diff --git a/lab-api-wrappers.ipynb b/lab-api-wrappers.ipynb
new file mode 100644
index 0000000..1951735
--- /dev/null
+++ b/lab-api-wrappers.ipynb
@@ -0,0 +1,2932 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "36c4a83b-37bd-488f-b621-e7707b0a804a",
+   "metadata": {},
+   "source": [
+    "# Lab | API wrappers - Create your collection of songs & audio features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41a55bec-be00-40e7-8f0c-fa004837f5fb",
+   "metadata": {},
+   "source": [
+    "#### Instructions \n",
+    "\n",
+    "\n",
+    "To move forward with the project, you need to create a collection of songs with their audio features - as large as possible! \n",
+    "\n",
+    "These are the songs that we will cluster. And, later, when the user inputs a song, we will find the cluster to which the song belongs and recommend a song from the same cluster.\n",
+    "The more songs you have, the more accurate and diverse recommendations you'll be able to give. Although... you might want to make sure the collected songs are \"curated\" in a certain way. Try to find playlists of songs that are diverse, but also that meet certain standards.\n",
+    "\n",
+    "The process of sending hundreds or thousands of requests can take some time - it's normal if you have to wait a few minutes (or, if you're ambitious, even hours) to get all the data you need.\n",
+    "\n",
+    "An idea for collecting as many songs as possible is to start with all the songs of a big, diverse playlist and then go to every artist present in the playlist and grab every song of every album of that artist. The amount of songs you'll be collecting per playlist will grow exponentially!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b1560e44-5d7e-426f-b1c4-e2047655873e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import pandas as pd\n",
+    "\n",
+    "import spotipy\n",
+    "from spotipy.oauth2 import SpotifyClientCredentials"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08b7d890-35a8-448a-b764-10892b8ed0f1",
+   "metadata": {},
+   "source": [
+    "### Way 1: following example from the internet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1bbac3c-52aa-43eb-9d77-ecd130ea76d6",
+   "metadata": {},
+   "source": [
+    "see: https://towardsdatascience.com/discovering-your-music-taste-with-python-and-spotify-api-b51b0d2744d"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "bf60f73f-b2da-4199-b499-8689cedf77a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "client_id = '65dc8168bce1489ca751fd70199efe57' #insert your client id\n",
+    "client_secret = '26ce94c460e04f3691296058097f8135' # insert your client secret id here\n",
+    "\n",
+    "client_credentials_manager = SpotifyClientCredentials(client_id, client_secret)\n",
+    "sp = spotipy.Spotify(client_credentials_manager=client_credentials_manager)\n",
+    "\n",
+    "playlist_1 = 'https://open.spotify.com/playlist/7d3ajghsmx2caVTM4pqIMg?si=a73924480ba844b5' #insert your playlist id\n",
+    "results_1 = sp.playlist(playlist_1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "3b90f964-0e18-4d9b-859b-5db9be177cc0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a list of song ids\n",
+    "ids=[]\n",
+    "\n",
+    "for item in results_1['tracks']['items']:\n",
+    "        track = item['track']['id']\n",
+    "        ids.append(track)\n",
+    "        \n",
+    "song_meta={'id':[],'album':[], 'name':[], \n",
+    "           'artist':[],'explicit':[],'popularity':[]}\n",
+    "\n",
+    "for song_id in ids:\n",
+    "    # get song's meta data\n",
+    "    meta = sp.track(song_id)\n",
+    "    \n",
+    "    # song id\n",
+    "    song_meta['id'].append(song_id)\n",
+    "\n",
+    "    # album name\n",
+    "    album=meta['album']['name']\n",
+    "    song_meta['album']+=[album]\n",
+    "\n",
+    "    # song name\n",
+    "    song=meta['name']\n",
+    "    song_meta['name']+=[song]\n",
+    "    \n",
+    "    # artists name\n",
+    "    s = ', '\n",
+    "    artist=s.join([singer_name['name'] for singer_name in meta['artists']])\n",
+    "    song_meta['artist']+=[artist]\n",
+    "    \n",
+    "    # explicit: lyrics could be considered offensive or unsuitable for children\n",
+    "    explicit=meta['explicit']\n",
+    "    song_meta['explicit'].append(explicit)\n",
+    "    \n",
+    "    # song popularity\n",
+    "    popularity=meta['popularity']\n",
+    "    song_meta['popularity'].append(popularity)\n",
+    "\n",
+    "song_meta_df=pd.DataFrame.from_dict(song_meta)\n",
+    "\n",
+    "# check the song feature\n",
+    "features = sp.audio_features(song_meta['id'])\n",
+    "# change dictionary to dataframe\n",
+    "features_df=pd.DataFrame.from_dict(features)\n",
+    "\n",
+    "# convert milliseconds to mins\n",
+    "# duration_ms: The duration of the track in milliseconds.\n",
+    "# 1 minute = 60 seconds = 60 × 1000 milliseconds = 60,000 ms\n",
+    "features_df['duration_ms']=features_df['duration_ms']/60000\n",
+    "\n",
+    "# combine two dataframe\n",
+    "final_df=song_meta_df.merge(features_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "6c378834-b7e5-404c-85c2-041016580eb1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(27, 23)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "3c97fe69-79bd-4cf3-91fd-25d14fa439ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'album', 'name', 'artist', 'explicit', 'popularity',\n",
+       "       'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness',\n",
+       "       'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo',\n",
+       "       'type', 'uri', 'track_href', 'analysis_url', 'duration_ms',\n",
+       "       'time_signature'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "245fdcf5-7b64-49ee-ab5c-1a9dd40e4287",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>album</th>\n",
+       "      <th>name</th>\n",
+       "      <th>artist</th>\n",
+       "      <th>explicit</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>key</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>...</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>valence</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>type</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>0vAio6riryryWWwmkKbBfC</td>\n",
+       "      <td>Christmas &amp; Chill</td>\n",
+       "      <td>Winter Things</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.507</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-10.215</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.2290</td>\n",
+       "      <td>0.774</td>\n",
+       "      <td>68.600</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0vAio6riryryWWwmkKbBfC</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0vAio6riryry...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0vAi...</td>\n",
+       "      <td>2.645333</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1OjmlSFuzYflWjSMTCyTJv</td>\n",
+       "      <td>Like It's Christmas</td>\n",
+       "      <td>Like It's Christmas</td>\n",
+       "      <td>Jonas Brothers</td>\n",
+       "      <td>False</td>\n",
+       "      <td>54</td>\n",
+       "      <td>0.725</td>\n",
+       "      <td>0.571</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-6.007</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0519</td>\n",
+       "      <td>0.610</td>\n",
+       "      <td>146.035</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1OjmlSFuzYflWjSMTCyTJv</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1OjmlSFuzYfl...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1Ojm...</td>\n",
+       "      <td>3.348000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5a1iz510sv2W9Dt1MvFd5R</td>\n",
+       "      <td>Christmas (Deluxe Special Edition)</td>\n",
+       "      <td>It's Beginning to Look a Lot like Christmas</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "      <td>False</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0.339</td>\n",
+       "      <td>0.214</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-11.714</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>0.3410</td>\n",
+       "      <td>0.363</td>\n",
+       "      <td>94.775</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5a1iz510sv2W9Dt1MvFd5R</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5a1iz510sv2W...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5a1i...</td>\n",
+       "      <td>3.444000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7xapw9Oy21WpfEcib2ErSA</td>\n",
+       "      <td>Under The Mistletoe (Deluxe Edition)</td>\n",
+       "      <td>Mistletoe</td>\n",
+       "      <td>Justin Bieber</td>\n",
+       "      <td>False</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0.657</td>\n",
+       "      <td>0.560</td>\n",
+       "      <td>6</td>\n",
+       "      <td>-9.049</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0794</td>\n",
+       "      <td>0.854</td>\n",
+       "      <td>161.993</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:7xapw9Oy21WpfEcib2ErSA</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/7xapw9Oy21Wp...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/7xap...</td>\n",
+       "      <td>3.049117</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0bYg9bo50gSsH3LtXe2SQn</td>\n",
+       "      <td>Merry Christmas</td>\n",
+       "      <td>All I Want for Christmas Is You</td>\n",
+       "      <td>Mariah Carey</td>\n",
+       "      <td>False</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.336</td>\n",
+       "      <td>0.627</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-7.463</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0708</td>\n",
+       "      <td>0.350</td>\n",
+       "      <td>150.273</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0bYg9bo50gSsH3LtXe2SQn</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0bYg9bo50gSs...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0bYg...</td>\n",
+       "      <td>4.018450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1ADjWm8QNhgNV8yCNNgQ1T</td>\n",
+       "      <td>Santa Tell Me</td>\n",
+       "      <td>Santa Tell Me</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.464</td>\n",
+       "      <td>0.630</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-7.337</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.2950</td>\n",
+       "      <td>0.527</td>\n",
+       "      <td>132.960</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1ADjWm8QNhgNV8yCNNgQ1T</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1ADjWm8QNhgN...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1ADj...</td>\n",
+       "      <td>3.401550</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1Qi2wh8fFgDV7tl4Sj3f2K</td>\n",
+       "      <td>Have Yourself A Merry Little Christmas</td>\n",
+       "      <td>Have Yourself A Merry Little Christmas</td>\n",
+       "      <td>Sam Smith</td>\n",
+       "      <td>False</td>\n",
+       "      <td>54</td>\n",
+       "      <td>0.438</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-9.402</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3160</td>\n",
+       "      <td>0.344</td>\n",
+       "      <td>75.248</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1Qi2wh8fFgDV7tl4Sj3f2K</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1Qi2wh8fFgDV...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1Qi2...</td>\n",
+       "      <td>2.849400</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0RIu23uyX5MTWApqfP549n</td>\n",
+       "      <td>Last Christmas</td>\n",
+       "      <td>Last Christmas</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.673</td>\n",
+       "      <td>0.794</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-2.758</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0934</td>\n",
+       "      <td>0.786</td>\n",
+       "      <td>102.961</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0RIu23uyX5MTWApqfP549n</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0RIu23uyX5MT...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0RIu...</td>\n",
+       "      <td>3.411333</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0zXjeGMMe7esPTvqJCN5d8</td>\n",
+       "      <td>A Very Special Christmas 25th Anniversary</td>\n",
+       "      <td>Winter Wonderland</td>\n",
+       "      <td>Jason Mraz</td>\n",
+       "      <td>False</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.609</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-6.715</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.2210</td>\n",
+       "      <td>0.645</td>\n",
+       "      <td>145.178</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0zXjeGMMe7esPTvqJCN5d8</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0zXjeGMMe7es...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0zXj...</td>\n",
+       "      <td>2.118000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0mansMnyTsIp9ALspSyLwL</td>\n",
+       "      <td>Love Is Everything</td>\n",
+       "      <td>Love Is Everything</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.565</td>\n",
+       "      <td>0.927</td>\n",
+       "      <td>11</td>\n",
+       "      <td>-3.473</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1680</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>180.064</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0mansMnyTsIp9ALspSyLwL</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0mansMnyTsIp...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0man...</td>\n",
+       "      <td>3.562667</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3eYnKe0LhQA1B5HEkQaRTP</td>\n",
+       "      <td>Under The Mistletoe (Deluxe Edition)</td>\n",
+       "      <td>The Christmas Song (Chestnuts Roasting On An O...</td>\n",
+       "      <td>Justin Bieber, Usher</td>\n",
+       "      <td>False</td>\n",
+       "      <td>48</td>\n",
+       "      <td>0.533</td>\n",
+       "      <td>0.436</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-9.542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1020</td>\n",
+       "      <td>0.169</td>\n",
+       "      <td>103.477</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:3eYnKe0LhQA1B5HEkQaRTP</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/3eYnKe0LhQA1...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/3eYn...</td>\n",
+       "      <td>3.586000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>5BYz6McvNTXD60vRFLkIMw</td>\n",
+       "      <td>Holiday For Swing!</td>\n",
+       "      <td>Baby, It's Cold Outside</td>\n",
+       "      <td>Seth MacFarlane, Sara Bareilles</td>\n",
+       "      <td>False</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0.557</td>\n",
+       "      <td>0.462</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-7.093</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0833</td>\n",
+       "      <td>0.551</td>\n",
+       "      <td>119.125</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5BYz6McvNTXD60vRFLkIMw</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5BYz6McvNTXD...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5BYz...</td>\n",
+       "      <td>2.978667</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>4Sb4ZLaYApWRk0fKLah9rB</td>\n",
+       "      <td>The Big Christmas Album</td>\n",
+       "      <td>My Only Wish (This Year)</td>\n",
+       "      <td>Santa Claus, Santa Clause, Silent Night</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.711</td>\n",
+       "      <td>0.719</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-8.151</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1130</td>\n",
+       "      <td>0.575</td>\n",
+       "      <td>146.956</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:4Sb4ZLaYApWRk0fKLah9rB</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/4Sb4ZLaYApWR...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/4Sb4...</td>\n",
+       "      <td>4.381700</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1MwqAFLFhVGgfo30y1dXpe</td>\n",
+       "      <td>Santa Baby</td>\n",
+       "      <td>Santa Baby</td>\n",
+       "      <td>Ariana Grande, Liz Gillies</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.756</td>\n",
+       "      <td>0.781</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-5.722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3010</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>96.012</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1MwqAFLFhVGgfo30y1dXpe</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1MwqAFLFhVGg...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1Mwq...</td>\n",
+       "      <td>2.858450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>5o9JHeY8e47bXCjSZOnD7b</td>\n",
+       "      <td>That's Christmas To Me</td>\n",
+       "      <td>Winter Wonderland / Don't Worry Be Happy (feat...</td>\n",
+       "      <td>Pentatonix, Tori Kelly</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.530</td>\n",
+       "      <td>0.398</td>\n",
+       "      <td>6</td>\n",
+       "      <td>-8.506</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0858</td>\n",
+       "      <td>0.717</td>\n",
+       "      <td>129.592</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5o9JHeY8e47bXCjSZOnD7b</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5o9JHeY8e47b...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5o9J...</td>\n",
+       "      <td>3.464217</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6tjituizSxwSmBB5vtgHZE</td>\n",
+       "      <td>Christmas</td>\n",
+       "      <td>Holly Jolly Christmas</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "      <td>False</td>\n",
+       "      <td>48</td>\n",
+       "      <td>0.647</td>\n",
+       "      <td>0.465</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-8.308</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0882</td>\n",
+       "      <td>0.699</td>\n",
+       "      <td>151.251</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:6tjituizSxwSmBB5vtgHZE</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/6tjituizSxwS...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/6tji...</td>\n",
+       "      <td>1.996450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0VJ3I1e8WKHpMXEEtx0tLN</td>\n",
+       "      <td>Have Yourself A Merry Little Christmas - Single</td>\n",
+       "      <td>Have Yourself A Merry Little Christmas</td>\n",
+       "      <td>Andrew Belle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0.639</td>\n",
+       "      <td>0.449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-7.768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.015300</td>\n",
+       "      <td>0.1290</td>\n",
+       "      <td>0.130</td>\n",
+       "      <td>122.020</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:0VJ3I1e8WKHpMXEEtx0tLN</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/0VJ3I1e8WKHp...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/0VJ3...</td>\n",
+       "      <td>3.821283</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>3dwQdPUdCoxq3q9gCv5nbn</td>\n",
+       "      <td>Snow In California</td>\n",
+       "      <td>Snow In California</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.609</td>\n",
+       "      <td>0.541</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-5.997</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3320</td>\n",
+       "      <td>0.477</td>\n",
+       "      <td>134.795</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:3dwQdPUdCoxq3q9gCv5nbn</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/3dwQdPUdCoxq...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/3dwQ...</td>\n",
+       "      <td>3.461333</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2wCPMWR3y4xclijuCcLJv7</td>\n",
+       "      <td>Four Christmases</td>\n",
+       "      <td>Jingle Bell Rock</td>\n",
+       "      <td>Bobby Helms</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.709</td>\n",
+       "      <td>0.506</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-5.628</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0620</td>\n",
+       "      <td>0.682</td>\n",
+       "      <td>119.345</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:2wCPMWR3y4xclijuCcLJv7</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/2wCPMWR3y4xc...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/2wCP...</td>\n",
+       "      <td>2.192450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>5hslUAKq9I9CG2bAulFkHN</td>\n",
+       "      <td>The Andy Williams Christmas Album</td>\n",
+       "      <td>It's the Most Wonderful Time of the Year</td>\n",
+       "      <td>Andy Williams</td>\n",
+       "      <td>False</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0.240</td>\n",
+       "      <td>0.598</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-8.435</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1170</td>\n",
+       "      <td>0.776</td>\n",
+       "      <td>201.629</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5hslUAKq9I9CG2bAulFkHN</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5hslUAKq9I9C...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5hsl...</td>\n",
+       "      <td>2.532217</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>My Kind Of Christmas</td>\n",
+       "      <td>Let It Snow, Let It Snow, Let It Snow</td>\n",
+       "      <td>Dean Martin</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.287</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-11.109</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.2180</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>133.928</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1prYSRBfwPvE...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1prY...</td>\n",
+       "      <td>1.959783</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>5PuKlCjfEVIXl0ZBp5ZW9g</td>\n",
+       "      <td>Christmas (Deluxe Special Edition)</td>\n",
+       "      <td>Holly Jolly Christmas</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "      <td>False</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0.647</td>\n",
+       "      <td>0.465</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-8.308</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0882</td>\n",
+       "      <td>0.699</td>\n",
+       "      <td>151.251</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5PuKlCjfEVIXl0ZBp5ZW9g</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5PuKlCjfEVIX...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5PuK...</td>\n",
+       "      <td>1.996450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>7taXf5odg9xCAZERYfyOkS</td>\n",
+       "      <td>The Definite Best</td>\n",
+       "      <td>Feliz Navidad</td>\n",
+       "      <td>José Feliciano</td>\n",
+       "      <td>False</td>\n",
+       "      <td>54</td>\n",
+       "      <td>0.485</td>\n",
+       "      <td>0.857</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-7.059</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3470</td>\n",
+       "      <td>0.963</td>\n",
+       "      <td>148.749</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:7taXf5odg9xCAZERYfyOkS</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/7taXf5odg9xC...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/7taX...</td>\n",
+       "      <td>3.039333</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>1RMDXedcRno6rDBCbNHDJf</td>\n",
+       "      <td>Christmas (Deluxe Special Edition)</td>\n",
+       "      <td>Santa Claus Is Coming to Town</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "      <td>False</td>\n",
+       "      <td>54</td>\n",
+       "      <td>0.594</td>\n",
+       "      <td>0.389</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-7.109</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0313</td>\n",
+       "      <td>0.396</td>\n",
+       "      <td>122.331</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1RMDXedcRno6rDBCbNHDJf</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1RMDXedcRno6...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1RMD...</td>\n",
+       "      <td>2.851550</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2L9QLAhrvtP4EYg1lY0Tnw</td>\n",
+       "      <td>A Winter Romance</td>\n",
+       "      <td>Rudolph The Red-Nosed Reindeer</td>\n",
+       "      <td>Dean Martin</td>\n",
+       "      <td>False</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0.478</td>\n",
+       "      <td>0.201</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-16.768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0854</td>\n",
+       "      <td>0.857</td>\n",
+       "      <td>136.471</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:2L9QLAhrvtP4EYg1lY0Tnw</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/2L9QLAhrvtP4...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/2L9Q...</td>\n",
+       "      <td>2.262667</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>10JBIfvldDR2TnT5sphGc2</td>\n",
+       "      <td>Save Me, San Francisco (Golden Gate Edition)</td>\n",
+       "      <td>Shake up Christmas</td>\n",
+       "      <td>Train</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.492</td>\n",
+       "      <td>0.828</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-2.140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3420</td>\n",
+       "      <td>0.567</td>\n",
+       "      <td>81.409</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:10JBIfvldDR2TnT5sphGc2</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/10JBIfvldDR2...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/10JB...</td>\n",
+       "      <td>3.870217</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>3Xr6kOC4De4Lk41lF9nzTy</td>\n",
+       "      <td>Under The Mistletoe (Deluxe Edition)</td>\n",
+       "      <td>Christmas Love</td>\n",
+       "      <td>Justin Bieber</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.632</td>\n",
+       "      <td>0.515</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-8.444</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.3290</td>\n",
+       "      <td>0.473</td>\n",
+       "      <td>99.936</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:3Xr6kOC4De4Lk41lF9nzTy</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/3Xr6kOC4De4L...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/3Xr6...</td>\n",
+       "      <td>3.446450</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        id                                            album  \\\n",
+       "0   0vAio6riryryWWwmkKbBfC                                Christmas & Chill   \n",
+       "1   1OjmlSFuzYflWjSMTCyTJv                              Like It's Christmas   \n",
+       "2   5a1iz510sv2W9Dt1MvFd5R               Christmas (Deluxe Special Edition)   \n",
+       "3   7xapw9Oy21WpfEcib2ErSA             Under The Mistletoe (Deluxe Edition)   \n",
+       "4   0bYg9bo50gSsH3LtXe2SQn                                  Merry Christmas   \n",
+       "5   1ADjWm8QNhgNV8yCNNgQ1T                                    Santa Tell Me   \n",
+       "6   1Qi2wh8fFgDV7tl4Sj3f2K           Have Yourself A Merry Little Christmas   \n",
+       "7   0RIu23uyX5MTWApqfP549n                                   Last Christmas   \n",
+       "8   0zXjeGMMe7esPTvqJCN5d8        A Very Special Christmas 25th Anniversary   \n",
+       "9   0mansMnyTsIp9ALspSyLwL                               Love Is Everything   \n",
+       "10  3eYnKe0LhQA1B5HEkQaRTP             Under The Mistletoe (Deluxe Edition)   \n",
+       "11  5BYz6McvNTXD60vRFLkIMw                               Holiday For Swing!   \n",
+       "12  4Sb4ZLaYApWRk0fKLah9rB                          The Big Christmas Album   \n",
+       "13  1MwqAFLFhVGgfo30y1dXpe                                       Santa Baby   \n",
+       "14  5o9JHeY8e47bXCjSZOnD7b                           That's Christmas To Me   \n",
+       "15  6tjituizSxwSmBB5vtgHZE                                        Christmas   \n",
+       "16  0VJ3I1e8WKHpMXEEtx0tLN  Have Yourself A Merry Little Christmas - Single   \n",
+       "17  3dwQdPUdCoxq3q9gCv5nbn                               Snow In California   \n",
+       "18  2wCPMWR3y4xclijuCcLJv7                                 Four Christmases   \n",
+       "19  5hslUAKq9I9CG2bAulFkHN                The Andy Williams Christmas Album   \n",
+       "20  1prYSRBfwPvE3v8jSRZL3Q                             My Kind Of Christmas   \n",
+       "21  5PuKlCjfEVIXl0ZBp5ZW9g               Christmas (Deluxe Special Edition)   \n",
+       "22  7taXf5odg9xCAZERYfyOkS                                The Definite Best   \n",
+       "23  1RMDXedcRno6rDBCbNHDJf               Christmas (Deluxe Special Edition)   \n",
+       "24  2L9QLAhrvtP4EYg1lY0Tnw                                 A Winter Romance   \n",
+       "25  10JBIfvldDR2TnT5sphGc2     Save Me, San Francisco (Golden Gate Edition)   \n",
+       "26  3Xr6kOC4De4Lk41lF9nzTy             Under The Mistletoe (Deluxe Edition)   \n",
+       "\n",
+       "                                                 name  \\\n",
+       "0                                       Winter Things   \n",
+       "1                                 Like It's Christmas   \n",
+       "2         It's Beginning to Look a Lot like Christmas   \n",
+       "3                                           Mistletoe   \n",
+       "4                     All I Want for Christmas Is You   \n",
+       "5                                       Santa Tell Me   \n",
+       "6              Have Yourself A Merry Little Christmas   \n",
+       "7                                      Last Christmas   \n",
+       "8                                   Winter Wonderland   \n",
+       "9                                  Love Is Everything   \n",
+       "10  The Christmas Song (Chestnuts Roasting On An O...   \n",
+       "11                            Baby, It's Cold Outside   \n",
+       "12                           My Only Wish (This Year)   \n",
+       "13                                         Santa Baby   \n",
+       "14  Winter Wonderland / Don't Worry Be Happy (feat...   \n",
+       "15                              Holly Jolly Christmas   \n",
+       "16             Have Yourself A Merry Little Christmas   \n",
+       "17                                 Snow In California   \n",
+       "18                                   Jingle Bell Rock   \n",
+       "19           It's the Most Wonderful Time of the Year   \n",
+       "20              Let It Snow, Let It Snow, Let It Snow   \n",
+       "21                              Holly Jolly Christmas   \n",
+       "22                                      Feliz Navidad   \n",
+       "23                      Santa Claus Is Coming to Town   \n",
+       "24                     Rudolph The Red-Nosed Reindeer   \n",
+       "25                                 Shake up Christmas   \n",
+       "26                                     Christmas Love   \n",
+       "\n",
+       "                                     artist  explicit  popularity  \\\n",
+       "0                             Ariana Grande     False           0   \n",
+       "1                            Jonas Brothers     False          54   \n",
+       "2                             Michael Bublé     False          65   \n",
+       "3                             Justin Bieber     False          65   \n",
+       "4                              Mariah Carey     False          72   \n",
+       "5                             Ariana Grande     False           0   \n",
+       "6                                 Sam Smith     False          54   \n",
+       "7                             Ariana Grande     False           0   \n",
+       "8                                Jason Mraz     False          25   \n",
+       "9                             Ariana Grande     False           0   \n",
+       "10                     Justin Bieber, Usher     False          48   \n",
+       "11          Seth MacFarlane, Sara Bareilles     False          26   \n",
+       "12  Santa Claus, Santa Clause, Silent Night     False           0   \n",
+       "13               Ariana Grande, Liz Gillies     False           0   \n",
+       "14                   Pentatonix, Tori Kelly     False           0   \n",
+       "15                            Michael Bublé     False          48   \n",
+       "16                             Andrew Belle     False          18   \n",
+       "17                            Ariana Grande     False           0   \n",
+       "18                              Bobby Helms     False           0   \n",
+       "19                            Andy Williams     False          64   \n",
+       "20                              Dean Martin     False           0   \n",
+       "21                            Michael Bublé     False          59   \n",
+       "22                           José Feliciano     False          54   \n",
+       "23                            Michael Bublé     False          54   \n",
+       "24                              Dean Martin     False          50   \n",
+       "25                                    Train     False           0   \n",
+       "26                            Justin Bieber     False           0   \n",
+       "\n",
+       "    danceability  energy  key  loudness  ...  instrumentalness  liveness  \\\n",
+       "0          0.507   0.207    0   -10.215  ...          0.000000    0.2290   \n",
+       "1          0.725   0.571    1    -6.007  ...          0.000000    0.0519   \n",
+       "2          0.339   0.214    4   -11.714  ...          0.000007    0.3410   \n",
+       "3          0.657   0.560    6    -9.049  ...          0.000000    0.0794   \n",
+       "4          0.336   0.627    7    -7.463  ...          0.000000    0.0708   \n",
+       "5          0.464   0.630    7    -7.337  ...          0.000000    0.2950   \n",
+       "6          0.438   0.178    5    -9.402  ...          0.000000    0.3160   \n",
+       "7          0.673   0.794    7    -2.758  ...          0.000000    0.0934   \n",
+       "8          0.609   0.359    5    -6.715  ...          0.000000    0.2210   \n",
+       "9          0.565   0.927   11    -3.473  ...          0.000000    0.1680   \n",
+       "10         0.533   0.436    9    -9.542  ...          0.000000    0.1020   \n",
+       "11         0.557   0.462    9    -7.093  ...          0.000000    0.0833   \n",
+       "12         0.711   0.719    7    -8.151  ...          0.000000    0.1130   \n",
+       "13         0.756   0.781    0    -5.722  ...          0.000000    0.3010   \n",
+       "14         0.530   0.398    6    -8.506  ...          0.000000    0.0858   \n",
+       "15         0.647   0.465    7    -8.308  ...          0.000000    0.0882   \n",
+       "16         0.639   0.449    3    -7.768  ...          0.015300    0.1290   \n",
+       "17         0.609   0.541    1    -5.997  ...          0.000000    0.3320   \n",
+       "18         0.709   0.506    2    -5.628  ...          0.000000    0.0620   \n",
+       "19         0.240   0.598    7    -8.435  ...          0.000000    0.1170   \n",
+       "20         0.504   0.287    1   -11.109  ...          0.000002    0.2180   \n",
+       "21         0.647   0.465    7    -8.308  ...          0.000000    0.0882   \n",
+       "22         0.485   0.857    2    -7.059  ...          0.000000    0.3470   \n",
+       "23         0.594   0.389   10    -7.109  ...          0.000000    0.0313   \n",
+       "24         0.478   0.201    7   -16.768  ...          0.000000    0.0854   \n",
+       "25         0.492   0.828    0    -2.140  ...          0.000000    0.3420   \n",
+       "26         0.632   0.515   10    -8.444  ...          0.000000    0.3290   \n",
+       "\n",
+       "    valence    tempo            type                                   uri  \\\n",
+       "0     0.774   68.600  audio_features  spotify:track:0vAio6riryryWWwmkKbBfC   \n",
+       "1     0.610  146.035  audio_features  spotify:track:1OjmlSFuzYflWjSMTCyTJv   \n",
+       "2     0.363   94.775  audio_features  spotify:track:5a1iz510sv2W9Dt1MvFd5R   \n",
+       "3     0.854  161.993  audio_features  spotify:track:7xapw9Oy21WpfEcib2ErSA   \n",
+       "4     0.350  150.273  audio_features  spotify:track:0bYg9bo50gSsH3LtXe2SQn   \n",
+       "5     0.527  132.960  audio_features  spotify:track:1ADjWm8QNhgNV8yCNNgQ1T   \n",
+       "6     0.344   75.248  audio_features  spotify:track:1Qi2wh8fFgDV7tl4Sj3f2K   \n",
+       "7     0.786  102.961  audio_features  spotify:track:0RIu23uyX5MTWApqfP549n   \n",
+       "8     0.645  145.178  audio_features  spotify:track:0zXjeGMMe7esPTvqJCN5d8   \n",
+       "9     0.808  180.064  audio_features  spotify:track:0mansMnyTsIp9ALspSyLwL   \n",
+       "10    0.169  103.477  audio_features  spotify:track:3eYnKe0LhQA1B5HEkQaRTP   \n",
+       "11    0.551  119.125  audio_features  spotify:track:5BYz6McvNTXD60vRFLkIMw   \n",
+       "12    0.575  146.956  audio_features  spotify:track:4Sb4ZLaYApWRk0fKLah9rB   \n",
+       "13    0.808   96.012  audio_features  spotify:track:1MwqAFLFhVGgfo30y1dXpe   \n",
+       "14    0.717  129.592  audio_features  spotify:track:5o9JHeY8e47bXCjSZOnD7b   \n",
+       "15    0.699  151.251  audio_features  spotify:track:6tjituizSxwSmBB5vtgHZE   \n",
+       "16    0.130  122.020  audio_features  spotify:track:0VJ3I1e8WKHpMXEEtx0tLN   \n",
+       "17    0.477  134.795  audio_features  spotify:track:3dwQdPUdCoxq3q9gCv5nbn   \n",
+       "18    0.682  119.345  audio_features  spotify:track:2wCPMWR3y4xclijuCcLJv7   \n",
+       "19    0.776  201.629  audio_features  spotify:track:5hslUAKq9I9CG2bAulFkHN   \n",
+       "20    0.707  133.928  audio_features  spotify:track:1prYSRBfwPvE3v8jSRZL3Q   \n",
+       "21    0.699  151.251  audio_features  spotify:track:5PuKlCjfEVIXl0ZBp5ZW9g   \n",
+       "22    0.963  148.749  audio_features  spotify:track:7taXf5odg9xCAZERYfyOkS   \n",
+       "23    0.396  122.331  audio_features  spotify:track:1RMDXedcRno6rDBCbNHDJf   \n",
+       "24    0.857  136.471  audio_features  spotify:track:2L9QLAhrvtP4EYg1lY0Tnw   \n",
+       "25    0.567   81.409  audio_features  spotify:track:10JBIfvldDR2TnT5sphGc2   \n",
+       "26    0.473   99.936  audio_features  spotify:track:3Xr6kOC4De4Lk41lF9nzTy   \n",
+       "\n",
+       "                                           track_href  \\\n",
+       "0   https://api.spotify.com/v1/tracks/0vAio6riryry...   \n",
+       "1   https://api.spotify.com/v1/tracks/1OjmlSFuzYfl...   \n",
+       "2   https://api.spotify.com/v1/tracks/5a1iz510sv2W...   \n",
+       "3   https://api.spotify.com/v1/tracks/7xapw9Oy21Wp...   \n",
+       "4   https://api.spotify.com/v1/tracks/0bYg9bo50gSs...   \n",
+       "5   https://api.spotify.com/v1/tracks/1ADjWm8QNhgN...   \n",
+       "6   https://api.spotify.com/v1/tracks/1Qi2wh8fFgDV...   \n",
+       "7   https://api.spotify.com/v1/tracks/0RIu23uyX5MT...   \n",
+       "8   https://api.spotify.com/v1/tracks/0zXjeGMMe7es...   \n",
+       "9   https://api.spotify.com/v1/tracks/0mansMnyTsIp...   \n",
+       "10  https://api.spotify.com/v1/tracks/3eYnKe0LhQA1...   \n",
+       "11  https://api.spotify.com/v1/tracks/5BYz6McvNTXD...   \n",
+       "12  https://api.spotify.com/v1/tracks/4Sb4ZLaYApWR...   \n",
+       "13  https://api.spotify.com/v1/tracks/1MwqAFLFhVGg...   \n",
+       "14  https://api.spotify.com/v1/tracks/5o9JHeY8e47b...   \n",
+       "15  https://api.spotify.com/v1/tracks/6tjituizSxwS...   \n",
+       "16  https://api.spotify.com/v1/tracks/0VJ3I1e8WKHp...   \n",
+       "17  https://api.spotify.com/v1/tracks/3dwQdPUdCoxq...   \n",
+       "18  https://api.spotify.com/v1/tracks/2wCPMWR3y4xc...   \n",
+       "19  https://api.spotify.com/v1/tracks/5hslUAKq9I9C...   \n",
+       "20  https://api.spotify.com/v1/tracks/1prYSRBfwPvE...   \n",
+       "21  https://api.spotify.com/v1/tracks/5PuKlCjfEVIX...   \n",
+       "22  https://api.spotify.com/v1/tracks/7taXf5odg9xC...   \n",
+       "23  https://api.spotify.com/v1/tracks/1RMDXedcRno6...   \n",
+       "24  https://api.spotify.com/v1/tracks/2L9QLAhrvtP4...   \n",
+       "25  https://api.spotify.com/v1/tracks/10JBIfvldDR2...   \n",
+       "26  https://api.spotify.com/v1/tracks/3Xr6kOC4De4L...   \n",
+       "\n",
+       "                                         analysis_url duration_ms  \\\n",
+       "0   https://api.spotify.com/v1/audio-analysis/0vAi...    2.645333   \n",
+       "1   https://api.spotify.com/v1/audio-analysis/1Ojm...    3.348000   \n",
+       "2   https://api.spotify.com/v1/audio-analysis/5a1i...    3.444000   \n",
+       "3   https://api.spotify.com/v1/audio-analysis/7xap...    3.049117   \n",
+       "4   https://api.spotify.com/v1/audio-analysis/0bYg...    4.018450   \n",
+       "5   https://api.spotify.com/v1/audio-analysis/1ADj...    3.401550   \n",
+       "6   https://api.spotify.com/v1/audio-analysis/1Qi2...    2.849400   \n",
+       "7   https://api.spotify.com/v1/audio-analysis/0RIu...    3.411333   \n",
+       "8   https://api.spotify.com/v1/audio-analysis/0zXj...    2.118000   \n",
+       "9   https://api.spotify.com/v1/audio-analysis/0man...    3.562667   \n",
+       "10  https://api.spotify.com/v1/audio-analysis/3eYn...    3.586000   \n",
+       "11  https://api.spotify.com/v1/audio-analysis/5BYz...    2.978667   \n",
+       "12  https://api.spotify.com/v1/audio-analysis/4Sb4...    4.381700   \n",
+       "13  https://api.spotify.com/v1/audio-analysis/1Mwq...    2.858450   \n",
+       "14  https://api.spotify.com/v1/audio-analysis/5o9J...    3.464217   \n",
+       "15  https://api.spotify.com/v1/audio-analysis/6tji...    1.996450   \n",
+       "16  https://api.spotify.com/v1/audio-analysis/0VJ3...    3.821283   \n",
+       "17  https://api.spotify.com/v1/audio-analysis/3dwQ...    3.461333   \n",
+       "18  https://api.spotify.com/v1/audio-analysis/2wCP...    2.192450   \n",
+       "19  https://api.spotify.com/v1/audio-analysis/5hsl...    2.532217   \n",
+       "20  https://api.spotify.com/v1/audio-analysis/1prY...    1.959783   \n",
+       "21  https://api.spotify.com/v1/audio-analysis/5PuK...    1.996450   \n",
+       "22  https://api.spotify.com/v1/audio-analysis/7taX...    3.039333   \n",
+       "23  https://api.spotify.com/v1/audio-analysis/1RMD...    2.851550   \n",
+       "24  https://api.spotify.com/v1/audio-analysis/2L9Q...    2.262667   \n",
+       "25  https://api.spotify.com/v1/audio-analysis/10JB...    3.870217   \n",
+       "26  https://api.spotify.com/v1/audio-analysis/3Xr6...    3.446450   \n",
+       "\n",
+       "   time_signature  \n",
+       "0               4  \n",
+       "1               4  \n",
+       "2               3  \n",
+       "3               4  \n",
+       "4               4  \n",
+       "5               5  \n",
+       "6               1  \n",
+       "7               4  \n",
+       "8               4  \n",
+       "9               4  \n",
+       "10              3  \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              4  \n",
+       "22              4  \n",
+       "23              4  \n",
+       "24              4  \n",
+       "25              4  \n",
+       "26              4  \n",
+       "\n",
+       "[27 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "45f7c6a6-cbfc-49d1-ad25-e2e11306eb05",
+   "metadata": {},
+   "source": [
+    "### Way 2: following the class example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "8d2a8571-bb2a-4047-8c85-f4a008931bfb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sp = spotipy.Spotify(auth_manager=SpotifyClientCredentials(client_id=\"65dc8168bce1489ca751fd70199efe57\",\n",
+    "                                                           client_secret=\"26ce94c460e04f3691296058097f8135\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "bbc597ce-eb81-4b19-a774-a0a22aa8aca7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "123"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_2 = sp.user_playlist_tracks(\"spotify\", \"37i9dQZF1DX0Yxoavh5qJV\")\n",
+    "tracks = results_2['items']\n",
+    "\n",
+    "for oset in range(100,results_2['total'],100):\n",
+    "    results_2 = sp.user_playlist_tracks(\"spotify\", \"37i9dQZF1DX0Yxoavh5qJV\", offset=oset)\n",
+    "    tracks += results_2['items']\n",
+    "len(tracks)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "8a6dcb93-e6fb-4b08-a02e-613c739960cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['href', 'items', 'limit', 'next', 'offset', 'previous', 'total'])"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_2.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "33caed98-3c29-4bc7-b8b0-0a14e2d8f6cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['added_at', 'added_by', 'is_local', 'primary_color', 'track', 'video_thumbnail'])"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_2['items'][0].keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "5e435168-572d-45d1-b0a5-631476882082",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'album': {'album_type': 'album',\n",
+       "  'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2lolQgalUvZDfp5vvVtTYV'},\n",
+       "    'href': 'https://api.spotify.com/v1/artists/2lolQgalUvZDfp5vvVtTYV',\n",
+       "    'id': '2lolQgalUvZDfp5vvVtTYV',\n",
+       "    'name': 'Tony Bennett',\n",
+       "    'type': 'artist',\n",
+       "    'uri': 'spotify:artist:2lolQgalUvZDfp5vvVtTYV'}],\n",
+       "  'available_markets': [],\n",
+       "  'external_urls': {'spotify': 'https://open.spotify.com/album/2sw2JVdzZ4lcn2cxh3Nxdc'},\n",
+       "  'href': 'https://api.spotify.com/v1/albums/2sw2JVdzZ4lcn2cxh3Nxdc',\n",
+       "  'id': '2sw2JVdzZ4lcn2cxh3Nxdc',\n",
+       "  'images': [{'height': 640,\n",
+       "    'url': 'https://i.scdn.co/image/ab67616d0000b273835d52eb61628600e466ead9',\n",
+       "    'width': 640},\n",
+       "   {'height': 300,\n",
+       "    'url': 'https://i.scdn.co/image/ab67616d00001e02835d52eb61628600e466ead9',\n",
+       "    'width': 300},\n",
+       "   {'height': 64,\n",
+       "    'url': 'https://i.scdn.co/image/ab67616d00004851835d52eb61628600e466ead9',\n",
+       "    'width': 64}],\n",
+       "  'name': 'Snowfall - The Tony Bennett Christmas Album',\n",
+       "  'release_date': '1968-11-06',\n",
+       "  'release_date_precision': 'day',\n",
+       "  'total_tracks': 11,\n",
+       "  'type': 'album',\n",
+       "  'uri': 'spotify:album:2sw2JVdzZ4lcn2cxh3Nxdc'},\n",
+       " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2lolQgalUvZDfp5vvVtTYV'},\n",
+       "   'href': 'https://api.spotify.com/v1/artists/2lolQgalUvZDfp5vvVtTYV',\n",
+       "   'id': '2lolQgalUvZDfp5vvVtTYV',\n",
+       "   'name': 'Tony Bennett',\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:2lolQgalUvZDfp5vvVtTYV'}],\n",
+       " 'available_markets': [],\n",
+       " 'disc_number': 1,\n",
+       " 'duration_ms': 133866,\n",
+       " 'episode': False,\n",
+       " 'explicit': False,\n",
+       " 'external_ids': {'isrc': 'USSM19400327'},\n",
+       " 'external_urls': {'spotify': 'https://open.spotify.com/track/4ricyQVd20UQde1jpXCSuJ'},\n",
+       " 'href': 'https://api.spotify.com/v1/tracks/4ricyQVd20UQde1jpXCSuJ',\n",
+       " 'id': '4ricyQVd20UQde1jpXCSuJ',\n",
+       " 'is_local': False,\n",
+       " 'name': 'Winter Wonderland',\n",
+       " 'popularity': 23,\n",
+       " 'preview_url': None,\n",
+       " 'track': True,\n",
+       " 'track_number': 8,\n",
+       " 'type': 'track',\n",
+       " 'uri': 'spotify:track:4ricyQVd20UQde1jpXCSuJ'}"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_2['items'][0]['track']#['album']['name']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "85bcf464-275a-4c87-8d3b-d98d9e1f0a76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_song_from_playlist(playlist=[]):\n",
+    "    \n",
+    "    tracks_from_playlist = playlist\n",
+    "    \n",
+    "    songs = []\n",
+    "    \n",
+    "    for track in tracks_from_playlist:\n",
+    "        songs.append(track['track']['name'])\n",
+    "    \n",
+    "    return list(set(songs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "309b3d1f-305c-4a82-8bdb-6ea136504106",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Fairytale of New York (feat. Kirsty MacColl)',\n",
+       " 'White Christmas - Spotify Singles - Holiday, Recorded at Air Studios, London',\n",
+       " 'Driving Home for Christmas',\n",
+       " 'Silent Night',\n",
+       " 'Mistletoe',\n",
+       " 'A Holly Jolly Christmas',\n",
+       " 'Merry Christmas Baby',\n",
+       " 'Grown-Up Christmas List',\n",
+       " 'Do You Hear What I Hear? - Remastered 2006',\n",
+       " 'Christmas Time',\n",
+       " \"It's Beginning To Look A Lot Like Christmas\",\n",
+       " 'Joy To The World',\n",
+       " 'Step Into Christmas',\n",
+       " 'I Need You Christmas',\n",
+       " 'Happy Xmas (War Is Over)',\n",
+       " 'Man With The Bag',\n",
+       " 'Frosty the Snowman',\n",
+       " 'Frosty The Snowman',\n",
+       " \"It's Christmas\",\n",
+       " 'Merry Christmas, Happy Holidays',\n",
+       " \"Rockin' Around The Christmas Tree - Single Version\",\n",
+       " 'Snowman',\n",
+       " 'I Saw Mommy Kissing Santa Claus',\n",
+       " 'Oh Holy Night - Recorded at Metropolis Studios, London',\n",
+       " 'Run Rudolph Run',\n",
+       " 'Christmas Without You',\n",
+       " 'The Lighthouse Keeper',\n",
+       " \"It's Not Christmas 'Til You Come Home - Recorded At Spotify Studios NYC\",\n",
+       " 'Please Come Home for Christmas - 2013 Remaster',\n",
+       " \"It's the Most Wonderful Time of the Year\",\n",
+       " 'Santa Baby - Bonus',\n",
+       " 'Christmas Time Is Here',\n",
+       " 'All I Want for Christmas Is You',\n",
+       " \"Like It's Christmas\",\n",
+       " 'All I Want (For Christmas)',\n",
+       " 'Christmas C’mon',\n",
+       " 'Underneath the Tree',\n",
+       " 'Christmas Time Is Here - Recorded at Sound Emporium Nashville',\n",
+       " \"I'll Be Home\",\n",
+       " 'Bring Me Love',\n",
+       " 'Glittery - From The Kacey Musgraves Christmas Show',\n",
+       " 'The Christmas Song (Shawn Mendes & Camila Cabello)',\n",
+       " 'Cuddle Up, Cozy Down Christmas',\n",
+       " 'Cozy Little Christmas',\n",
+       " 'Holly Jolly Christmas',\n",
+       " 'Make It To Christmas',\n",
+       " 'Last Christmas',\n",
+       " 'Take Me Home For Christmas',\n",
+       " 'Oh Santa! (feat. Ariana Grande & Jennifer Hudson)',\n",
+       " 'My Kind Of Present',\n",
+       " 'Mistletoe and Holly',\n",
+       " 'A Holly Jolly Christmas - Single Version',\n",
+       " 'The Christmas Song (Chestnuts Roasting On An Open Fire)',\n",
+       " \"It's Beginning to Look a Lot Like Christmas (with Mitchell Ayres & His Orchestra)\",\n",
+       " \"Santa's Coming for Us\",\n",
+       " \"Rockin' Around The Christmas Tree\",\n",
+       " 'The Christmas Song (Merry Christmas To You)',\n",
+       " 'Jingle Bell Rock',\n",
+       " '2000 Miles - 2007 Remaster',\n",
+       " 'Holidays (feat. Earth, Wind & Fire)',\n",
+       " 'Little Drummer Boy',\n",
+       " \"It's The Most Wonderful Time of the Year\",\n",
+       " 'You and Me and Christmastime',\n",
+       " \"Baby, It's Cold Outside (feat. Meghan Trainor)\",\n",
+       " 'Wonderful Christmastime (Edited Version) [Remastered]',\n",
+       " 'White Christmas',\n",
+       " 'Have Yourself A Merry Little Christmas',\n",
+       " 'Wrapped in Red',\n",
+       " 'Let It Snow, Let It Snow, Let It Snow',\n",
+       " 'Mistletoe and Wine',\n",
+       " 'The First Noël (with Faith Hill)',\n",
+       " 'Lonely This Christmas',\n",
+       " 'Merry Christmas Everyone - Remastered',\n",
+       " 'I Wish It Could Be Christmas Everyday',\n",
+       " 'Christmas (Baby Please Come Home)',\n",
+       " 'What Christmas Means To Me',\n",
+       " \"Do They Know It's Christmas? - 1984 Version\",\n",
+       " \"Santa Claus Is Comin' to Town - Live at C.W. Post College, Greenvale, NY - December 1975\",\n",
+       " 'Jingle Bells',\n",
+       " \"I'll Be Home for Christmas\",\n",
+       " \"Baby, It's Cold Outside - Remastered 2004\",\n",
+       " 'Santa Claus Is Coming to Town',\n",
+       " 'Amazing Grace (My Chains Are Gone)',\n",
+       " 'Here Comes Santa Claus (Right Down Santa Claus Lane)',\n",
+       " 'Naughty List (with Dixie)',\n",
+       " 'Have Yourself a Merry Little Christmas',\n",
+       " 'Santa Baby',\n",
+       " \"Thank God It's Christmas\",\n",
+       " 'O Holy Night',\n",
+       " \"It's Beginning to Look a Lot like Christmas\",\n",
+       " 'This Christmas',\n",
+       " 'Santa Claus Is Coming To Town',\n",
+       " 'Christmas Tree Farm',\n",
+       " 'Christmas Love',\n",
+       " 'Before Christmas',\n",
+       " 'Sleigh Ride',\n",
+       " 'One More Sleep',\n",
+       " 'Christmas Lights',\n",
+       " 'Happy Xmas (War Is Over) - Remastered 2010',\n",
+       " 'Blame It On The Mistletoe',\n",
+       " 'My Only Wish (This Year)',\n",
+       " 'Santa Tell Me',\n",
+       " 'Let It Snow (with Babyface)',\n",
+       " 'Rudolph The Red-Nosed Reindeer',\n",
+       " 'Blue Christmas',\n",
+       " \"Baby It's Cold Outside (duet with Michael Bublé)\",\n",
+       " 'Shake up Christmas',\n",
+       " 'Winter Wonderland',\n",
+       " 'Feliz Navidad',\n",
+       " 'You Make It Feel Like Christmas (feat. Blake Shelton)',\n",
+       " 'Under The Mistletoe',\n",
+       " 'Let It Snow! Let It Snow! Let It Snow! (with The B. Swanson Quartet)']"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "songs = get_song_from_playlist(tracks)\n",
+    "songs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "7cf3a6e5-c17a-412d-bf59-54ac3c4f533c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_song_id_from_playlist(playlist=[]):\n",
+    "    \n",
+    "    tracks_from_playlist = playlist\n",
+    "    \n",
+    "    song_id = []\n",
+    "    \n",
+    "    for track in tracks_from_playlist:\n",
+    "        song_id.append(track['track']['id'])\n",
+    "    \n",
+    "    return list(set(song_id))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "25948ceb-5bb8-45fb-a80e-ea9f4120ab2d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['7uoFMmxln0GPXQ0AcCBXRq',\n",
+       " '1prYSRBfwPvE3v8jSRZL3Q',\n",
+       " '6MPpnJDLk37GEIM0iGGITd',\n",
+       " '5DMItYJluCFc7YtFdP4aXo',\n",
+       " '2nMZx7QHerfo4Wv37xNUEC',\n",
+       " '3QIoEi8Enr9uHffwInGIsC',\n",
+       " '6RS6rcjnWrdfVuu2U2W2dj',\n",
+       " '7F9oCEKbqjN99cV5HpvYER',\n",
+       " '2FWKbF1s4s5Z8ZQkyIGNQU',\n",
+       " '7Hz6LLOVxrojLPIHJJ1S0E',\n",
+       " '15sxLiiChE5dCW3Y756oas',\n",
+       " '23lpJkE7jJ4BVQhc3lj0VM',\n",
+       " '2qoZNAP3JLyIOtbsPtBjvV',\n",
+       " '1moEucbMhmAK6KVPoNw6ms',\n",
+       " '5MknXpAUgINT11lxoobaJK',\n",
+       " '0Ie5uiv54KgCr7P4sYDTHl',\n",
+       " '2mvabkN1i2gLnGAPUVdwek',\n",
+       " '32h59T8q2SonUPJ006lyXt',\n",
+       " '3VTNVsTTu05dmTsVFrmGpK',\n",
+       " '4i1xD9JHGoRaXcKdmjA4yj',\n",
+       " '4uQqahi1iUP35xE2qGdKdo',\n",
+       " '1sFWEpf1aPYN576LS1aa4Y',\n",
+       " '0YupMLYOYz6lZDbN3kRt7A',\n",
+       " '0YWUHZPJVg4iujddsJDwhM',\n",
+       " '5jjsm4Jjq8xjDaue3rW9Go',\n",
+       " '7inXu0Eaeg02VsM8kHNvzM',\n",
+       " '4KV9bM7a1KDc7b7OakFZic',\n",
+       " '1OjmlSFuzYflWjSMTCyTJv',\n",
+       " '5Q2P43CJra0uRAogjHyJDK',\n",
+       " '10HDoLPz2bucGBkoNEjDHW',\n",
+       " '3Xr6kOC4De4Lk41lF9nzTy',\n",
+       " '2K4XbdyLxi9jhqVQeyUKRK',\n",
+       " '78pn8k7RogKo2oxl0DyX6d',\n",
+       " '6yaxdh87KVj82QIYKTP1zt',\n",
+       " '3nAp4IvdMPPWEH9uuXFFV5',\n",
+       " '4fzyvSu73BhGvi96p2zwjL',\n",
+       " '1RMDXedcRno6rDBCbNHDJf',\n",
+       " '2eLPefNqdtcTN1pCEqlrWr',\n",
+       " '2wCPMWR3y4xclijuCcLJv7',\n",
+       " '0viGbbEJ9xV6qNJsTaXruz',\n",
+       " '1Ri9P0ZPrqr6h0REDRdJBd',\n",
+       " '4Z0l8dIngsalL0QdCun5CE',\n",
+       " '5DHfUmmnlFJPqa9MnKe0EX',\n",
+       " '0iV9yfj1knFNOSEiuTHZwl',\n",
+       " '4hrQGaFalrGJfcsILMxjuc',\n",
+       " '1dinW5tLGDdPhxtW8vMkUn',\n",
+       " '1XBc4r6ltXjkFJBrsttwIF',\n",
+       " '3BhlC2eX8obANfmLEwo1ia',\n",
+       " '7dvkUNutBgT1tw41tpvpUh',\n",
+       " '32OWobmyAz8J2qA8iWekyS',\n",
+       " '1mH6tZC6iXIHPI6EixCwxw',\n",
+       " '7n7VsX3sv66znBwA8b5uhp',\n",
+       " '30WHma5z5Sty54jbtoxYEy',\n",
+       " '0fwxmtpxpMmEMphmJbCAEx',\n",
+       " '3zJw3rugfpVrmBeDDnUYzy',\n",
+       " '110lWlsa8fJXgrrwGgg0f1',\n",
+       " '4M3K1gnHJnE3cIrAcKZQr3',\n",
+       " '5aDoUmxBsbdpS16alksb5Z',\n",
+       " '6YJdPrH3i2POzu7hdHIRrb',\n",
+       " '3Z3QhZAZpqwZa1phsbQ3JZ',\n",
+       " '5PuKlCjfEVIXl0ZBp5ZW9g',\n",
+       " '1h9QQ7e222OSr93MRiMqGZ',\n",
+       " '3PIDciSFdrQxSQSihim3hN',\n",
+       " '5DoGwwQAlYumpSSlDNMOwY',\n",
+       " '4PS1e8f2LvuTFgUs1Cn3ON',\n",
+       " '1deT8vP3lOVU3XFAKHsSc3',\n",
+       " '5a1iz510sv2W9Dt1MvFd5R',\n",
+       " '1F8tXdM8cz9bH5PiK1SuAB',\n",
+       " '4y69lx0SFFZZrcbyy9sV6n',\n",
+       " '60fWsdGYfKDNkNitrk1DIW',\n",
+       " '6XzpeMXDvLC86GvAfnUsIA',\n",
+       " '5cXne3fQ8Q2vbSMwGjunM8',\n",
+       " '25xgW0go6n2VEyiTclAkBK',\n",
+       " '79a2ejVzj2SpXkpWdfv1Co',\n",
+       " '5hslUAKq9I9CG2bAulFkHN',\n",
+       " '4ricyQVd20UQde1jpXCSuJ',\n",
+       " '0JoLc8rgQBJhDMolSCuRuw',\n",
+       " '6C81GGUCNbEmR8gMIi0CpH',\n",
+       " '6MtecozqUbilB5qbVARrUH',\n",
+       " '10JBIfvldDR2TnT5sphGc2',\n",
+       " '3AlpkljBS1AU7HFVPms8K6',\n",
+       " '2pXpURmn6zC5ZYDMms6fwa',\n",
+       " '1eh5mDCjo7XbDNY5tYiNVU',\n",
+       " '7taXf5odg9xCAZERYfyOkS',\n",
+       " '6oIpL9XkEhyo0bDrCagQQY',\n",
+       " '0tXPhc8LvM4dPvoRwI66XQ',\n",
+       " '2dbfjsBbi3nt0a173iUumA',\n",
+       " '0QtJZpyfZF67QF32p41NXa',\n",
+       " '7uMwRRjTbAnpamA9cc842p',\n",
+       " '0cM5URUqqQTpJWonmdzF1J',\n",
+       " '2WUVQQAsWvScEdBVilRYaR',\n",
+       " '5wTM2Bm8phDwHAuOsfBwhU',\n",
+       " '5xDrO9DEDJGUQGfyoHvgDJ',\n",
+       " '4so0Wek9Ig1p6CRCHuINwW',\n",
+       " '2QpN1ZVw8eJO5f7WcvUA1k',\n",
+       " '35ys6iS1supcwFoxLJkFbg',\n",
+       " '7lbto9KYTHq5V1PetjIMOF',\n",
+       " '72HP2M4jjw4t0AIGdEVGEF',\n",
+       " '5SBSN8IJo4kJP3umV27zaY',\n",
+       " '38xhBO2AKrJnjdjVnhJES6',\n",
+       " '2Y0ktCGrGoGcQFXsGztvhi',\n",
+       " '2L9QLAhrvtP4EYg1lY0Tnw',\n",
+       " '4dFtIGQBrYjiskk7fN5Wmx',\n",
+       " '1ADjWm8QNhgNV8yCNNgQ1T',\n",
+       " '1GpPsjjd4D1jsteGYpGGIN',\n",
+       " '0Yeh2VJCsxSgbftSGTiUbN',\n",
+       " '0bYg9bo50gSsH3LtXe2SQn',\n",
+       " '3AgiRs3oxc2dFh0CPUHXJs',\n",
+       " '1sEC3X76vXgpsgnfaXEMwR',\n",
+       " '5ASM6Qjiav2xPe7gRkQMsQ',\n",
+       " '5SyQ5OhqrkJGb35V7RBoL0',\n",
+       " '6Lv9ozIdb06duB01e6ZpNQ',\n",
+       " '2rkb8ijsPapKDMEh0cSe8I',\n",
+       " '0PhwkzKlhXvSbStP34MbGv',\n",
+       " '2zs2Ck470VmBFTwUp4NFdv',\n",
+       " '18g50kFt5uwVeCzQbrCvAO',\n",
+       " '1QLZKzC2pjP4ySf4ALrNhm',\n",
+       " '1hvpDAxZPKjKztOc72sv06',\n",
+       " '3jKGG4THqegu6EgxinAIYm',\n",
+       " '02FaKXXL7KUtRc7K0k54tL',\n",
+       " '0QPYn15U8IQHKcH2LDfrek',\n",
+       " '0yS8P7DFNEBYQ5yHadM5z0',\n",
+       " '3QiAAp20rPC3dcAtKtMaqQ']"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "song_id = get_song_id_from_playlist(tracks)\n",
+    "song_id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "29abd33a-d09f-4b5d-b8a0-3ca2d186a324",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_artists_from_playlist(playlist=[]):\n",
+    "    \n",
+    "    tracks_from_playlist = playlist\n",
+    "    \n",
+    "    artists = []\n",
+    "    \n",
+    "    for track in tracks_from_playlist:\n",
+    "        artists_info = track['track']['artists']\n",
+    "        \n",
+    "        for artist_info in artists_info:\n",
+    "            artists.append(artist_info['name'])\n",
+    "    \n",
+    "    return list(set(artists))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "ceb1cac3-2a5c-458d-83ba-3cf86a45ee0e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Coldplay',\n",
+       " 'Ella Fitzgerald',\n",
+       " 'Jennifer Lopez',\n",
+       " 'Mariah Carey',\n",
+       " 'Mel & Kim',\n",
+       " 'Chris Rea',\n",
+       " 'Yoko Ono',\n",
+       " 'ROZES',\n",
+       " 'Fiona Apple',\n",
+       " 'Natalie Taylor',\n",
+       " 'Blake Shelton',\n",
+       " 'Nat King Cole',\n",
+       " 'Paul McCartney',\n",
+       " 'José Feliciano',\n",
+       " 'Chuck Berry',\n",
+       " 'Sia',\n",
+       " 'Tori Kelly',\n",
+       " 'Elvis Presley',\n",
+       " 'Lindsey Stirling',\n",
+       " 'Jordan Smith',\n",
+       " 'Wizzard',\n",
+       " 'Camila Cabello',\n",
+       " 'Perry Como',\n",
+       " 'Liam Payne',\n",
+       " 'Kirsty MacColl',\n",
+       " 'Atlantic Holiday',\n",
+       " 'Jonas Brothers',\n",
+       " 'Tony Bennett',\n",
+       " 'Bing Crosby',\n",
+       " 'Shawn Mendes',\n",
+       " 'Stevie Wonder',\n",
+       " 'Band Aid',\n",
+       " 'Hannah Kerr',\n",
+       " 'The Pogues',\n",
+       " 'The Plastic Ono Band',\n",
+       " 'Gwen Stefani',\n",
+       " 'AJ Mitchell',\n",
+       " 'Josh Groban',\n",
+       " 'Usher',\n",
+       " \"Shakin' Stevens\",\n",
+       " 'Troye Sivan',\n",
+       " 'THE ELEVEN',\n",
+       " 'Meghan Trainor',\n",
+       " 'Frank Sinatra',\n",
+       " 'Britney Spears',\n",
+       " 'Bobby Helms',\n",
+       " 'Dixie',\n",
+       " 'Stevie Mackey',\n",
+       " 'The Ronettes',\n",
+       " 'Jessie J',\n",
+       " 'Becky G',\n",
+       " 'Céline Dion',\n",
+       " 'B. Swanson Quartet',\n",
+       " 'Liz Gillies',\n",
+       " 'Earth, Wind & Fire',\n",
+       " 'Mitchell Ayres & His Orchestra',\n",
+       " 'Kelly Clarkson',\n",
+       " 'George Ezra',\n",
+       " 'James TW',\n",
+       " 'Katy Perry',\n",
+       " 'Burl Ives',\n",
+       " 'Faith Hill',\n",
+       " 'Christina Aguilera',\n",
+       " 'Kacey Musgraves',\n",
+       " 'Train',\n",
+       " 'Andy Williams',\n",
+       " 'Andreas Weise',\n",
+       " 'Darlene Love',\n",
+       " 'John Legend',\n",
+       " 'Ken Darby Singers',\n",
+       " 'The Fontane Sisters',\n",
+       " 'Idina Menzel',\n",
+       " 'Leona Lewis',\n",
+       " 'Dolly Parton',\n",
+       " 'Jennifer Hudson',\n",
+       " 'Daryl Hall & John Oates',\n",
+       " 'Babyface',\n",
+       " 'The Jackson 5',\n",
+       " '*NSYNC',\n",
+       " 'Norah Jones',\n",
+       " 'Brett Eldredge',\n",
+       " 'Pentatonix',\n",
+       " 'Alessia Cara',\n",
+       " 'John Lennon',\n",
+       " 'Pretenders',\n",
+       " 'Brenda Lee',\n",
+       " 'John Scott Trotter & His Orchestra',\n",
+       " 'Mud',\n",
+       " 'Ava Max',\n",
+       " 'Justin Bieber',\n",
+       " 'Eagles',\n",
+       " 'Sam Smith',\n",
+       " 'Nina Nesbitt',\n",
+       " 'Kylie Minogue',\n",
+       " 'Otis Redding',\n",
+       " 'Wham!',\n",
+       " 'Sheffield',\n",
+       " 'Devin Dawson',\n",
+       " 'Helene Fischer',\n",
+       " 'Bruce Springsteen',\n",
+       " 'Cliff Richard',\n",
+       " 'The Harlem Community Choir',\n",
+       " 'Ariana Grande',\n",
+       " 'Ella Henderson',\n",
+       " 'for KING & COUNTRY',\n",
+       " 'Donny Hathaway',\n",
+       " 'Elton John',\n",
+       " 'Queen',\n",
+       " 'Michael Bublé',\n",
+       " 'Dean Martin',\n",
+       " 'Jamie Cullum',\n",
+       " 'Backstreet Boys',\n",
+       " 'Dan + Shay',\n",
+       " 'Taylor Swift']"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "artists = get_artists_from_playlist(tracks)\n",
+    "artists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "560b0a1a-903d-45f3-8095-40df04339405",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_album_from_playlist(playlist=[]):\n",
+    "    \n",
+    "    tracks_from_playlist = playlist\n",
+    "    \n",
+    "    albums = []\n",
+    "    \n",
+    "    for track in tracks_from_playlist:\n",
+    "        albums.append(track['track']['album']['name'])\n",
+    "            \n",
+    "    return list(set(album))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "68ecdad6-4ba0-464b-a543-1bd2d0fec78e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_album_from_playlist(playlist=[]):\n",
+    "    \n",
+    "    tracks_from_playlist = playlist\n",
+    "    \n",
+    "    albums = []\n",
+    "    \n",
+    "    for track in tracks_from_playlist:\n",
+    "        album_info = track['track']['album']\n",
+    "        \n",
+    "        for album in album_info:\n",
+    "            albums.append(album_info['name'])\n",
+    "            \n",
+    "    return list(set(album))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "75e0a2de-3f75-4caa-8dee-334875be1567",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['i', 'r', 'u']"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "albums = get_album_from_playlist(tracks)\n",
+    "albums"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fa6a5e1-da04-4704-a4fc-36f44b4e7f8f",
+   "metadata": {},
+   "source": [
+    "--> why does this not work?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "dd80f675-d9e6-4884-b236-ed51596aa06a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>artist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>7uoFMmxln0GPXQ0AcCBXRq</td>\n",
+       "      <td>Fairytale of New York (feat. Kirsty MacColl)</td>\n",
+       "      <td>Coldplay</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>White Christmas - Spotify Singles - Holiday, R...</td>\n",
+       "      <td>Ella Fitzgerald</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6MPpnJDLk37GEIM0iGGITd</td>\n",
+       "      <td>Driving Home for Christmas</td>\n",
+       "      <td>Jennifer Lopez</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5DMItYJluCFc7YtFdP4aXo</td>\n",
+       "      <td>Silent Night</td>\n",
+       "      <td>Mariah Carey</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2nMZx7QHerfo4Wv37xNUEC</td>\n",
+       "      <td>Mistletoe</td>\n",
+       "      <td>Mel &amp; Kim</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>3AgiRs3oxc2dFh0CPUHXJs</td>\n",
+       "      <td>Winter Wonderland</td>\n",
+       "      <td>Queen</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>1sEC3X76vXgpsgnfaXEMwR</td>\n",
+       "      <td>Feliz Navidad</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>5ASM6Qjiav2xPe7gRkQMsQ</td>\n",
+       "      <td>You Make It Feel Like Christmas (feat. Blake S...</td>\n",
+       "      <td>Dean Martin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>5SyQ5OhqrkJGb35V7RBoL0</td>\n",
+       "      <td>Under The Mistletoe</td>\n",
+       "      <td>Jamie Cullum</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>6Lv9ozIdb06duB01e6ZpNQ</td>\n",
+       "      <td>Let It Snow! Let It Snow! Let It Snow! (with T...</td>\n",
+       "      <td>Backstreet Boys</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         id  \\\n",
+       "0    7uoFMmxln0GPXQ0AcCBXRq   \n",
+       "1    1prYSRBfwPvE3v8jSRZL3Q   \n",
+       "2    6MPpnJDLk37GEIM0iGGITd   \n",
+       "3    5DMItYJluCFc7YtFdP4aXo   \n",
+       "4    2nMZx7QHerfo4Wv37xNUEC   \n",
+       "..                      ...   \n",
+       "107  3AgiRs3oxc2dFh0CPUHXJs   \n",
+       "108  1sEC3X76vXgpsgnfaXEMwR   \n",
+       "109  5ASM6Qjiav2xPe7gRkQMsQ   \n",
+       "110  5SyQ5OhqrkJGb35V7RBoL0   \n",
+       "111  6Lv9ozIdb06duB01e6ZpNQ   \n",
+       "\n",
+       "                                                  name           artist  \n",
+       "0         Fairytale of New York (feat. Kirsty MacColl)         Coldplay  \n",
+       "1    White Christmas - Spotify Singles - Holiday, R...  Ella Fitzgerald  \n",
+       "2                           Driving Home for Christmas   Jennifer Lopez  \n",
+       "3                                         Silent Night     Mariah Carey  \n",
+       "4                                            Mistletoe        Mel & Kim  \n",
+       "..                                                 ...              ...  \n",
+       "107                                  Winter Wonderland            Queen  \n",
+       "108                                      Feliz Navidad    Michael Bublé  \n",
+       "109  You Make It Feel Like Christmas (feat. Blake S...      Dean Martin  \n",
+       "110                                Under The Mistletoe     Jamie Cullum  \n",
+       "111  Let It Snow! Let It Snow! Let It Snow! (with T...  Backstreet Boys  \n",
+       "\n",
+       "[112 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_2 = pd.DataFrame(list(zip(song_id, songs, artists)), columns =['id', 'name', 'artist'])\n",
+    "df_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "886efc67-62fd-41a2-8bdf-d789d0c7a52e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(112, 3)"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "ecf8b7cb-b502-45c7-9598-1fbb0199bb16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# check the song feature\n",
+    "features_1 = sp.audio_features(df_2['id'].iloc[:60])\n",
+    "features_2 = sp.audio_features(df_2['id'].iloc[60:])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "id": "83637f21-f205-4846-882a-82233551f516",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(60, 52)"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(features_1), len(features_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "015671bc-06dc-4d1d-92e2-79e03af9585a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# change dictionary to dataframe\n",
+    "features_1_df = pd.DataFrame.from_dict(features_1)\n",
+    "features_2_df = pd.DataFrame.from_dict(features_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "9ac91fe9-b9cc-49ca-b3f2-46fc9114390a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "features_df = pd.concat([features_1_df, features_2_df], ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "fcfd8e41-0748-4002-8b89-485a850d6b82",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>0.716</td>\n",
+       "      <td>0.512</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-6.257</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0331</td>\n",
+       "      <td>0.483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0928</td>\n",
+       "      <td>0.326</td>\n",
+       "      <td>104.957</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>7uoFMmxln0GPXQ0AcCBXRq</td>\n",
+       "      <td>spotify:track:7uoFMmxln0GPXQ0AcCBXRq</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/7uoFMmxln0GP...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/7uoF...</td>\n",
+       "      <td>165907</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.287</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-11.109</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0346</td>\n",
+       "      <td>0.782</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.2180</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>133.928</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>spotify:track:1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1prYSRBfwPvE...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1prY...</td>\n",
+       "      <td>117587</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.570</td>\n",
+       "      <td>0.510</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-8.148</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0570</td>\n",
+       "      <td>0.763</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.2850</td>\n",
+       "      <td>0.841</td>\n",
+       "      <td>76.919</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>6MPpnJDLk37GEIM0iGGITd</td>\n",
+       "      <td>spotify:track:6MPpnJDLk37GEIM0iGGITd</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/6MPpnJDLk37G...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/6MPp...</td>\n",
+       "      <td>133773</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.551</td>\n",
+       "      <td>0.325</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-13.507</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0286</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.000112</td>\n",
+       "      <td>0.1150</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>98.932</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>5DMItYJluCFc7YtFdP4aXo</td>\n",
+       "      <td>spotify:track:5DMItYJluCFc7YtFdP4aXo</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5DMItYJluCFc...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5DMI...</td>\n",
+       "      <td>213160</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.540</td>\n",
+       "      <td>0.734</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-4.668</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0366</td>\n",
+       "      <td>0.365</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1320</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>123.877</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>2nMZx7QHerfo4Wv37xNUEC</td>\n",
+       "      <td>spotify:track:2nMZx7QHerfo4Wv37xNUEC</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/2nMZx7QHerfo...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/2nMZ...</td>\n",
+       "      <td>216907</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",
+       "      <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>107</th>\n",
+       "      <td>0.498</td>\n",
+       "      <td>0.432</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-14.386</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0345</td>\n",
+       "      <td>0.688</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1360</td>\n",
+       "      <td>0.365</td>\n",
+       "      <td>135.015</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>3AgiRs3oxc2dFh0CPUHXJs</td>\n",
+       "      <td>spotify:track:3AgiRs3oxc2dFh0CPUHXJs</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/3AgiRs3oxc2d...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/3Agi...</td>\n",
+       "      <td>245333</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>0.194</td>\n",
+       "      <td>0.296</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-10.429</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0322</td>\n",
+       "      <td>0.741</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.0862</td>\n",
+       "      <td>0.121</td>\n",
+       "      <td>91.547</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>1sEC3X76vXgpsgnfaXEMwR</td>\n",
+       "      <td>spotify:track:1sEC3X76vXgpsgnfaXEMwR</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1sEC3X76vXgp...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1sEC...</td>\n",
+       "      <td>273573</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>0.529</td>\n",
+       "      <td>0.772</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-7.013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0287</td>\n",
+       "      <td>0.403</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.3160</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>91.751</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>5ASM6Qjiav2xPe7gRkQMsQ</td>\n",
+       "      <td>spotify:track:5ASM6Qjiav2xPe7gRkQMsQ</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5ASM6Qjiav2x...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5ASM...</td>\n",
+       "      <td>181267</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>0.650</td>\n",
+       "      <td>0.934</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-4.209</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0474</td>\n",
+       "      <td>0.116</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.8670</td>\n",
+       "      <td>0.737</td>\n",
+       "      <td>105.001</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>5SyQ5OhqrkJGb35V7RBoL0</td>\n",
+       "      <td>spotify:track:5SyQ5OhqrkJGb35V7RBoL0</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5SyQ5OhqrkJG...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5SyQ...</td>\n",
+       "      <td>252200</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>0.338</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-7.212</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0285</td>\n",
+       "      <td>0.327</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>0.1610</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>173.980</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>6Lv9ozIdb06duB01e6ZpNQ</td>\n",
+       "      <td>spotify:track:6Lv9ozIdb06duB01e6ZpNQ</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/6Lv9ozIdb06d...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/6Lv9...</td>\n",
+       "      <td>267227</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
+       "0           0.716   0.512    1    -6.257     1       0.0331         0.483   \n",
+       "1           0.504   0.287    1   -11.109     1       0.0346         0.782   \n",
+       "2           0.570   0.510    8    -8.148     1       0.0570         0.763   \n",
+       "3           0.551   0.325    0   -13.507     1       0.0286         0.810   \n",
+       "4           0.540   0.734    7    -4.668     1       0.0366         0.365   \n",
+       "..            ...     ...  ...       ...   ...          ...           ...   \n",
+       "107         0.498   0.432    9   -14.386     1       0.0345         0.688   \n",
+       "108         0.194   0.296    3   -10.429     1       0.0322         0.741   \n",
+       "109         0.529   0.772    2    -7.013     1       0.0287         0.403   \n",
+       "110         0.650   0.934    5    -4.209     1       0.0474         0.116   \n",
+       "111         0.338   0.496    4    -7.212     1       0.0285         0.327   \n",
+       "\n",
+       "     instrumentalness  liveness  valence    tempo            type  \\\n",
+       "0            0.000000    0.0928    0.326  104.957  audio_features   \n",
+       "1            0.000002    0.2180    0.707  133.928  audio_features   \n",
+       "2            0.000000    0.2850    0.841   76.919  audio_features   \n",
+       "3            0.000112    0.1150    0.496   98.932  audio_features   \n",
+       "4            0.000000    0.1320    0.360  123.877  audio_features   \n",
+       "..                ...       ...      ...      ...             ...   \n",
+       "107          0.000000    0.1360    0.365  135.015  audio_features   \n",
+       "108          0.000028    0.0862    0.121   91.547  audio_features   \n",
+       "109          0.000002    0.3160    0.853   91.751  audio_features   \n",
+       "110          0.000000    0.8670    0.737  105.001  audio_features   \n",
+       "111          0.000005    0.1610    0.188  173.980  audio_features   \n",
+       "\n",
+       "                         id                                   uri  \\\n",
+       "0    7uoFMmxln0GPXQ0AcCBXRq  spotify:track:7uoFMmxln0GPXQ0AcCBXRq   \n",
+       "1    1prYSRBfwPvE3v8jSRZL3Q  spotify:track:1prYSRBfwPvE3v8jSRZL3Q   \n",
+       "2    6MPpnJDLk37GEIM0iGGITd  spotify:track:6MPpnJDLk37GEIM0iGGITd   \n",
+       "3    5DMItYJluCFc7YtFdP4aXo  spotify:track:5DMItYJluCFc7YtFdP4aXo   \n",
+       "4    2nMZx7QHerfo4Wv37xNUEC  spotify:track:2nMZx7QHerfo4Wv37xNUEC   \n",
+       "..                      ...                                   ...   \n",
+       "107  3AgiRs3oxc2dFh0CPUHXJs  spotify:track:3AgiRs3oxc2dFh0CPUHXJs   \n",
+       "108  1sEC3X76vXgpsgnfaXEMwR  spotify:track:1sEC3X76vXgpsgnfaXEMwR   \n",
+       "109  5ASM6Qjiav2xPe7gRkQMsQ  spotify:track:5ASM6Qjiav2xPe7gRkQMsQ   \n",
+       "110  5SyQ5OhqrkJGb35V7RBoL0  spotify:track:5SyQ5OhqrkJGb35V7RBoL0   \n",
+       "111  6Lv9ozIdb06duB01e6ZpNQ  spotify:track:6Lv9ozIdb06duB01e6ZpNQ   \n",
+       "\n",
+       "                                            track_href  \\\n",
+       "0    https://api.spotify.com/v1/tracks/7uoFMmxln0GP...   \n",
+       "1    https://api.spotify.com/v1/tracks/1prYSRBfwPvE...   \n",
+       "2    https://api.spotify.com/v1/tracks/6MPpnJDLk37G...   \n",
+       "3    https://api.spotify.com/v1/tracks/5DMItYJluCFc...   \n",
+       "4    https://api.spotify.com/v1/tracks/2nMZx7QHerfo...   \n",
+       "..                                                 ...   \n",
+       "107  https://api.spotify.com/v1/tracks/3AgiRs3oxc2d...   \n",
+       "108  https://api.spotify.com/v1/tracks/1sEC3X76vXgp...   \n",
+       "109  https://api.spotify.com/v1/tracks/5ASM6Qjiav2x...   \n",
+       "110  https://api.spotify.com/v1/tracks/5SyQ5OhqrkJG...   \n",
+       "111  https://api.spotify.com/v1/tracks/6Lv9ozIdb06d...   \n",
+       "\n",
+       "                                          analysis_url  duration_ms  \\\n",
+       "0    https://api.spotify.com/v1/audio-analysis/7uoF...       165907   \n",
+       "1    https://api.spotify.com/v1/audio-analysis/1prY...       117587   \n",
+       "2    https://api.spotify.com/v1/audio-analysis/6MPp...       133773   \n",
+       "3    https://api.spotify.com/v1/audio-analysis/5DMI...       213160   \n",
+       "4    https://api.spotify.com/v1/audio-analysis/2nMZ...       216907   \n",
+       "..                                                 ...          ...   \n",
+       "107  https://api.spotify.com/v1/audio-analysis/3Agi...       245333   \n",
+       "108  https://api.spotify.com/v1/audio-analysis/1sEC...       273573   \n",
+       "109  https://api.spotify.com/v1/audio-analysis/5ASM...       181267   \n",
+       "110  https://api.spotify.com/v1/audio-analysis/5SyQ...       252200   \n",
+       "111  https://api.spotify.com/v1/audio-analysis/6Lv9...       267227   \n",
+       "\n",
+       "     time_signature  \n",
+       "0                 3  \n",
+       "1                 4  \n",
+       "2                 4  \n",
+       "3                 3  \n",
+       "4                 4  \n",
+       "..              ...  \n",
+       "107               3  \n",
+       "108               3  \n",
+       "109               4  \n",
+       "110               4  \n",
+       "111               3  \n",
+       "\n",
+       "[112 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "features_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "b09e2883-0374-4057-919d-4fef814f909a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df_2 = df_2.merge(features_df, on='id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "90d39df4-a04c-4543-b1ac-eac76884f9f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>artist</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>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>7uoFMmxln0GPXQ0AcCBXRq</td>\n",
+       "      <td>Fairytale of New York (feat. Kirsty MacColl)</td>\n",
+       "      <td>Coldplay</td>\n",
+       "      <td>0.716</td>\n",
+       "      <td>0.512</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-6.257</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0331</td>\n",
+       "      <td>0.483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0928</td>\n",
+       "      <td>0.326</td>\n",
+       "      <td>104.957</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:7uoFMmxln0GPXQ0AcCBXRq</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/7uoFMmxln0GP...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/7uoF...</td>\n",
+       "      <td>165907</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>White Christmas - Spotify Singles - Holiday, R...</td>\n",
+       "      <td>Ella Fitzgerald</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.287</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-11.109</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0346</td>\n",
+       "      <td>0.782</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.2180</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>133.928</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1prYSRBfwPvE3v8jSRZL3Q</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1prYSRBfwPvE...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1prY...</td>\n",
+       "      <td>117587</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6MPpnJDLk37GEIM0iGGITd</td>\n",
+       "      <td>Driving Home for Christmas</td>\n",
+       "      <td>Jennifer Lopez</td>\n",
+       "      <td>0.570</td>\n",
+       "      <td>0.510</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-8.148</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0570</td>\n",
+       "      <td>0.763</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.2850</td>\n",
+       "      <td>0.841</td>\n",
+       "      <td>76.919</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:6MPpnJDLk37GEIM0iGGITd</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/6MPpnJDLk37G...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/6MPp...</td>\n",
+       "      <td>133773</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5DMItYJluCFc7YtFdP4aXo</td>\n",
+       "      <td>Silent Night</td>\n",
+       "      <td>Mariah Carey</td>\n",
+       "      <td>0.551</td>\n",
+       "      <td>0.325</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-13.507</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0286</td>\n",
+       "      <td>0.810</td>\n",
+       "      <td>0.000112</td>\n",
+       "      <td>0.1150</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>98.932</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5DMItYJluCFc7YtFdP4aXo</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5DMItYJluCFc...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5DMI...</td>\n",
+       "      <td>213160</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2nMZx7QHerfo4Wv37xNUEC</td>\n",
+       "      <td>Mistletoe</td>\n",
+       "      <td>Mel &amp; Kim</td>\n",
+       "      <td>0.540</td>\n",
+       "      <td>0.734</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-4.668</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0366</td>\n",
+       "      <td>0.365</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1320</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>123.877</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:2nMZx7QHerfo4Wv37xNUEC</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/2nMZx7QHerfo...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/2nMZ...</td>\n",
+       "      <td>216907</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",
+       "      <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>107</th>\n",
+       "      <td>3AgiRs3oxc2dFh0CPUHXJs</td>\n",
+       "      <td>Winter Wonderland</td>\n",
+       "      <td>Queen</td>\n",
+       "      <td>0.498</td>\n",
+       "      <td>0.432</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-14.386</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0345</td>\n",
+       "      <td>0.688</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.1360</td>\n",
+       "      <td>0.365</td>\n",
+       "      <td>135.015</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:3AgiRs3oxc2dFh0CPUHXJs</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/3AgiRs3oxc2d...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/3Agi...</td>\n",
+       "      <td>245333</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>1sEC3X76vXgpsgnfaXEMwR</td>\n",
+       "      <td>Feliz Navidad</td>\n",
+       "      <td>Michael Bublé</td>\n",
+       "      <td>0.194</td>\n",
+       "      <td>0.296</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-10.429</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0322</td>\n",
+       "      <td>0.741</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.0862</td>\n",
+       "      <td>0.121</td>\n",
+       "      <td>91.547</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:1sEC3X76vXgpsgnfaXEMwR</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/1sEC3X76vXgp...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/1sEC...</td>\n",
+       "      <td>273573</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>5ASM6Qjiav2xPe7gRkQMsQ</td>\n",
+       "      <td>You Make It Feel Like Christmas (feat. Blake S...</td>\n",
+       "      <td>Dean Martin</td>\n",
+       "      <td>0.529</td>\n",
+       "      <td>0.772</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-7.013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0287</td>\n",
+       "      <td>0.403</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.3160</td>\n",
+       "      <td>0.853</td>\n",
+       "      <td>91.751</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5ASM6Qjiav2xPe7gRkQMsQ</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5ASM6Qjiav2x...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5ASM...</td>\n",
+       "      <td>181267</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>5SyQ5OhqrkJGb35V7RBoL0</td>\n",
+       "      <td>Under The Mistletoe</td>\n",
+       "      <td>Jamie Cullum</td>\n",
+       "      <td>0.650</td>\n",
+       "      <td>0.934</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-4.209</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0474</td>\n",
+       "      <td>0.116</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.8670</td>\n",
+       "      <td>0.737</td>\n",
+       "      <td>105.001</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:5SyQ5OhqrkJGb35V7RBoL0</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/5SyQ5OhqrkJG...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/5SyQ...</td>\n",
+       "      <td>252200</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>6Lv9ozIdb06duB01e6ZpNQ</td>\n",
+       "      <td>Let It Snow! Let It Snow! Let It Snow! (with T...</td>\n",
+       "      <td>Backstreet Boys</td>\n",
+       "      <td>0.338</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-7.212</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0285</td>\n",
+       "      <td>0.327</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>0.1610</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>173.980</td>\n",
+       "      <td>audio_features</td>\n",
+       "      <td>spotify:track:6Lv9ozIdb06duB01e6ZpNQ</td>\n",
+       "      <td>https://api.spotify.com/v1/tracks/6Lv9ozIdb06d...</td>\n",
+       "      <td>https://api.spotify.com/v1/audio-analysis/6Lv9...</td>\n",
+       "      <td>267227</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 20 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         id  \\\n",
+       "0    7uoFMmxln0GPXQ0AcCBXRq   \n",
+       "1    1prYSRBfwPvE3v8jSRZL3Q   \n",
+       "2    6MPpnJDLk37GEIM0iGGITd   \n",
+       "3    5DMItYJluCFc7YtFdP4aXo   \n",
+       "4    2nMZx7QHerfo4Wv37xNUEC   \n",
+       "..                      ...   \n",
+       "107  3AgiRs3oxc2dFh0CPUHXJs   \n",
+       "108  1sEC3X76vXgpsgnfaXEMwR   \n",
+       "109  5ASM6Qjiav2xPe7gRkQMsQ   \n",
+       "110  5SyQ5OhqrkJGb35V7RBoL0   \n",
+       "111  6Lv9ozIdb06duB01e6ZpNQ   \n",
+       "\n",
+       "                                                  name           artist  \\\n",
+       "0         Fairytale of New York (feat. Kirsty MacColl)         Coldplay   \n",
+       "1    White Christmas - Spotify Singles - Holiday, R...  Ella Fitzgerald   \n",
+       "2                           Driving Home for Christmas   Jennifer Lopez   \n",
+       "3                                         Silent Night     Mariah Carey   \n",
+       "4                                            Mistletoe        Mel & Kim   \n",
+       "..                                                 ...              ...   \n",
+       "107                                  Winter Wonderland            Queen   \n",
+       "108                                      Feliz Navidad    Michael Bublé   \n",
+       "109  You Make It Feel Like Christmas (feat. Blake S...      Dean Martin   \n",
+       "110                                Under The Mistletoe     Jamie Cullum   \n",
+       "111  Let It Snow! Let It Snow! Let It Snow! (with T...  Backstreet Boys   \n",
+       "\n",
+       "     danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
+       "0           0.716   0.512    1    -6.257     1       0.0331         0.483   \n",
+       "1           0.504   0.287    1   -11.109     1       0.0346         0.782   \n",
+       "2           0.570   0.510    8    -8.148     1       0.0570         0.763   \n",
+       "3           0.551   0.325    0   -13.507     1       0.0286         0.810   \n",
+       "4           0.540   0.734    7    -4.668     1       0.0366         0.365   \n",
+       "..            ...     ...  ...       ...   ...          ...           ...   \n",
+       "107         0.498   0.432    9   -14.386     1       0.0345         0.688   \n",
+       "108         0.194   0.296    3   -10.429     1       0.0322         0.741   \n",
+       "109         0.529   0.772    2    -7.013     1       0.0287         0.403   \n",
+       "110         0.650   0.934    5    -4.209     1       0.0474         0.116   \n",
+       "111         0.338   0.496    4    -7.212     1       0.0285         0.327   \n",
+       "\n",
+       "     instrumentalness  liveness  valence    tempo            type  \\\n",
+       "0            0.000000    0.0928    0.326  104.957  audio_features   \n",
+       "1            0.000002    0.2180    0.707  133.928  audio_features   \n",
+       "2            0.000000    0.2850    0.841   76.919  audio_features   \n",
+       "3            0.000112    0.1150    0.496   98.932  audio_features   \n",
+       "4            0.000000    0.1320    0.360  123.877  audio_features   \n",
+       "..                ...       ...      ...      ...             ...   \n",
+       "107          0.000000    0.1360    0.365  135.015  audio_features   \n",
+       "108          0.000028    0.0862    0.121   91.547  audio_features   \n",
+       "109          0.000002    0.3160    0.853   91.751  audio_features   \n",
+       "110          0.000000    0.8670    0.737  105.001  audio_features   \n",
+       "111          0.000005    0.1610    0.188  173.980  audio_features   \n",
+       "\n",
+       "                                      uri  \\\n",
+       "0    spotify:track:7uoFMmxln0GPXQ0AcCBXRq   \n",
+       "1    spotify:track:1prYSRBfwPvE3v8jSRZL3Q   \n",
+       "2    spotify:track:6MPpnJDLk37GEIM0iGGITd   \n",
+       "3    spotify:track:5DMItYJluCFc7YtFdP4aXo   \n",
+       "4    spotify:track:2nMZx7QHerfo4Wv37xNUEC   \n",
+       "..                                    ...   \n",
+       "107  spotify:track:3AgiRs3oxc2dFh0CPUHXJs   \n",
+       "108  spotify:track:1sEC3X76vXgpsgnfaXEMwR   \n",
+       "109  spotify:track:5ASM6Qjiav2xPe7gRkQMsQ   \n",
+       "110  spotify:track:5SyQ5OhqrkJGb35V7RBoL0   \n",
+       "111  spotify:track:6Lv9ozIdb06duB01e6ZpNQ   \n",
+       "\n",
+       "                                            track_href  \\\n",
+       "0    https://api.spotify.com/v1/tracks/7uoFMmxln0GP...   \n",
+       "1    https://api.spotify.com/v1/tracks/1prYSRBfwPvE...   \n",
+       "2    https://api.spotify.com/v1/tracks/6MPpnJDLk37G...   \n",
+       "3    https://api.spotify.com/v1/tracks/5DMItYJluCFc...   \n",
+       "4    https://api.spotify.com/v1/tracks/2nMZx7QHerfo...   \n",
+       "..                                                 ...   \n",
+       "107  https://api.spotify.com/v1/tracks/3AgiRs3oxc2d...   \n",
+       "108  https://api.spotify.com/v1/tracks/1sEC3X76vXgp...   \n",
+       "109  https://api.spotify.com/v1/tracks/5ASM6Qjiav2x...   \n",
+       "110  https://api.spotify.com/v1/tracks/5SyQ5OhqrkJG...   \n",
+       "111  https://api.spotify.com/v1/tracks/6Lv9ozIdb06d...   \n",
+       "\n",
+       "                                          analysis_url  duration_ms  \\\n",
+       "0    https://api.spotify.com/v1/audio-analysis/7uoF...       165907   \n",
+       "1    https://api.spotify.com/v1/audio-analysis/1prY...       117587   \n",
+       "2    https://api.spotify.com/v1/audio-analysis/6MPp...       133773   \n",
+       "3    https://api.spotify.com/v1/audio-analysis/5DMI...       213160   \n",
+       "4    https://api.spotify.com/v1/audio-analysis/2nMZ...       216907   \n",
+       "..                                                 ...          ...   \n",
+       "107  https://api.spotify.com/v1/audio-analysis/3Agi...       245333   \n",
+       "108  https://api.spotify.com/v1/audio-analysis/1sEC...       273573   \n",
+       "109  https://api.spotify.com/v1/audio-analysis/5ASM...       181267   \n",
+       "110  https://api.spotify.com/v1/audio-analysis/5SyQ...       252200   \n",
+       "111  https://api.spotify.com/v1/audio-analysis/6Lv9...       267227   \n",
+       "\n",
+       "     time_signature  \n",
+       "0                 3  \n",
+       "1                 4  \n",
+       "2                 4  \n",
+       "3                 3  \n",
+       "4                 4  \n",
+       "..              ...  \n",
+       "107               3  \n",
+       "108               3  \n",
+       "109               4  \n",
+       "110               4  \n",
+       "111               3  \n",
+       "\n",
+       "[112 rows x 20 columns]"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "39eb38cd-2828-4658-86f6-2570a7cbf2ec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(Index(['id', 'name', 'artist', 'danceability', 'energy', 'key', 'loudness',\n",
+       "        'mode', 'speechiness', 'acousticness', 'instrumentalness', 'liveness',\n",
+       "        'valence', 'tempo', 'type', 'uri', 'track_href', 'analysis_url',\n",
+       "        'duration_ms', 'time_signature'],\n",
+       "       dtype='object'),\n",
+       " Index(['id', 'album', 'name', 'artist', 'explicit', 'popularity',\n",
+       "        'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness',\n",
+       "        'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo',\n",
+       "        'type', 'uri', 'track_href', 'analysis_url', 'duration_ms',\n",
+       "        'time_signature'],\n",
+       "       dtype='object'))"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df_2.columns, final_df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a9ea2bc-2f74-4a4d-a8ae-26bb8eac67f3",
+   "metadata": {},
+   "source": [
+    "--> final_df_2 is missing 3 columns in comparison: album, explicit, polularity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "24b25dd2-747c-4a57-b9da-7af9db585548",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}