g8ujExx2f   \n",
       "3    1EYeZGTMCjV7uVey5fNWXM  spotify:track:1EYeZGTMCjV7uVey5fNWXM   \n",
       "4    2Tg7Tc4H50u11aDpmSRQTB  spotify:track:2Tg7Tc4H50u11aDpmSRQTB   \n",
       "..                      ...                                   ...   \n",
       "143  20Wh3jLHKWrbVpyZN2CgVa  spotify:track:20Wh3jLHKWrbVpyZN2CgVa   \n",
       "144  003vvx7Niy0yvhvHt4a68B  spotify:track:003vvx7Niy0yvhvHt4a68B   \n",
       "145  0LHMAiZXmYy97d23W2O8f4  spotify:track:0LHMAiZXmYy97d23W2O8f4   \n",
       "146  08bo51XXjxoJRv3O9tuUaj  spotify:track:08bo51XXjxoJRv3O9tuUaj   \n",
       "147  2ydyrhV1UFnNEIZjFAQqNF  spotify:track:2ydyrhV1UFnNEIZjFAQqNF   \n",
       "\n",
       "                                            track_href  \\\n",
       "0    https://api.spotify.com/v1/tracks/0GegHVxeozw3...   \n",
       "1    https://api.spotify.com/v1/tracks/6aPpt6GMEKel...   \n",
       "2    https://api.spotify.com/v1/tracks/6CDzDgIUqeDY...   \n",
       "3    https://api.spotify.com/v1/tracks/1EYeZGTMCjV7...   \n",
       "4    https://api.spotify.com/v1/tracks/2Tg7Tc4H50u1...   \n",
       "..                                                 ...   \n",
       "143  https://api.spotify.com/v1/tracks/20Wh3jLHKWrb...   \n",
       "144  https://api.spotify.com/v1/tracks/003vvx7Niy0y...   \n",
       "145  https://api.spotify.com/v1/tracks/0LHMAiZXmYy9...   \n",
       "146  https://api.spotify.com/v1/tracks/08bo51XXjxoJ...   \n",
       "147  https://api.spotify.com/v1/tracks/2ydyrhV1UFnN...   \n",
       "\n",
       "                                          analysis_url duration_ms  \\\n",
       "0    https://api.spotify.com/v1/audio-analysis/0Geg...      147027   \n",
       "1    https://api.spotify.com/v1/audio-analysis/6aPp...      317507   \n",
       "2    https://api.spotify.com/v1/audio-analysis/6CDz...      238805   \n",
       "3    https://api.spotify.com/v1/audio-analysis/1EYe...      135480   \n",
       "4    https://api.spotify.com/v1/audio-analysis/2Tg7...      229517   \n",
       "..                                                 ...         ...   \n",
       "143  https://api.spotify.com/v1/audio-analysis/20Wh...      136400   \n",
       "144  https://api.spotify.com/v1/audio-analysis/003v...      222973   \n",
       "145  https://api.spotify.com/v1/audio-analysis/0LHM...      309720   \n",
       "146  https://api.spotify.com/v1/audio-analysis/08bo...      241547   \n",
       "147  https://api.spotify.com/v1/audio-analysis/2ydy...      203720   \n",
       "\n",
       "     time_signature  target  \n",
       "0                 4       1  \n",
       "1                 4       0  \n",
       "2                 4       0  \n",
       "3                 4       0  \n",
       "4                 4       1  \n",
       "..              ...     ...  \n",
       "143               3       1  \n",
       "144               4       1  \n",
       "145               4       1  \n",
       "146               4       1  \n",
       "147               4       0  \n",
       "\n",
       "[148 rows x 21 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffle\n",
    "result = result.sample(frac = 1).reset_index()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "1a2e1029",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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",
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       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
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       "      <td>0.1790</td>\n",
       "      <td>117.637</td>\n",
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       "<p>148 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0           0.628   0.500    6    -9.660     0       0.0268       0.44000   \n",
       "1           0.402   0.582   10    -6.853     0       0.0408       0.69000   \n",
       "2           0.761   0.525   11    -6.900     1       0.0944       0.44000   \n",
       "3           0.642   0.723    1    -6.149     1       0.2430       0.58000   \n",
       "4           0.492   0.590    4    -4.032     0       0.0313       0.00109   \n",
       "..            ...     ...  ...       ...   ...          ...           ...   \n",
       "143         0.520   0.572    6   -12.838     0       0.0402       0.35200   \n",
       "144         0.352   0.911    1    -5.230     1       0.0747       0.00121   \n",
       "145         0.255   0.161    9   -12.711     0       0.0327       0.92500   \n",
       "146         0.802   0.410    9   -12.793     1       0.0454       0.41100   \n",
       "147         0.270   0.474    5   -11.531     1       0.0337       0.60600   \n",
       "\n",
       "     instrumentalness  liveness  valence    tempo  duration_ms  time_signature  \n",
       "0            0.000000    0.2440   0.6800  124.932       147027               4  \n",
       "1            0.249000    0.4070   0.5140  115.425       317507               4  \n",
       "2            0.000007    0.0921   0.5310   80.870       238805               4  \n",
       "3            0.000942    0.1120   0.4870  186.043       135480               4  \n",
       "4            0.002300    0.2710   0.1790  117.637       229517               4  \n",
       "..                ...       ...      ...      ...          ...             ...  \n",
       "143          0.947000    0.1030   0.0985  157.934       136400               3  \n",
       "144          0.000000    0.0995   0.2360  148.033       222973               4  \n",
       "145          0.015500    0.1470   0.0679   74.007       309720               4  \n",
       "146          0.001070    0.0941   0.2240  106.047       241547               4  \n",
       "147          0.000000    0.4230   0.5240   79.144       203720               4  \n",
       "\n",
       "[148 rows x 13 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = result.drop([\"target\", \"level_0\", \"index\", \"type\", \"id\", \"uri\", \"track_href\", \"analysis_url\"], axis=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "a2e28e3e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      0\n",
       "2      0\n",
       "3      0\n",
       "4      1\n",
       "      ..\n",
       "143    1\n",
       "144    1\n",
       "145    1\n",
       "146    1\n",
       "147    0\n",
       "Name: target, Length: 148, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = result[\"target\"]\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "7d6b27e3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/home/dilara/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x1296 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "numerical_features = result.select_dtypes(exclude=['object']).drop(['level_0', 'index'], axis=1).copy()\n",
    "\n",
    "fig = plt.figure(figsize=(12,18))\n",
    "for i in range(len(numerical_features.columns)):\n",
    "    fig.add_subplot(9,4,i+1)\n",
    "    sns.distplot(numerical_features.iloc[:,i].dropna())\n",
    "    plt.xlabel(numerical_features.columns[i])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "380300f3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='danceability', ylabel='Count'>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=result, x=\"danceability\", hue=\"target\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "5da63244",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f74b61cba90>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JdyTU4uatdKXRGCBa3Ea6ja+30pXchSVJamSASJKaGCCSpCYGiCSpiQEiSWoyyllYSe4CHgZ2ANuras0YdUiS2o15Gu/zq+rBEfuXJO0Hd2FJkpqMFSAFfD7J9UnWz7dAkvVJNibZuG3btimXJ+1bklEeq1cdO/Y/XQLG24X1nKq6P8lRwBVJbq+qa+YuUFUbgA0Aa9asqTGKlPamrjpnlH5HGbpFmscoWyBVdX//vBW4FDhljDokSe2mHiBJHpPkcbumgRcBm6ZdhyRp/4yxC+to4NIku/r/s6r67Ah1SJL2w9QDpKq+BTxt2v1Kkg4sT+OVJDUxQCRJTQwQSVITA0SS1MQAkSQ1MUAkSU0MEElSEwNEktTEAJEkNTFAJElNDBBJUhMDRJLUxACRJDUxQCRJTca6pa20uOWQ8W4tm0Po76czVU86biV33bN56v1qdhkgUovayXkbzh+l67euP3OU+7F7L3btzl1YkqQmBogkqYkBIklqYoBIkpoYIJKkJgaIJKmJASJJauJ1INJiM9ZFjCNdwAhexDirDBBpsRnpIsaxLmAEL2KcVe7CkiQ1MUAkSU0MEElSEwNEktTEAJEkNTFAJElNDBBJUhMDRJLUxAsJJU1mCd7G99jjVnHvPXdPvd/FwgCRNJmRb+N73ue/Mf1+X3Ti1PtcTNyFJUlqYoBIkpoYIJKkJgaIJKmJASJJajJKgCRZm+QbSe5MctYYNUiS9s/UAyTJMuCPgRcDTwFeneQp065DkrR/xtgCOQW4s6q+VVU/BD4KnD5CHZKk/ZCqmm6HycuBtVX1m/38a4Ffqqo37LbcemB9P3si8A3gicCDUyx3IWa1tlmtC6ytxazWBdY214NVtXaK/Y1ijCvR5xuP4B+kWFVtADb8xIrJxqpaM1Rh+2NWa5vVusDaWsxqXWBtS9EYu7A2A8fNmT8WuH+EOiRJ+2GMALkOOCHJk5M8AngVcPkIdUiS9sPUd2FV1fYkbwA+BywDLqiqWydcfcO+FxnNrNY2q3WBtbWY1brA2pacqR9ElyQdHLwSXZLUxACRJDWZ2QBJcniSjye5PcltSZ6V5MgkVyS5o38+YqTa3pLk1iSbklyc5JFj1ZbkgiRbk2ya07bHWpL8bj+EzDeS/LMRantf/396c5JLkxw+7drmq2vOa/8pSSV54rTr2lttSd7Y939rkvdOu7Y9/F+elOSrSW5MsjHJKdOuq+/ruCRX978nbk3ypr59Jr4HB7WqmskHcCHwm/30I4DDgfcCZ/VtZwHvGaGulcC3gUf185cA/2as2oDnAU8HNs1pm7cWuqFjbgIOA54MfBNYNuXaXgQs76ffM0Zt89XVtx9Hd3LH3cATZ+gzez7wl8Bh/fxRs/CZAZ8HXtxPvwT4wkif2THA0/vpxwH/p69hJr4HB/NjJrdAkjye7gf2fICq+mFVfZduyJML+8UuBM4Yoz66s9celWQ58Gi661hGqa2qrgH+erfmPdVyOvDRqvpBVX0buJNuaJmp1VZVn6+q7f3sV+muA5pqbXv4zADeD/w2P3lh6+ifGfBbwLur6gf9MlunXdse6irg8f30E/jx9VzT/sy2VNUN/fTDwG10f+jNxPfgYDaTAQL8NLAN+O9Jvp7kQ0keAxxdVVug+6EBjpp2YVV1H3AucA+wBfjbqvr8LNQ2x55qWQncO2e5zX3bWH4D+It+etTakrwMuK+qbtrtpVn4zH4W+CdJrk3yxSTPmJHa3gy8L8m9dN+J3x27riSrgZOBa1k834NFa1YDZDnd5vIHqupk4O/oNkFH1+9HPZ1u0/cfA49J8uvjVjWxiYaRmYYk7wC2AxftappnsanUluTRwDuA/zzfy/O0TfszWw4cATwTeDtwSZIwfm2/Bbylqo4D3kK/x4CR6kryWOATwJur6qG9LTpPm9czNJjVANkMbK6qa/v5j9MFygNJjgHon7fuYf0hvQD4dlVtq6ofAZ8Enj0jte2yp1pmYhiZJOuAlwKvqX6n9Mi1HU/3B8FNSe7q+74hyT8aua5dNgOfrM7XgJ10gwOOXds6up9/gI/x491AU68ryaF04XFRVe2qaaa/BweDmQyQqvq/wL1JTuybTgP+im7Ik3V92zrgshHKuwd4ZpJH938Fnka3z3UWattlT7VcDrwqyWFJngycAHxtmoUlWQv8DvCyqvr+nJdGq62qbqmqo6pqdVWtpvsF8/T+53D0zwz4X8CpAEl+lu6kkgdnoLb7gV/up08F7uinp1pX/z08H7itqs6b89LMfg8OGmMfxd/TAzgJ2AjcTPcFOgL4KeBKuh/UK4EjR6rtXcDtwCbgI3Rnc4xSG3Ax3bGYH9H94jtzb7XQ7ar5Jt3w+C8eobY76fY/39g//mTatc1X126v30V/FtaMfGaPAP5n//N2A3DqLHxmwHOB6+nOaLoW+MWRPrPn0u2CunnOz9VLZuV7cDA/HMpEktRkJndhSZJmnwEiSWpigEiSmhggkqQmBogkqYkBokUt3ajNrx+7DmkpMkC02B0OGCDSCAwQLXbvBo7v70nxviRvT3Jdf7+Rd0E3wF5/D5IPpbuHy0VJXpDky/29Ik7pl3tnko8kuapvf13fnv69NyW5JckrR/z3SjNj+dgFSPvpLOCpVXVSkhcBL6cbkynA5UmeRzf8zM8ArwDWA9cBv0Z3BfPLgLP58VDfv0A3aOFjgK8n+QzwLLqREZ5GNwbVdUmuqX6kV2mpcgtEB5MX9Y+v0w358XN04xxBNwDmLVW1E7gVuLK6YRhuAVbPeY/Lqurvq+pB4Gq6MHoucHFV7aiqB4AvAs9AWuLcAtHBJMB/rao//YnG7h4RP5jTtHPO/E5+8nuw+9g+xfzDf0tLnlsgWuwepruNKXS3o/2N/r4QJFmZZKE39jo93T3ufwr4p3S7u64BXplkWZIVdHfLdPRWLXlugWhRq6rv9AfDN9Hd3fDPgK90I3zzPeDXgR0LeMuvAZ8BVgH/paruT3Ip3XGQm+i2SH67uqHepSXN0XilXpJ3At+rqnPHrkVaDNyFJUlq4haIJKmJWyCSpCYGiCSpiQEiSWpigEiSmhggkqQm/w9fvHLqRa5L1gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=numerical_features, x=\"tempo\", hue=\"target\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "a753e5df",
   "metadata": {
    "scrolled": true
   },
   "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>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>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.628</td>\n",
       "      <td>0.500</td>\n",
       "      <td>6</td>\n",
       "      <td>-9.660</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0268</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2440</td>\n",
       "      <td>0.6800</td>\n",
       "      <td>124.932</td>\n",
       "      <td>147027</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.582</td>\n",
       "      <td>10</td>\n",
       "      <td>-6.853</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.249000</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>0.5140</td>\n",
       "      <td>115.425</td>\n",
       "      <td>317507</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.525</td>\n",
       "      <td>11</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>80.870</td>\n",
       "      <td>238805</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.642</td>\n",
       "      <td>0.723</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.149</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.58000</td>\n",
       "      <td>0.000942</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4870</td>\n",
       "      <td>186.043</td>\n",
       "      <td>135480</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.492</td>\n",
       "      <td>0.590</td>\n",
       "      <td>4</td>\n",
       "      <td>-4.032</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0313</td>\n",
       "      <td>0.00109</td>\n",
       "      <td>0.002300</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>0.1790</td>\n",
       "      <td>117.637</td>\n",
       "      <td>229517</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>0.520</td>\n",
       "      <td>0.572</td>\n",
       "      <td>6</td>\n",
       "      <td>-12.838</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.35200</td>\n",
       "      <td>0.947000</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0985</td>\n",
       "      <td>157.934</td>\n",
       "      <td>136400</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>0.352</td>\n",
       "      <td>0.911</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.230</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0747</td>\n",
       "      <td>0.00121</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>0.2360</td>\n",
       "      <td>148.033</td>\n",
       "      <td>222973</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>0.255</td>\n",
       "      <td>0.161</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.711</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0327</td>\n",
       "      <td>0.92500</td>\n",
       "      <td>0.015500</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>74.007</td>\n",
       "      <td>309720</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>0.802</td>\n",
       "      <td>0.410</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.793</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0454</td>\n",
       "      <td>0.41100</td>\n",
       "      <td>0.001070</td>\n",
       "      <td>0.0941</td>\n",
       "      <td>0.2240</td>\n",
       "      <td>106.047</td>\n",
       "      <td>241547</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>0.270</td>\n",
       "      <td>0.474</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.60600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>0.5240</td>\n",
       "      <td>79.144</td>\n",
       "      <td>203720</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0           0.628   0.500    6    -9.660     0       0.0268       0.44000   \n",
       "1           0.402   0.582   10    -6.853     0       0.0408       0.69000   \n",
       "2           0.761   0.525   11    -6.900     1       0.0944       0.44000   \n",
       "3           0.642   0.723    1    -6.149     1       0.2430       0.58000   \n",
       "4           0.492   0.590    4    -4.032     0       0.0313       0.00109   \n",
       "..            ...     ...  ...       ...   ...          ...           ...   \n",
       "143         0.520   0.572    6   -12.838     0       0.0402       0.35200   \n",
       "144         0.352   0.911    1    -5.230     1       0.0747       0.00121   \n",
       "145         0.255   0.161    9   -12.711     0       0.0327       0.92500   \n",
       "146         0.802   0.410    9   -12.793     1       0.0454       0.41100   \n",
       "147         0.270   0.474    5   -11.531     1       0.0337       0.60600   \n",
       "\n",
       "     instrumentalness  liveness  valence    tempo  duration_ms  \\\n",
       "0            0.000000    0.2440   0.6800  124.932       147027   \n",
       "1            0.249000    0.4070   0.5140  115.425       317507   \n",
       "2            0.000007    0.0921   0.5310   80.870       238805   \n",
       "3            0.000942    0.1120   0.4870  186.043       135480   \n",
       "4            0.002300    0.2710   0.1790  117.637       229517   \n",
       "..                ...       ...      ...      ...          ...   \n",
       "143          0.947000    0.1030   0.0985  157.934       136400   \n",
       "144          0.000000    0.0995   0.2360  148.033       222973   \n",
       "145          0.015500    0.1470   0.0679   74.007       309720   \n",
       "146          0.001070    0.0941   0.2240  106.047       241547   \n",
       "147          0.000000    0.4230   0.5240   79.144       203720   \n",
       "\n",
       "     time_signature  target  \n",
       "0                 4       1  \n",
       "1                 4       0  \n",
       "2                 4       0  \n",
       "3                 4       0  \n",
       "4                 4       1  \n",
       "..              ...     ...  \n",
       "143               3       1  \n",
       "144               4       1  \n",
       "145               4       1  \n",
       "146               4       1  \n",
       "147               4       0  \n",
       "\n",
       "[148 rows x 14 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "aa40aea7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "columns = []\n",
    "\n",
    "for col in X.columns:\n",
    "    columns.append(col)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "58112526",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(7, 7))\n",
    "\n",
    "for i in range(0, 2):\n",
    "    for j in range(0, len(columns)):\n",
    "        for k in range(0, 2):\n",
    "            sns.histplot(data=result, x=columns[j], kde=True, color=\"skyblue\", hue=\"target\", ax=axs[i, k])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "737a2eb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "color = []\n",
    "\n",
    "for i in range(0, len(y)):\n",
    "    if y[i] == 0:\n",
    "        color.append(\"blue\")\n",
    "    else:\n",
    "        color.append(\"magenta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "6bdbfab2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, 109):\n",
    "    plt.scatter(y[i], X[columns[0]][i], c=color[i], s=10, linewidth = 0)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "affc4db6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, 109):\n",
    "    plt.scatter(y[i], X[columns[1]][i], c=color[i], s=10, linewidth = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "1ba14e7c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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48CC8rwRujIhTmflnE6mwrWH/XX8pM58BnomIB4BrgaoBPsycbwXekd3i8NGI+DzwUuDvJ1PilmiaX9O2hDLMRsn3AG8a/DV3H/DlzDwx6UIb2nDOEbEbuBt4Y+GObK0N55yZL8zMPZm5B7gL+Jmi4Q3D/bv+GPCDETETETuA7wOOTLjOloaZ8zG6/+MgIp4PvAR4cqJVTl7T/JqqDjwvsFFyRPz04OvvpntHwo3AUWCF7rd4WUPO+deBbwX+cNCRnsrCd3Ibcs7/bwwz38w8EhGfBA4DZ4A7M/O8b0WrYMif8W8A74uIR+mWFt6WmaVvMRsRHwJeDVwZEU8BbweeBePJLz9KL0lFTdsSiiRpSAa4JBVlgEtSUQa4JBVlgEtSUQa4JBVlgEtSUf8Hdx7Ka9aK4BwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, 109):\n",
    "    plt.scatter(y[i], X[columns[2]][i], c=color[i], s=10, linewidth = 0)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}