Spotify_data_etl.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: spotipy in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (2.23.0)\n",
      "Requirement already satisfied: redis>=3.5.3 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from spotipy) (4.6.0)\n",
      "Requirement already satisfied: requests>=2.25.0 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from spotipy) (2.31.0)\n",
      "Requirement already satisfied: six>=1.15.0 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from spotipy) (1.15.0)\n",
      "Requirement already satisfied: urllib3>=1.26.0 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from spotipy) (2.0.3)\n",
      "Requirement already satisfied: async-timeout>=4.0.2 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from redis>=3.5.3->spotipy) (4.0.3)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from requests>=2.25.0->spotipy) (3.1.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from requests>=2.25.0->spotipy) (3.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/pralhad/Library/Python/3.9/lib/python/site-packages (from requests>=2.25.0->spotipy) (2023.5.7)\n"
     ]
    }
   ],
   "source": [
    "!pip3 install spotipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spotipy \n",
    "from spotipy.oauth2 import SpotifyClientCredentials\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize Spotify client with client credentials\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=\"#Enter client Id here\", client_secret=\"#Enter secret Id here\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp = spotipy.Spotify(client_credentials_manager = client_credentials_manager)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the link to the playlist\n",
    "playlist_link = \"https://open.spotify.com/playlist/37i9dQZEVXbMDoHDwVN2tF\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "37i9dQZEVXbMDoHDwVN2tF\n"
     ]
    }
   ],
   "source": [
    "print(playlist_link.split(\"/\")[-1].split('?')[0])\n",
    "\n",
    "playlist_URI = playlist_link.split(\"/\")[-1].split('?')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fetch track data from the playlist\n",
    "data = sp.playlist_tracks(playlist_URI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'added_at': '2023-08-13T09:30:25Z',\n",
       "  'added_by': {'external_urls': {'spotify': 'https://open.spotify.com/user/'},\n",
       "   'href': 'https://api.spotify.com/v1/users/',\n",
       "   'id': '',\n",
       "   'type': 'user',\n",
       "   'uri': 'spotify:user:'},\n",
       "  'is_local': False,\n",
       "  'primary_color': None,\n",
       "  'track': {'album': {'album_type': 'single',\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6HaGTQPmzraVmaVxvz6EUc'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6HaGTQPmzraVmaVxvz6EUc',\n",
       "      'id': '6HaGTQPmzraVmaVxvz6EUc',\n",
       "      'name': 'Jung Kook',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6HaGTQPmzraVmaVxvz6EUc'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/3MdXrJWsbVzdn6fe5JYkSQ'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/3MdXrJWsbVzdn6fe5JYkSQ',\n",
       "      'id': '3MdXrJWsbVzdn6fe5JYkSQ',\n",
       "      'name': 'Latto',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:3MdXrJWsbVzdn6fe5JYkSQ'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AG',\n",
       "     'AL',\n",
       "     'AM',\n",
       "     'AO',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'AZ',\n",
       "     'BA',\n",
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       "     'MV',\n",
       "     'MW',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'MZ',\n",
       "     'NA',\n",
       "     'NE',\n",
       "     'NG',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NP',\n",
       "     'NR',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PG',\n",
       "     'PH',\n",
       "     'PK',\n",
       "     'PL',\n",
       "     'PS',\n",
       "     'PT',\n",
       "     'PW',\n",
       "     'PY',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RS',\n",
       "     'RW',\n",
       "     'SA',\n",
       "     'SB',\n",
       "     'SC',\n",
       "     'SE',\n",
       "     'SG',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SL',\n",
       "     'SM',\n",
       "     'SN',\n",
       "     'SR',\n",
       "     'ST',\n",
       "     'SV',\n",
       "     'SZ',\n",
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       "     'UG',\n",
       "     'US',\n",
       "     'UY',\n",
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       "     'VC',\n",
       "     'VE',\n",
       "     'VN',\n",
       "     'VU',\n",
       "     'WS',\n",
       "     'XK',\n",
       "     'ZA',\n",
       "     'ZM',\n",
       "     'ZW'],\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/album/53985D8g3JcGBoULSOYYKX'},\n",
       "    'href': 'https://api.spotify.com/v1/albums/53985D8g3JcGBoULSOYYKX',\n",
       "    'id': '53985D8g3JcGBoULSOYYKX',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d0000b273bf5cce5a0e1ed03a626bdd74',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00001e02bf5cce5a0e1ed03a626bdd74',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00004851bf5cce5a0e1ed03a626bdd74',\n",
       "      'width': 64}],\n",
       "    'name': 'Seven (feat. Latto)',\n",
       "    'release_date': '2023-07-14',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 3,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:53985D8g3JcGBoULSOYYKX'},\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6HaGTQPmzraVmaVxvz6EUc'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/6HaGTQPmzraVmaVxvz6EUc',\n",
       "     'id': '6HaGTQPmzraVmaVxvz6EUc',\n",
       "     'name': 'Jung Kook',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:6HaGTQPmzraVmaVxvz6EUc'},\n",
       "    {'external_urls': {'spotify': 'https://open.spotify.com/artist/3MdXrJWsbVzdn6fe5JYkSQ'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/3MdXrJWsbVzdn6fe5JYkSQ',\n",
       "     'id': '3MdXrJWsbVzdn6fe5JYkSQ',\n",
       "     'name': 'Latto',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:3MdXrJWsbVzdn6fe5JYkSQ'}],\n",
       "   'available_markets': ['AR',\n",
       "    'AU',\n",
       "    'AT',\n",
       "    'BE',\n",
       "    'BO',\n",
       "    'BR',\n",
       "    'BG',\n",
       "    'CA',\n",
       "    'CL',\n",
       "    'CO',\n",
       "    'CR',\n",
       "    'CY',\n",
       "    'CZ',\n",
       "    'DK',\n",
       "    'DO',\n",
       "    'DE',\n",
       "    'EC',\n",
       "    'EE',\n",
       "    'SV',\n",
       "    'FI',\n",
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       "    'GR',\n",
       "    'GT',\n",
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       "    'HK',\n",
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       "    'IS',\n",
       "    'IE',\n",
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       "    'LT',\n",
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       "    'MY',\n",
       "    'MT',\n",
       "    'MX',\n",
       "    'NL',\n",
       "    'NZ',\n",
       "    'NI',\n",
       "    'NO',\n",
       "    'PA',\n",
       "    'PY',\n",
       "    'PE',\n",
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       "    'PL',\n",
       "    'PT',\n",
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       "    'SK',\n",
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       "    'CH',\n",
       "    'TW',\n",
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       "    'GB',\n",
       "    'AD',\n",
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       "    'MC',\n",
       "    'ID',\n",
       "    'JP',\n",
       "    'TH',\n",
       "    'VN',\n",
       "    'RO',\n",
       "    'IL',\n",
       "    'ZA',\n",
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       "    'AE',\n",
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       "    'FJ',\n",
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       "    'GW',\n",
       "    'GY',\n",
       "    'HT',\n",
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       "    'SL',\n",
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       "    'KN',\n",
       "    'LC',\n",
       "    'VC',\n",
       "    'SR',\n",
       "    'TL',\n",
       "    'TO',\n",
       "    'TT',\n",
       "    'TV',\n",
       "    'VU',\n",
       "    'AZ',\n",
       "    'BN',\n",
       "    'BI',\n",
       "    'KH',\n",
       "    'CM',\n",
       "    'TD',\n",
       "    'KM',\n",
       "    'GQ',\n",
       "    'SZ',\n",
       "    'GA',\n",
       "    'GN',\n",
       "    'KG',\n",
       "    'LA',\n",
       "    'MO',\n",
       "    'MR',\n",
       "    'MN',\n",
       "    'NP',\n",
       "    'RW',\n",
       "    'TG',\n",
       "    'UZ',\n",
       "    'ZW',\n",
       "    'BJ',\n",
       "    'MG',\n",
       "    'MU',\n",
       "    'MZ',\n",
       "    'AO',\n",
       "    'CI',\n",
       "    'DJ',\n",
       "    'ZM',\n",
       "    'CD',\n",
       "    'CG',\n",
       "    'IQ',\n",
       "    'LY',\n",
       "    'TJ',\n",
       "    'VE',\n",
       "    'ET',\n",
       "    'XK'],\n",
       "   'disc_number': 1,\n",
       "   'duration_ms': 184400,\n",
       "   'episode': False,\n",
       "   'explicit': True,\n",
       "   'external_ids': {'isrc': 'USA2P2330093'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/7x9aauaA9cu6tyfpHnqDLo'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/7x9aauaA9cu6tyfpHnqDLo',\n",
       "   'id': '7x9aauaA9cu6tyfpHnqDLo',\n",
       "   'is_local': False,\n",
       "   'name': 'Seven (feat. Latto) (Explicit Ver.)',\n",
       "   'popularity': 100,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/2f2b3f4eaf405ac3ba9792456cec93ae88942cfc?cid=b695b72f0e9d40a6952e2f2c2a737c46',\n",
       "   'track': True,\n",
       "   'track_number': 2,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:7x9aauaA9cu6tyfpHnqDLo'},\n",
       "  'video_thumbnail': {'url': None}},\n",
       " {'added_at': '2023-08-13T09:30:25Z',\n",
       "  'added_by': {'external_urls': {'spotify': 'https://open.spotify.com/user/'},\n",
       "   'href': 'https://api.spotify.com/v1/users/',\n",
       "   'id': '',\n",
       "   'type': 'user',\n",
       "   'uri': 'spotify:user:'},\n",
       "  'is_local': False,\n",
       "  'primary_color': None,\n",
       "  'track': {'album': {'album_type': 'album',\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/7iK8PXO48WeuP03g8YR51W'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/7iK8PXO48WeuP03g8YR51W',\n",
       "      'id': '7iK8PXO48WeuP03g8YR51W',\n",
       "      'name': 'Myke Towers',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:7iK8PXO48WeuP03g8YR51W'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AG',\n",
       "     'AL',\n",
       "     'AM',\n",
       "     'AO',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'AZ',\n",
       "     'BA',\n",
       "     'BB',\n",
       "     'BD',\n",
       "     'BE',\n",
       "     'BF',\n",
       "     'BG',\n",
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       "     'BI',\n",
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       "     'BN',\n",
       "     'BO',\n",
       "     'BR',\n",
       "     'BS',\n",
       "     'BT',\n",
       "     'BW',\n",
       "     'BZ',\n",
       "     'CA',\n",
       "     'CD',\n",
       "     'CG',\n",
       "     'CH',\n",
       "     'CI',\n",
       "     'CL',\n",
       "     'CM',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CV',\n",
       "     'CW',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DJ',\n",
       "     'DK',\n",
       "     'DM',\n",
       "     'DO',\n",
       "     'DZ',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'ES',\n",
       "     'ET',\n",
       "     'FI',\n",
       "     'FJ',\n",
       "     'FM',\n",
       "     'FR',\n",
       "     'GA',\n",
       "     'GB',\n",
       "     'GD',\n",
       "     'GE',\n",
       "     'GH',\n",
       "     'GM',\n",
       "     'GN',\n",
       "     'GQ',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'GW',\n",
       "     'GY',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
       "     'HT',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'IQ',\n",
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       "     'JP',\n",
       "     'KE',\n",
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       "      'width': 64}],\n",
       "    'name': 'Faz um Vuk Vuk (Teto Espelhado)',\n",
       "    'release_date': '2023-07-20',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 1,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:59qldBzRiQutEYO1hqxw7H'},\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2UMj7NCbuqy1yUZmiSYGjJ'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/2UMj7NCbuqy1yUZmiSYGjJ',\n",
       "     'id': '2UMj7NCbuqy1yUZmiSYGjJ',\n",
       "     'name': 'MC Kevin o Chris',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:2UMj7NCbuqy1yUZmiSYGjJ'},\n",
       "    {'external_urls': {'spotify': 'https://open.spotify.com/artist/3DIMAAaWSlVl1YQ9nsQmUN'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/3DIMAAaWSlVl1YQ9nsQmUN',\n",
       "     'id': '3DIMAAaWSlVl1YQ9nsQmUN',\n",
       "     'name': 'Dj Nk Da Serra',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:3DIMAAaWSlVl1YQ9nsQmUN'}],\n",
       "   'available_markets': ['AR',\n",
       "    'AU',\n",
       "    'AT',\n",
       "    'BE',\n",
       "    'BO',\n",
       "    'BR',\n",
       "    'BG',\n",
       "    'CA',\n",
       "    'CL',\n",
       "    'CO',\n",
       "    'CR',\n",
       "    'CY',\n",
       "    'CZ',\n",
       "    'DK',\n",
       "    'DO',\n",
       "    'DE',\n",
       "    'EC',\n",
       "    'EE',\n",
       "    'SV',\n",
       "    'FI',\n",
       "    'FR',\n",
       "    'GR',\n",
       "    'GT',\n",
       "    'HN',\n",
       "    'HK',\n",
       "    'HU',\n",
       "    'IS',\n",
       "    'IE',\n",
       "    'IT',\n",
       "    'LV',\n",
       "    'LT',\n",
       "    'LU',\n",
       "    'MY',\n",
       "    'MT',\n",
       "    'MX',\n",
       "    'NL',\n",
       "    'NZ',\n",
       "    'NI',\n",
       "    'NO',\n",
       "    'PA',\n",
       "    'PY',\n",
       "    'PE',\n",
       "    'PH',\n",
       "    'PL',\n",
       "    'PT',\n",
       "    'SG',\n",
       "    'SK',\n",
       "    'ES',\n",
       "    'SE',\n",
       "    'CH',\n",
       "    'TW',\n",
       "    'TR',\n",
       "    'UY',\n",
       "    'US',\n",
       "    'GB',\n",
       "    'AD',\n",
       "    'LI',\n",
       "    'MC',\n",
       "    'ID',\n",
       "    'JP',\n",
       "    'TH',\n",
       "    'VN',\n",
       "    'RO',\n",
       "    'IL',\n",
       "    'ZA',\n",
       "    'SA',\n",
       "    'AE',\n",
       "    'BH',\n",
       "    'QA',\n",
       "    'OM',\n",
       "    'KW',\n",
       "    'EG',\n",
       "    'MA',\n",
       "    'DZ',\n",
       "    'TN',\n",
       "    'LB',\n",
       "    'JO',\n",
       "    'PS',\n",
       "    'IN',\n",
       "    'BY',\n",
       "    'KZ',\n",
       "    'MD',\n",
       "    'UA',\n",
       "    'AL',\n",
       "    'BA',\n",
       "    'HR',\n",
       "    'ME',\n",
       "    'MK',\n",
       "    'RS',\n",
       "    'SI',\n",
       "    'KR',\n",
       "    'BD',\n",
       "    'PK',\n",
       "    'LK',\n",
       "    'GH',\n",
       "    'KE',\n",
       "    'NG',\n",
       "    'TZ',\n",
       "    'UG',\n",
       "    'AG',\n",
       "    'AM',\n",
       "    'BS',\n",
       "    'BB',\n",
       "    'BZ',\n",
       "    'BT',\n",
       "    'BW',\n",
       "    'BF',\n",
       "    'CV',\n",
       "    'CW',\n",
       "    'DM',\n",
       "    'FJ',\n",
       "    'GM',\n",
       "    'GE',\n",
       "    'GD',\n",
       "    'GW',\n",
       "    'GY',\n",
       "    'HT',\n",
       "    'JM',\n",
       "    'KI',\n",
       "    'LS',\n",
       "    'LR',\n",
       "    'MW',\n",
       "    'MV',\n",
       "    'ML',\n",
       "    'MH',\n",
       "    'FM',\n",
       "    'NA',\n",
       "    'NR',\n",
       "    'NE',\n",
       "    'PW',\n",
       "    'PG',\n",
       "    'WS',\n",
       "    'SM',\n",
       "    'ST',\n",
       "    'SN',\n",
       "    'SC',\n",
       "    'SL',\n",
       "    'SB',\n",
       "    'KN',\n",
       "    'LC',\n",
       "    'VC',\n",
       "    'SR',\n",
       "    'TL',\n",
       "    'TO',\n",
       "    'TT',\n",
       "    'TV',\n",
       "    'VU',\n",
       "    'AZ',\n",
       "    'BN',\n",
       "    'BI',\n",
       "    'KH',\n",
       "    'CM',\n",
       "    'TD',\n",
       "    'KM',\n",
       "    'GQ',\n",
       "    'SZ',\n",
       "    'GA',\n",
       "    'GN',\n",
       "    'KG',\n",
       "    'LA',\n",
       "    'MO',\n",
       "    'MR',\n",
       "    'MN',\n",
       "    'NP',\n",
       "    'RW',\n",
       "    'TG',\n",
       "    'UZ',\n",
       "    'ZW',\n",
       "    'BJ',\n",
       "    'MG',\n",
       "    'MU',\n",
       "    'MZ',\n",
       "    'AO',\n",
       "    'CI',\n",
       "    'DJ',\n",
       "    'ZM',\n",
       "    'CD',\n",
       "    'CG',\n",
       "    'IQ',\n",
       "    'LY',\n",
       "    'TJ',\n",
       "    'VE',\n",
       "    'ET',\n",
       "    'XK'],\n",
       "   'disc_number': 1,\n",
       "   'duration_ms': 138461,\n",
       "   'episode': False,\n",
       "   'explicit': True,\n",
       "   'external_ids': {'isrc': 'BX5EU2300034'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/64CovjRwInpOJW4PiGMprY'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/64CovjRwInpOJW4PiGMprY',\n",
       "   'id': '64CovjRwInpOJW4PiGMprY',\n",
       "   'is_local': False,\n",
       "   'name': 'Faz um Vuk Vuk (Teto Espelhado)',\n",
       "   'popularity': 87,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/f3d23c3a59565e08794a83d807c40a19318a2ca0?cid=b695b72f0e9d40a6952e2f2c2a737c46',\n",
       "   'track': True,\n",
       "   'track_number': 1,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:64CovjRwInpOJW4PiGMprY'},\n",
       "  'video_thumbnail': {'url': None}}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'53985D8g3JcGBoULSOYYKX'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Seven (feat. Latto)'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2023-07-14'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['release_date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['total_tracks']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://open.spotify.com/album/53985D8g3JcGBoULSOYYKX'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['external_urls']['spotify']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extracting and oragnizing album information from dataset using a list if dictionaries\n",
    "album_list = []\n",
    "for row in data['items']:\n",
    "    album_id = row['track']['album']['id']\n",
    "    album_name = row['track']['album']['name']\n",
    "    album_release_date = row['track']['album']['release_date']\n",
    "    album_total_tracks = row['track']['album']['total_tracks']\n",
    "    album_url = row['track']['album']['external_urls']['spotify']\n",
    "    album_element = {'album_id':album_id,'name':album_name,'release_date':album_release_date,\n",
    "                        'total_tracks':album_total_tracks,'url':album_url}\n",
    "    album_list.append(album_element)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'album_id': '53985D8g3JcGBoULSOYYKX',\n",
       "  'name': 'Seven (feat. Latto)',\n",
       "  'release_date': '2023-07-14',\n",
       "  'total_tracks': 3,\n",
       "  'url': 'https://open.spotify.com/album/53985D8g3JcGBoULSOYYKX'},\n",
       " {'album_id': '3puAvurwvtvi1rodndIPW8',\n",
       "  'name': 'LA VIDA ES UNA',\n",
       "  'release_date': '2023-03-23',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/3puAvurwvtvi1rodndIPW8'},\n",
       " {'album_id': '1NAmidJlEaVgA3MpcPFYGq',\n",
       "  'name': 'Lover',\n",
       "  'release_date': '2019-08-23',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/1NAmidJlEaVgA3MpcPFYGq'},\n",
       " {'album_id': '3AafSrFIbJPH6BJHiJm1Cd',\n",
       "  'name': 'What Was I Made For? [From The Motion Picture \"Barbie\"]',\n",
       "  'release_date': '2023-07-13',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3AafSrFIbJPH6BJHiJm1Cd'},\n",
       " {'album_id': '5cH7FqB7JD5q1tJXJ7FHYu',\n",
       "  'name': 'Dance The Night (From Barbie The Album)',\n",
       "  'release_date': '2023-05-25',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5cH7FqB7JD5q1tJXJ7FHYu'},\n",
       " {'album_id': '3SHq2tBWWsAG6NEOMKZSj0',\n",
       "  'name': 'bad idea right?',\n",
       "  'release_date': '2023-08-11',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3SHq2tBWWsAG6NEOMKZSj0'},\n",
       " {'album_id': '07kam1Dks7GIucbSelfvyX',\n",
       "  'name': 'Columbia',\n",
       "  'release_date': '2023-07-07',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/07kam1Dks7GIucbSelfvyX'},\n",
       " {'album_id': '5CM66hwjlbZ06LhONWXOAs',\n",
       "  'name': 'Barbie World (with Aqua) [From Barbie The Album]',\n",
       "  'release_date': '2023-06-23',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5CM66hwjlbZ06LhONWXOAs'},\n",
       " {'album_id': '5kqfR7EuGbyp8x27Pr1kY9',\n",
       "  'name': 'vampire',\n",
       "  'release_date': '2023-06-30',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5kqfR7EuGbyp8x27Pr1kY9'},\n",
       " {'album_id': '1ZBDI1LqnuAKdrePUF2D5m',\n",
       "  'name': 'Layover',\n",
       "  'release_date': '2023-08-11',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/1ZBDI1LqnuAKdrePUF2D5m'},\n",
       " {'album_id': '5qmZefgh78fN3jsyPPlvuw',\n",
       "  'name': 'a Gift & a Curse',\n",
       "  'release_date': '2023-06-16',\n",
       "  'total_tracks': 15,\n",
       "  'url': 'https://open.spotify.com/album/5qmZefgh78fN3jsyPPlvuw'},\n",
       " {'album_id': '5l0QlaI3wdZpE7ggoO5Rwg',\n",
       "  'name': 'Sprinter',\n",
       "  'release_date': '2023-06-01',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5l0QlaI3wdZpE7ggoO5Rwg'},\n",
       " {'album_id': '6aBVGuOUEuX18rHxyDWbti',\n",
       "  'name': 'La Bebe (Remix)',\n",
       "  'release_date': '2023-03-17',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/6aBVGuOUEuX18rHxyDWbti'},\n",
       " {'album_id': '5V729UqvhwNOcMejx0m55I',\n",
       "  'name': \"NewJeans 'Super Shy'\",\n",
       "  'release_date': '2023-07-07',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/5V729UqvhwNOcMejx0m55I'},\n",
       " {'album_id': '5gCcb5fsSb6w5K8SyJrgtB',\n",
       "  'name': 'WHERE SHE GOES',\n",
       "  'release_date': '2023-05-18',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5gCcb5fsSb6w5K8SyJrgtB'},\n",
       " {'album_id': '1ZBDI1LqnuAKdrePUF2D5m',\n",
       "  'name': 'Layover',\n",
       "  'release_date': '2023-08-11',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/1ZBDI1LqnuAKdrePUF2D5m'},\n",
       " {'album_id': '18NOKLkZETa4sWwLMIm0UZ',\n",
       "  'name': 'UTOPIA',\n",
       "  'release_date': '2023-07-28',\n",
       "  'total_tracks': 19,\n",
       "  'url': 'https://open.spotify.com/album/18NOKLkZETa4sWwLMIm0UZ'},\n",
       " {'album_id': '0FqAaUEyKCyUNFE1uQPZ7i',\n",
       "  'name': 'MAÑANA SERÁ BONITO (BICHOTA SEASON)',\n",
       "  'release_date': '2023-08-10',\n",
       "  'total_tracks': 9,\n",
       "  'url': 'https://open.spotify.com/album/0FqAaUEyKCyUNFE1uQPZ7i'},\n",
       " {'album_id': '5r36AJ6VOJtp00oxSkBZ5h',\n",
       "  'name': \"Harry's House\",\n",
       "  'release_date': '2022-05-20',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/5r36AJ6VOJtp00oxSkBZ5h'},\n",
       " {'album_id': '0HiZ8fNXwJOQcrf5iflrdz',\n",
       "  'name': 'Endless Summer Vacation',\n",
       "  'release_date': '2023-03-10',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/0HiZ8fNXwJOQcrf5iflrdz'},\n",
       " {'album_id': '5aDEezKnOqyQo0qvTFhpkM',\n",
       "  'name': 'DESVELADO',\n",
       "  'release_date': '2023-04-28',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/5aDEezKnOqyQo0qvTFhpkM'},\n",
       " {'album_id': '6NcI39WPu4kY6Tul11nhSv',\n",
       "  'name': 'Daylight',\n",
       "  'release_date': '2023-04-14',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/6NcI39WPu4kY6Tul11nhSv'},\n",
       " {'album_id': '4jox3ip1I39DFC2B7R5qLH',\n",
       "  'name': 'GÉNESIS',\n",
       "  'release_date': '2023-06-29',\n",
       "  'total_tracks': 17,\n",
       "  'url': 'https://open.spotify.com/album/4jox3ip1I39DFC2B7R5qLH'},\n",
       " {'album_id': '4jtQUtS4ABgER3DnGfKJCv',\n",
       "  'name': 'Classy 101',\n",
       "  'release_date': '2023-03-31',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/4jtQUtS4ABgER3DnGfKJCv'},\n",
       " {'album_id': '1nrVofqDRs7cpWXJ49qTnP',\n",
       "  'name': 'SOS',\n",
       "  'release_date': '2022-12-08',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/1nrVofqDRs7cpWXJ49qTnP'},\n",
       " {'album_id': '2QJmrSgbdM35R67eoGQo4j',\n",
       "  'name': '1989',\n",
       "  'release_date': '2014-10-27',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/2QJmrSgbdM35R67eoGQo4j'},\n",
       " {'album_id': '18NOKLkZETa4sWwLMIm0UZ',\n",
       "  'name': 'UTOPIA',\n",
       "  'release_date': '2023-07-28',\n",
       "  'total_tracks': 19,\n",
       "  'url': 'https://open.spotify.com/album/18NOKLkZETa4sWwLMIm0UZ'},\n",
       " {'album_id': '54dZypaXHAIDzBe9ujAZ63',\n",
       "  'name': 'Paint The Town Red',\n",
       "  'release_date': '2023-08-04',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/54dZypaXHAIDzBe9ujAZ63'},\n",
       " {'album_id': '2LVDNOUUy2g8517ZEtQIcK',\n",
       "  'name': '(It Goes Like) Nanana [Edit]',\n",
       "  'release_date': '2023-06-15',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/2LVDNOUUy2g8517ZEtQIcK'},\n",
       " {'album_id': '2QJmrSgbdM35R67eoGQo4j',\n",
       "  'name': '1989',\n",
       "  'release_date': '2014-10-27',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/2QJmrSgbdM35R67eoGQo4j'},\n",
       " {'album_id': '10eNMeTimUzAKLhCOpIUlb',\n",
       "  'name': 'K-POP',\n",
       "  'release_date': '2023-07-21',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/10eNMeTimUzAKLhCOpIUlb'},\n",
       " {'album_id': '0FqAaUEyKCyUNFE1uQPZ7i',\n",
       "  'name': 'MAÑANA SERÁ BONITO (BICHOTA SEASON)',\n",
       "  'release_date': '2023-08-10',\n",
       "  'total_tracks': 9,\n",
       "  'url': 'https://open.spotify.com/album/0FqAaUEyKCyUNFE1uQPZ7i'},\n",
       " {'album_id': '44ugNcdxZyGhNiW2WWil0b',\n",
       "  'name': 'El Comienzo',\n",
       "  'release_date': '2023-08-03',\n",
       "  'total_tracks': 11,\n",
       "  'url': 'https://open.spotify.com/album/44ugNcdxZyGhNiW2WWil0b'},\n",
       " {'album_id': '4xc3Lc9yASZgEJGH7acWMB',\n",
       "  'name': 'FACE',\n",
       "  'release_date': '2023-03-24',\n",
       "  'total_tracks': 6,\n",
       "  'url': 'https://open.spotify.com/album/4xc3Lc9yASZgEJGH7acWMB'},\n",
       " {'album_id': '78bpIziExqiI9qztvNFlQu',\n",
       "  'name': 'AM',\n",
       "  'release_date': '2013-09-09',\n",
       "  'total_tracks': 12,\n",
       "  'url': 'https://open.spotify.com/album/78bpIziExqiI9qztvNFlQu'},\n",
       " {'album_id': '4jox3ip1I39DFC2B7R5qLH',\n",
       "  'name': 'GÉNESIS',\n",
       "  'release_date': '2023-06-29',\n",
       "  'total_tracks': 17,\n",
       "  'url': 'https://open.spotify.com/album/4jox3ip1I39DFC2B7R5qLH'},\n",
       " {'album_id': '52PtAAvfi8ZGTRK5c700y4',\n",
       "  'name': 'Colmillo De Leche',\n",
       "  'release_date': '2023-05-19',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/52PtAAvfi8ZGTRK5c700y4'},\n",
       " {'album_id': '5O0zUvdnJr0RbWzLFneN2i',\n",
       "  'name': 'Popular (Music from the HBO Original Series)',\n",
       "  'release_date': '2023-06-02',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5O0zUvdnJr0RbWzLFneN2i'},\n",
       " {'album_id': '151w1FgRZfnKZA9FEcg9Z3',\n",
       "  'name': 'Midnights',\n",
       "  'release_date': '2022-10-21',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/151w1FgRZfnKZA9FEcg9Z3'},\n",
       " {'album_id': '5letLUZIFsQikJYShfGNs4',\n",
       "  'name': 'The Beginning: Cupid',\n",
       "  'release_date': '2023-02-24',\n",
       "  'total_tracks': 3,\n",
       "  'url': 'https://open.spotify.com/album/5letLUZIFsQikJYShfGNs4'},\n",
       " {'album_id': '2fenSS68JI1h4Fo296JfGr',\n",
       "  'name': 'folklore',\n",
       "  'release_date': '2020-07-24',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/2fenSS68JI1h4Fo296JfGr'},\n",
       " {'album_id': '18NOKLkZETa4sWwLMIm0UZ',\n",
       "  'name': 'UTOPIA',\n",
       "  'release_date': '2023-07-28',\n",
       "  'total_tracks': 19,\n",
       "  'url': 'https://open.spotify.com/album/18NOKLkZETa4sWwLMIm0UZ'},\n",
       " {'album_id': '0nayxjaX54Frd7GsZq6Pbs',\n",
       "  'name': 'Rave & Roses Ultra',\n",
       "  'release_date': '2023-04-27',\n",
       "  'total_tracks': 22,\n",
       "  'url': 'https://open.spotify.com/album/0nayxjaX54Frd7GsZq6Pbs'},\n",
       " {'album_id': '6i7mF7whyRJuLJ4ogbH2wh',\n",
       "  'name': 'One Thing At A Time',\n",
       "  'release_date': '2023-03-03',\n",
       "  'total_tracks': 36,\n",
       "  'url': 'https://open.spotify.com/album/6i7mF7whyRJuLJ4ogbH2wh'},\n",
       " {'album_id': '4kS7bSuU0Jm9LYMosFU2x5',\n",
       "  'name': 'MAÑANA SERÁ BONITO',\n",
       "  'release_date': '2023-02-24',\n",
       "  'total_tracks': 17,\n",
       "  'url': 'https://open.spotify.com/album/4kS7bSuU0Jm9LYMosFU2x5'},\n",
       " {'album_id': '50uChhk7AKkzDKytDixjYW',\n",
       "  'name': 'RR',\n",
       "  'release_date': '2023-03-24',\n",
       "  'total_tracks': 3,\n",
       "  'url': 'https://open.spotify.com/album/50uChhk7AKkzDKytDixjYW'},\n",
       " {'album_id': '1vw6eLxCJRAfD6RMJTiuKZ',\n",
       "  'name': 'SABOR FRESA',\n",
       "  'release_date': '2023-06-22',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1vw6eLxCJRAfD6RMJTiuKZ'},\n",
       " {'album_id': '7M842DMhYVALrXsw3ty7B3',\n",
       "  'name': \"I'm Good (Blue)\",\n",
       "  'release_date': '2022-08-26',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/7M842DMhYVALrXsw3ty7B3'},\n",
       " {'album_id': '18NOKLkZETa4sWwLMIm0UZ',\n",
       "  'name': 'UTOPIA',\n",
       "  'release_date': '2023-07-28',\n",
       "  'total_tracks': 19,\n",
       "  'url': 'https://open.spotify.com/album/18NOKLkZETa4sWwLMIm0UZ'},\n",
       " {'album_id': '59qldBzRiQutEYO1hqxw7H',\n",
       "  'name': 'Faz um Vuk Vuk (Teto Espelhado)',\n",
       "  'release_date': '2023-07-20',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/59qldBzRiQutEYO1hqxw7H'}]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Structured data\n",
    "album_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extracting and oragnizing artist information from dataset using a list if dictionaries\n",
    "artist_list = []\n",
    "for row in data['items']:\n",
    "    for key, value in row.items():\n",
    "        if key == \"track\":\n",
    "            for artist in value['artists']:\n",
    "                artist_dict = {'artist_id':artist['id'], 'artist_name':artist['name'], 'external_url': artist['href']}\n",
    "                artist_list.append(artist_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'artist_id': '6HaGTQPmzraVmaVxvz6EUc',\n",
       "  'artist_name': 'Jung Kook',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6HaGTQPmzraVmaVxvz6EUc'},\n",
       " {'artist_id': '3MdXrJWsbVzdn6fe5JYkSQ',\n",
       "  'artist_name': 'Latto',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3MdXrJWsbVzdn6fe5JYkSQ'},\n",
       " {'artist_id': '7iK8PXO48WeuP03g8YR51W',\n",
       "  'artist_name': 'Myke Towers',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7iK8PXO48WeuP03g8YR51W'},\n",
       " {'artist_id': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '6qqNVTkY8uBg9cP3Jd7DAH',\n",
       "  'artist_name': 'Billie Eilish',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6qqNVTkY8uBg9cP3Jd7DAH'},\n",
       " {'artist_id': '6M2wZ9GZgrQXHCFfjv46we',\n",
       "  'artist_name': 'Dua Lipa',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6M2wZ9GZgrQXHCFfjv46we'},\n",
       " {'artist_id': '1McMsnEElThX1knmY4oliG',\n",
       "  'artist_name': 'Olivia Rodrigo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1McMsnEElThX1knmY4oliG'},\n",
       " {'artist_id': '52iwsT98xCoGgiGntTiR7K',\n",
       "  'artist_name': 'Quevedo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/52iwsT98xCoGgiGntTiR7K'},\n",
       " {'artist_id': '0hCNtLu0JehylgoiP8L4Gh',\n",
       "  'artist_name': 'Nicki Minaj',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0hCNtLu0JehylgoiP8L4Gh'},\n",
       " {'artist_id': '3LZZPxNDGDFVSIPqf4JuEf',\n",
       "  'artist_name': 'Ice Spice',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3LZZPxNDGDFVSIPqf4JuEf'},\n",
       " {'artist_id': '6kBjAFKyd0he7LiA5GQ3Gz',\n",
       "  'artist_name': 'Aqua',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6kBjAFKyd0he7LiA5GQ3Gz'},\n",
       " {'artist_id': '1McMsnEElThX1knmY4oliG',\n",
       "  'artist_name': 'Olivia Rodrigo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1McMsnEElThX1knmY4oliG'},\n",
       " {'artist_id': '3JsHnjpbhX4SnySpvpa9DK',\n",
       "  'artist_name': 'V',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3JsHnjpbhX4SnySpvpa9DK'},\n",
       " {'artist_id': '2hlmm7s2ICUX0LVIhVFlZQ',\n",
       "  'artist_name': 'Gunna',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2hlmm7s2ICUX0LVIhVFlZQ'},\n",
       " {'artist_id': '6Ip8FS7vWT1uKkJSweANQK',\n",
       "  'artist_name': 'Dave',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6Ip8FS7vWT1uKkJSweANQK'},\n",
       " {'artist_id': '5H4yInM5zmHqpKIoMNAx4r',\n",
       "  'artist_name': 'Central Cee',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5H4yInM5zmHqpKIoMNAx4r'},\n",
       " {'artist_id': '1NNRWkhwmcXRimFYSBpB1y',\n",
       "  'artist_name': 'Yng Lvcas',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1NNRWkhwmcXRimFYSBpB1y'},\n",
       " {'artist_id': '12GqGscKJx3aE4t07u7eVZ',\n",
       "  'artist_name': 'Peso Pluma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12GqGscKJx3aE4t07u7eVZ'},\n",
       " {'artist_id': '6HvZYsbFfjnjFrWF950C9d',\n",
       "  'artist_name': 'NewJeans',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6HvZYsbFfjnjFrWF950C9d'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '3JsHnjpbhX4SnySpvpa9DK',\n",
       "  'artist_name': 'V',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3JsHnjpbhX4SnySpvpa9DK'},\n",
       " {'artist_id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "  'artist_name': 'Travis Scott',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       " {'artist_id': '3TVXtAsR1Inumwj472S9r4',\n",
       "  'artist_name': 'Drake',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3TVXtAsR1Inumwj472S9r4'},\n",
       " {'artist_id': '790FomKkXshlbRYZFtlgla',\n",
       "  'artist_name': 'KAROL G',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/790FomKkXshlbRYZFtlgla'},\n",
       " {'artist_id': '6KImCVD70vtIoJWnq6nGn3',\n",
       "  'artist_name': 'Harry Styles',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6KImCVD70vtIoJWnq6nGn3'},\n",
       " {'artist_id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "  'artist_name': 'Miley Cyrus',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5YGY8feqx7naU7z4HrwZM6'},\n",
       " {'artist_id': '0XeEobZplHxzM9QzFQWLiR',\n",
       "  'artist_name': 'Eslabon Armado',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0XeEobZplHxzM9QzFQWLiR'},\n",
       " {'artist_id': '12GqGscKJx3aE4t07u7eVZ',\n",
       "  'artist_name': 'Peso Pluma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12GqGscKJx3aE4t07u7eVZ'},\n",
       " {'artist_id': '33NVpKoXjItPwUJTMZIOiY',\n",
       "  'artist_name': 'David Kushner',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/33NVpKoXjItPwUJTMZIOiY'},\n",
       " {'artist_id': '12GqGscKJx3aE4t07u7eVZ',\n",
       "  'artist_name': 'Peso Pluma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12GqGscKJx3aE4t07u7eVZ'},\n",
       " {'artist_id': '6Sbl0NT50roqWvy746MfVf',\n",
       "  'artist_name': 'Gabito Ballesteros',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6Sbl0NT50roqWvy746MfVf'},\n",
       " {'artist_id': '7Gi6gjaWy3DxyilpF1a8Is',\n",
       "  'artist_name': 'Junior H',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7Gi6gjaWy3DxyilpF1a8Is'},\n",
       " {'artist_id': '2LRoIwlKmHjgvigdNGBHNo',\n",
       "  'artist_name': 'Feid',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2LRoIwlKmHjgvigdNGBHNo'},\n",
       " {'artist_id': '3qsKSpcV3ncke3hw52JSMB',\n",
       "  'artist_name': 'Young Miko',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3qsKSpcV3ncke3hw52JSMB'},\n",
       " {'artist_id': '7tYKF4w9nC0nq9CsPZTHyP',\n",
       "  'artist_name': 'SZA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7tYKF4w9nC0nq9CsPZTHyP'},\n",
       " {'artist_id': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "  'artist_name': 'Travis Scott',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       " {'artist_id': '699OTQXzgjhIYAHMy9RyPD',\n",
       "  'artist_name': 'Playboi Carti',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/699OTQXzgjhIYAHMy9RyPD'},\n",
       " {'artist_id': '5cj0lLjcoR7YOSnhnX0Po5',\n",
       "  'artist_name': 'Doja Cat',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5cj0lLjcoR7YOSnhnX0Po5'},\n",
       " {'artist_id': '2mLA48B366zkELXYx7hcDN',\n",
       "  'artist_name': 'Peggy Gou',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2mLA48B366zkELXYx7hcDN'},\n",
       " {'artist_id': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "  'artist_name': 'Travis Scott',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "  'artist_name': 'The Weeknd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       " {'artist_id': '790FomKkXshlbRYZFtlgla',\n",
       "  'artist_name': 'KAROL G',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/790FomKkXshlbRYZFtlgla'},\n",
       " {'artist_id': '6XkjpgcEsYab502Vr1bBeW',\n",
       "  'artist_name': 'Grupo Frontera',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6XkjpgcEsYab502Vr1bBeW'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '1oSPZhvZMIrWW5I41kPkkY',\n",
       "  'artist_name': 'Jimin',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1oSPZhvZMIrWW5I41kPkkY'},\n",
       " {'artist_id': '7Ln80lUS6He07XvHI8qqHH',\n",
       "  'artist_name': 'Arctic Monkeys',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7Ln80lUS6He07XvHI8qqHH'},\n",
       " {'artist_id': '12GqGscKJx3aE4t07u7eVZ',\n",
       "  'artist_name': 'Peso Pluma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12GqGscKJx3aE4t07u7eVZ'},\n",
       " {'artist_id': '6XkjpgcEsYab502Vr1bBeW',\n",
       "  'artist_name': 'Grupo Frontera',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6XkjpgcEsYab502Vr1bBeW'},\n",
       " {'artist_id': '66ihevNkSYNzRAl44dx6jJ',\n",
       "  'artist_name': 'Carin Leon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/66ihevNkSYNzRAl44dx6jJ'},\n",
       " {'artist_id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "  'artist_name': 'The Weeknd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       " {'artist_id': '699OTQXzgjhIYAHMy9RyPD',\n",
       "  'artist_name': 'Playboi Carti',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/699OTQXzgjhIYAHMy9RyPD'},\n",
       " {'artist_id': '6tbjWDEIzxoDsBA1FuhfPW',\n",
       "  'artist_name': 'Madonna',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6tbjWDEIzxoDsBA1FuhfPW'},\n",
       " {'artist_id': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '4GJ6xDCF5jaUqD6avOuQT6',\n",
       "  'artist_name': 'FIFTY FIFTY',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4GJ6xDCF5jaUqD6avOuQT6'},\n",
       " {'artist_id': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "  'artist_name': 'Travis Scott',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       " {'artist_id': '46pWGuE3dSwY3bMMXGBvVS',\n",
       "  'artist_name': 'Rema',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/46pWGuE3dSwY3bMMXGBvVS'},\n",
       " {'artist_id': '0C8ZW7ezQVs4URX5aX7Kqx',\n",
       "  'artist_name': 'Selena Gomez',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0C8ZW7ezQVs4URX5aX7Kqx'},\n",
       " {'artist_id': '4oUHIQIBe0LHzYfvXNW4QM',\n",
       "  'artist_name': 'Morgan Wallen',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4oUHIQIBe0LHzYfvXNW4QM'},\n",
       " {'artist_id': '790FomKkXshlbRYZFtlgla',\n",
       "  'artist_name': 'KAROL G',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/790FomKkXshlbRYZFtlgla'},\n",
       " {'artist_id': '0EmeFodog0BfCgMzAIvKQp',\n",
       "  'artist_name': 'Shakira',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0EmeFodog0BfCgMzAIvKQp'},\n",
       " {'artist_id': '7ltDVBr6mKbRvohxheJ9h1',\n",
       "  'artist_name': 'ROSALÍA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7ltDVBr6mKbRvohxheJ9h1'},\n",
       " {'artist_id': '1mcTU81TzQhprhouKaTkpq',\n",
       "  'artist_name': 'Rauw Alejandro',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1mcTU81TzQhprhouKaTkpq'},\n",
       " {'artist_id': '0ys2OFYzWYB5hRDLCsBqxt',\n",
       "  'artist_name': 'Fuerza Regida',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0ys2OFYzWYB5hRDLCsBqxt'},\n",
       " {'artist_id': '1Cs0zKBU1kc0i8ypK3B9ai',\n",
       "  'artist_name': 'David Guetta',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Cs0zKBU1kc0i8ypK3B9ai'},\n",
       " {'artist_id': '64M6ah0SkkRsnPGtGiRAbb',\n",
       "  'artist_name': 'Bebe Rexha',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/64M6ah0SkkRsnPGtGiRAbb'},\n",
       " {'artist_id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "  'artist_name': 'Travis Scott',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       " {'artist_id': '7tYKF4w9nC0nq9CsPZTHyP',\n",
       "  'artist_name': 'SZA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7tYKF4w9nC0nq9CsPZTHyP'},\n",
       " {'artist_id': '1RyvyyTE3xzB2ZywiAwp0i',\n",
       "  'artist_name': 'Future',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1RyvyyTE3xzB2ZywiAwp0i'},\n",
       " {'artist_id': '2UMj7NCbuqy1yUZmiSYGjJ',\n",
       "  'artist_name': 'MC Kevin o Chris',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2UMj7NCbuqy1yUZmiSYGjJ'},\n",
       " {'artist_id': '3DIMAAaWSlVl1YQ9nsQmUN',\n",
       "  'artist_name': 'Dj Nk Da Serra',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3DIMAAaWSlVl1YQ9nsQmUN'}]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extracting and oragnizing songs information from dataset using a list if dictionaries\n",
    "song_list = []\n",
    "for row in data['items']:\n",
    "    song_id = row['track']['id']\n",
    "    song_name = row['track']['name']\n",
    "    song_duration = row['track']['duration_ms']\n",
    "    song_url = row['track']['external_urls']['spotify']\n",
    "    song_popularity = row['track']['popularity']\n",
    "    song_added = row['added_at']\n",
    "    album_id = row['track']['album']['id']\n",
    "    artist_id = row['track']['album']['artists'][0]['id']\n",
    "    song_element = {'song_id':song_id,'song_name':song_name,'duration_ms':song_duration,'url':song_url,\n",
    "                    'popularity':song_popularity,'song_added':song_added,'album_id':album_id,\n",
    "                    'artist_id':artist_id\n",
    "                   }\n",
    "    song_list.append(song_element)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create DataFrame for album information and remove duplicates\n",
    "album_df = pd.DataFrame.from_dict(album_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>album_id</th>\n",
       "      <th>name</th>\n",
       "      <th>release_date</th>\n",
       "      <th>total_tracks</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>53985D8g3JcGBoULSOYYKX</td>\n",
       "      <td>Seven (feat. Latto)</td>\n",
       "      <td>2023-07-14</td>\n",
       "      <td>3</td>\n",
       "      <td>https://open.spotify.com/album/53985D8g3JcGBoU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3puAvurwvtvi1rodndIPW8</td>\n",
       "      <td>LA VIDA ES UNA</td>\n",
       "      <td>2023-03-23</td>\n",
       "      <td>23</td>\n",
       "      <td>https://open.spotify.com/album/3puAvurwvtvi1ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1NAmidJlEaVgA3MpcPFYGq</td>\n",
       "      <td>Lover</td>\n",
       "      <td>2019-08-23</td>\n",
       "      <td>18</td>\n",
       "      <td>https://open.spotify.com/album/1NAmidJlEaVgA3M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3AafSrFIbJPH6BJHiJm1Cd</td>\n",
       "      <td>What Was I Made For? [From The Motion Picture ...</td>\n",
       "      <td>2023-07-13</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/3AafSrFIbJPH6BJ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5cH7FqB7JD5q1tJXJ7FHYu</td>\n",
       "      <td>Dance The Night (From Barbie The Album)</td>\n",
       "      <td>2023-05-25</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/5cH7FqB7JD5q1tJ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                               name  \\\n",
       "0  53985D8g3JcGBoULSOYYKX                                Seven (feat. Latto)   \n",
       "1  3puAvurwvtvi1rodndIPW8                                     LA VIDA ES UNA   \n",
       "2  1NAmidJlEaVgA3MpcPFYGq                                              Lover   \n",
       "3  3AafSrFIbJPH6BJHiJm1Cd  What Was I Made For? [From The Motion Picture ...   \n",
       "4  5cH7FqB7JD5q1tJXJ7FHYu            Dance The Night (From Barbie The Album)   \n",
       "\n",
       "  release_date  total_tracks  \\\n",
       "0   2023-07-14             3   \n",
       "1   2023-03-23            23   \n",
       "2   2019-08-23            18   \n",
       "3   2023-07-13             1   \n",
       "4   2023-05-25             1   \n",
       "\n",
       "                                                 url  \n",
       "0  https://open.spotify.com/album/53985D8g3JcGBoU...  \n",
       "1  https://open.spotify.com/album/3puAvurwvtvi1ro...  \n",
       "2  https://open.spotify.com/album/1NAmidJlEaVgA3M...  \n",
       "3  https://open.spotify.com/album/3AafSrFIbJPH6BJ...  \n",
       "4  https://open.spotify.com/album/5cH7FqB7JD5q1tJ...  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50 entries, 0 to 49\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   album_id      50 non-null     object\n",
      " 1   name          50 non-null     object\n",
      " 2   release_date  50 non-null     object\n",
      " 3   total_tracks  50 non-null     int64 \n",
      " 4   url           50 non-null     object\n",
      "dtypes: int64(1), object(4)\n",
      "memory usage: 2.1+ KB\n"
     ]
    }
   ],
   "source": [
    "album_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50 entries, 0 to 49\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   album_id      50 non-null     object\n",
      " 1   name          50 non-null     object\n",
      " 2   release_date  50 non-null     object\n",
      " 3   total_tracks  50 non-null     int64 \n",
      " 4   url           50 non-null     object\n",
      "dtypes: int64(1), object(4)\n",
      "memory usage: 2.1+ KB\n"
     ]
    }
   ],
   "source": [
    "album_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create DataFrame for artist information and remove duplicates\n",
    "artist_df = pd.DataFrame.from_dict(artist_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_df = artist_df.drop_duplicates(subset=['artist_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create DataFrame for songs information and remove duplicates\n",
    "song_df = pd.DataFrame.from_dict(song_list)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Displaying the converted Json data into a dataframes structured format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>song_id</th>\n",
       "      <th>song_name</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>url</th>\n",
       "      <th>popularity</th>\n",
       "      <th>song_added</th>\n",
       "      <th>album_id</th>\n",
       "      <th>artist_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7x9aauaA9cu6tyfpHnqDLo</td>\n",
       "      <td>Seven (feat. Latto) (Explicit Ver.)</td>\n",
       "      <td>184400</td>\n",
       "      <td>https://open.spotify.com/track/7x9aauaA9cu6tyf...</td>\n",
       "      <td>100</td>\n",
       "      <td>2023-08-13T09:30:25Z</td>\n",
       "      <td>53985D8g3JcGBoULSOYYKX</td>\n",
       "      <td>6HaGTQPmzraVmaVxvz6EUc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7ABLbnD53cQK00mhcaOUVG</td>\n",
       "      <td>LALA</td>\n",
       "      <td>197920</td>\n",
       "      <td>https://open.spotify.com/track/7ABLbnD53cQK00m...</td>\n",
       "      <td>99</td>\n",
       "      <td>2023-08-13T09:30:25Z</td>\n",
       "      <td>3puAvurwvtvi1rodndIPW8</td>\n",
       "      <td>7iK8PXO48WeuP03g8YR51W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1BxfuPKGuaTgP7aM0Bbdwr</td>\n",
       "      <td>Cruel Summer</td>\n",
       "      <td>178426</td>\n",
       "      <td>https://open.spotify.com/track/1BxfuPKGuaTgP7a...</td>\n",
       "      <td>99</td>\n",
       "      <td>2023-08-13T09:30:25Z</td>\n",
       "      <td>1NAmidJlEaVgA3MpcPFYGq</td>\n",
       "      <td>06HL4z0CvFAxyc27GXpf02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6wf7Yu7cxBSPrRlWeSeK0Q</td>\n",
       "      <td>What Was I Made For? [From The Motion Picture ...</td>\n",
       "      <td>222369</td>\n",
       "      <td>https://open.spotify.com/track/6wf7Yu7cxBSPrRl...</td>\n",
       "      <td>98</td>\n",
       "      <td>2023-08-13T09:30:25Z</td>\n",
       "      <td>3AafSrFIbJPH6BJHiJm1Cd</td>\n",
       "      <td>6qqNVTkY8uBg9cP3Jd7DAH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1vYXt7VSjH9JIM5oRRo7vA</td>\n",
       "      <td>Dance The Night (From Barbie The Album)</td>\n",
       "      <td>176579</td>\n",
       "      <td>https://open.spotify.com/track/1vYXt7VSjH9JIM5...</td>\n",
       "      <td>97</td>\n",
       "      <td>2023-08-13T09:30:25Z</td>\n",
       "      <td>5cH7FqB7JD5q1tJXJ7FHYu</td>\n",
       "      <td>6M2wZ9GZgrQXHCFfjv46we</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  song_id                                          song_name  \\\n",
       "0  7x9aauaA9cu6tyfpHnqDLo                Seven (feat. Latto) (Explicit Ver.)   \n",
       "1  7ABLbnD53cQK00mhcaOUVG                                               LALA   \n",
       "2  1BxfuPKGuaTgP7aM0Bbdwr                                       Cruel Summer   \n",
       "3  6wf7Yu7cxBSPrRlWeSeK0Q  What Was I Made For? [From The Motion Picture ...   \n",
       "4  1vYXt7VSjH9JIM5oRRo7vA            Dance The Night (From Barbie The Album)   \n",
       "\n",
       "   duration_ms                                                url  popularity  \\\n",
       "0       184400  https://open.spotify.com/track/7x9aauaA9cu6tyf...         100   \n",
       "1       197920  https://open.spotify.com/track/7ABLbnD53cQK00m...          99   \n",
       "2       178426  https://open.spotify.com/track/1BxfuPKGuaTgP7a...          99   \n",
       "3       222369  https://open.spotify.com/track/6wf7Yu7cxBSPrRl...          98   \n",
       "4       176579  https://open.spotify.com/track/1vYXt7VSjH9JIM5...          97   \n",
       "\n",
       "             song_added                album_id               artist_id  \n",
       "0  2023-08-13T09:30:25Z  53985D8g3JcGBoULSOYYKX  6HaGTQPmzraVmaVxvz6EUc  \n",
       "1  2023-08-13T09:30:25Z  3puAvurwvtvi1rodndIPW8  7iK8PXO48WeuP03g8YR51W  \n",
       "2  2023-08-13T09:30:25Z  1NAmidJlEaVgA3MpcPFYGq  06HL4z0CvFAxyc27GXpf02  \n",
       "3  2023-08-13T09:30:25Z  3AafSrFIbJPH6BJHiJm1Cd  6qqNVTkY8uBg9cP3Jd7DAH  \n",
       "4  2023-08-13T09:30:25Z  5cH7FqB7JD5q1tJXJ7FHYu  6M2wZ9GZgrQXHCFfjv46we  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>6HaGTQPmzraVmaVxvz6EUc</td>\n",
       "      <td>Jung Kook</td>\n",
       "      <td>https://api.spotify.com/v1/artists/6HaGTQPmzra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3MdXrJWsbVzdn6fe5JYkSQ</td>\n",
       "      <td>Latto</td>\n",
       "      <td>https://api.spotify.com/v1/artists/3MdXrJWsbVz...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7iK8PXO48WeuP03g8YR51W</td>\n",
       "      <td>Myke Towers</td>\n",
       "      <td>https://api.spotify.com/v1/artists/7iK8PXO48We...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06HL4z0CvFAxyc27GXpf02</td>\n",
       "      <td>Taylor Swift</td>\n",
       "      <td>https://api.spotify.com/v1/artists/06HL4z0CvFA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6qqNVTkY8uBg9cP3Jd7DAH</td>\n",
       "      <td>Billie Eilish</td>\n",
       "      <td>https://api.spotify.com/v1/artists/6qqNVTkY8uB...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                artist_id    artist_name  \\\n",
       "0  6HaGTQPmzraVmaVxvz6EUc      Jung Kook   \n",
       "1  3MdXrJWsbVzdn6fe5JYkSQ          Latto   \n",
       "2  7iK8PXO48WeuP03g8YR51W    Myke Towers   \n",
       "3  06HL4z0CvFAxyc27GXpf02   Taylor Swift   \n",
       "4  6qqNVTkY8uBg9cP3Jd7DAH  Billie Eilish   \n",
       "\n",
       "                                        external_url  \n",
       "0  https://api.spotify.com/v1/artists/6HaGTQPmzra...  \n",
       "1  https://api.spotify.com/v1/artists/3MdXrJWsbVz...  \n",
       "2  https://api.spotify.com/v1/artists/7iK8PXO48We...  \n",
       "3  https://api.spotify.com/v1/artists/06HL4z0CvFA...  \n",
       "4  https://api.spotify.com/v1/artists/6qqNVTkY8uB...  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>album_id</th>\n",
       "      <th>name</th>\n",
       "      <th>release_date</th>\n",
       "      <th>total_tracks</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>53985D8g3JcGBoULSOYYKX</td>\n",
       "      <td>Seven (feat. Latto)</td>\n",
       "      <td>2023-07-14</td>\n",
       "      <td>3</td>\n",
       "      <td>https://open.spotify.com/album/53985D8g3JcGBoU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3puAvurwvtvi1rodndIPW8</td>\n",
       "      <td>LA VIDA ES UNA</td>\n",
       "      <td>2023-03-23</td>\n",
       "      <td>23</td>\n",
       "      <td>https://open.spotify.com/album/3puAvurwvtvi1ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1NAmidJlEaVgA3MpcPFYGq</td>\n",
       "      <td>Lover</td>\n",
       "      <td>2019-08-23</td>\n",
       "      <td>18</td>\n",
       "      <td>https://open.spotify.com/album/1NAmidJlEaVgA3M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3AafSrFIbJPH6BJHiJm1Cd</td>\n",
       "      <td>What Was I Made For? [From The Motion Picture ...</td>\n",
       "      <td>2023-07-13</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/3AafSrFIbJPH6BJ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5cH7FqB7JD5q1tJXJ7FHYu</td>\n",
       "      <td>Dance The Night (From Barbie The Album)</td>\n",
       "      <td>2023-05-25</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/5cH7FqB7JD5q1tJ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                               name  \\\n",
       "0  53985D8g3JcGBoULSOYYKX                                Seven (feat. Latto)   \n",
       "1  3puAvurwvtvi1rodndIPW8                                     LA VIDA ES UNA   \n",
       "2  1NAmidJlEaVgA3MpcPFYGq                                              Lover   \n",
       "3  3AafSrFIbJPH6BJHiJm1Cd  What Was I Made For? [From The Motion Picture ...   \n",
       "4  5cH7FqB7JD5q1tJXJ7FHYu            Dance The Night (From Barbie The Album)   \n",
       "\n",
       "  release_date  total_tracks  \\\n",
       "0   2023-07-14             3   \n",
       "1   2023-03-23            23   \n",
       "2   2019-08-23            18   \n",
       "3   2023-07-13             1   \n",
       "4   2023-05-25             1   \n",
       "\n",
       "                                                 url  \n",
       "0  https://open.spotify.com/album/53985D8g3JcGBoU...  \n",
       "1  https://open.spotify.com/album/3puAvurwvtvi1ro...  \n",
       "2  https://open.spotify.com/album/1NAmidJlEaVgA3M...  \n",
       "3  https://open.spotify.com/album/3AafSrFIbJPH6BJ...  \n",
       "4  https://open.spotify.com/album/5cH7FqB7JD5q1tJ...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df['release_date'] = pd.to_datetime(album_df['release_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "song_df['song_added'] =  pd.to_datetime(song_df['song_added'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50 entries, 0 to 49\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count  Dtype              \n",
      "---  ------       --------------  -----              \n",
      " 0   song_id      50 non-null     object             \n",
      " 1   song_name    50 non-null     object             \n",
      " 2   duration_ms  50 non-null     int64              \n",
      " 3   url          50 non-null     object             \n",
      " 4   popularity   50 non-null     int64              \n",
      " 5   song_added   50 non-null     datetime64[ns, UTC]\n",
      " 6   album_id     50 non-null     object             \n",
      " 7   artist_id    50 non-null     object             \n",
      "dtypes: datetime64[ns, UTC](1), int64(2), object(5)\n",
      "memory usage: 3.2+ KB\n"
     ]
    }
   ],
   "source": [
    "song_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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