Tutorials/Python_Data_Engineering/6. End-To-End Data Pipeline Project/Spotify Data Pipeline Project.ipynb

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     "text": [
      "Requirement already satisfied: spotipy in /opt/homebrew/lib/python3.10/site-packages (2.22.1)\n",
      "Requirement already satisfied: requests>=2.25.0 in /opt/homebrew/lib/python3.10/site-packages (from spotipy) (2.28.1)\n",
      "Requirement already satisfied: urllib3>=1.26.0 in /opt/homebrew/lib/python3.10/site-packages (from spotipy) (1.26.12)\n",
      "Requirement already satisfied: six>=1.15.0 in /opt/homebrew/lib/python3.10/site-packages (from spotipy) (1.16.0)\n",
      "Requirement already satisfied: redis>=3.5.3 in /opt/homebrew/lib/python3.10/site-packages (from spotipy) (4.5.1)\n",
      "Requirement already satisfied: async-timeout>=4.0.2 in /opt/homebrew/lib/python3.10/site-packages (from redis>=3.5.3->spotipy) (4.0.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/homebrew/lib/python3.10/site-packages (from requests>=2.25.0->spotipy) (3.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/homebrew/lib/python3.10/site-packages (from requests>=2.25.0->spotipy) (2022.6.15.2)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /opt/homebrew/lib/python3.10/site-packages (from requests>=2.25.0->spotipy) (2.1.1)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.0\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.10 -m pip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install spotipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "36c80ced",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spotipy\n",
    "from spotipy.oauth2 import SpotifyClientCredentials\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "24e06a56",
   "metadata": {},
   "outputs": [],
   "source": [
    "#add your keys here\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=\"\", client_secret=\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d4ba23f",
   "metadata": {},
   "outputs": [],
   "source": [
    "sp = spotipy.Spotify(client_credentials_manager = client_credentials_manager)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "51bd1ded",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_link = \"https://open.spotify.com/playlist/37i9dQZEVXbNG2KDcFcKOF?si=1333723a6eff4b7f\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f122fea",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_URI = playlist_link.split(\"/\")[-1].split('?')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9929e020",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sp.playlist_tracks(playlist_URI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ef389262",
   "metadata": {},
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    {
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       "[{'added_at': '2023-02-10T09:38:05Z',\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",
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       "  'track': {'album': {'album_type': 'single',\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/5YGY8feqx7naU7z4HrwZM6'},\n",
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       "      'id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "      'name': 'Miley Cyrus',\n",
       "      'type': 'artist',\n",
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       "     'ZW'],\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/album/7I0tjwFtxUwBC1vgyeMAax'},\n",
       "    'href': 'https://api.spotify.com/v1/albums/7I0tjwFtxUwBC1vgyeMAax',\n",
       "    'id': '7I0tjwFtxUwBC1vgyeMAax',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d0000b273f429549123dbe8552764ba1d',\n",
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       "      'url': 'https://i.scdn.co/image/ab67616d00004851f429549123dbe8552764ba1d',\n",
       "      'width': 64}],\n",
       "    'name': 'Flowers',\n",
       "    'release_date': '2023-01-13',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 1,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:7I0tjwFtxUwBC1vgyeMAax'},\n",
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       "     'id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "     'name': 'Miley Cyrus',\n",
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       "     'uri': 'spotify:artist:5YGY8feqx7naU7z4HrwZM6'}],\n",
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       "   'disc_number': 1,\n",
       "   'duration_ms': 200454,\n",
       "   'episode': False,\n",
       "   'explicit': False,\n",
       "   'external_ids': {'isrc': 'USSM12209777'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/0yLdNVWF3Srea0uzk55zFn'},\n",
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       "   'preview_url': 'https://p.scdn.co/mp3-preview/f2857681239dee871da7055d2f725ea6dcd1b4d8?cid=cad932832b224420829e29749598ef3f',\n",
       "   'track': True,\n",
       "   'track_number': 1,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:0yLdNVWF3Srea0uzk55zFn'},\n",
       "  'video_thumbnail': {'url': None}},\n",
       " {'added_at': '2023-02-10T09:38:05Z',\n",
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       "      'id': '7tYKF4w9nC0nq9CsPZTHyP',\n",
       "      'name': 'SZA',\n",
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       "    'ZA',\n",
       "    'ZM',\n",
       "    'ZW'],\n",
       "   'disc_number': 1,\n",
       "   'duration_ms': 151324,\n",
       "   'episode': False,\n",
       "   'explicit': False,\n",
       "   'external_ids': {'isrc': 'BK4DA2202913'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/4WiQA1AGWHFvaxBU6bHghs'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/4WiQA1AGWHFvaxBU6bHghs',\n",
       "   'id': '4WiQA1AGWHFvaxBU6bHghs',\n",
       "   'is_local': False,\n",
       "   'name': 'PUNTO G',\n",
       "   'popularity': 79,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/4200c8325fe0b47d431d0e76ef006dc5c929ed6d?cid=cad932832b224420829e29749598ef3f',\n",
       "   'track': True,\n",
       "   'track_number': 10,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:4WiQA1AGWHFvaxBU6bHghs'},\n",
       "  'video_thumbnail': {'url': None}},\n",
       " {'added_at': '2023-02-10T09:38:05Z',\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/7ltDVBr6mKbRvohxheJ9h1'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/7ltDVBr6mKbRvohxheJ9h1',\n",
       "      'id': '7ltDVBr6mKbRvohxheJ9h1',\n",
       "      'name': 'ROSALÍA',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:7ltDVBr6mKbRvohxheJ9h1'}],\n",
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       "     'SK',\n",
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       "     'SM',\n",
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       "     'SZ',\n",
       "     'TD',\n",
       "     'TG',\n",
       "     'TH',\n",
       "     'TJ',\n",
       "     'TL',\n",
       "     'TN',\n",
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       "     'TT',\n",
       "     'TV',\n",
       "     'TW',\n",
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       "     'UA',\n",
       "     'UG',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'UZ',\n",
       "     '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/44mKxp7RB6x5O19VWqEXEm'},\n",
       "    'href': 'https://api.spotify.com/v1/albums/44mKxp7RB6x5O19VWqEXEm',\n",
       "    'id': '44mKxp7RB6x5O19VWqEXEm',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d0000b273b175e5feb05c6c28cc08ab62',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00001e02b175e5feb05c6c28cc08ab62',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00004851b175e5feb05c6c28cc08ab62',\n",
       "      'width': 64}],\n",
       "    'name': 'LLYLM',\n",
       "    'release_date': '2023-01-27',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 1,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:44mKxp7RB6x5O19VWqEXEm'},\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/7ltDVBr6mKbRvohxheJ9h1'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/7ltDVBr6mKbRvohxheJ9h1',\n",
       "     'id': '7ltDVBr6mKbRvohxheJ9h1',\n",
       "     'name': 'ROSALÍA',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:7ltDVBr6mKbRvohxheJ9h1'}],\n",
       "   'available_markets': ['AD',\n",
       "    'AE',\n",
       "    'AG',\n",
       "    'AL',\n",
       "    'AM',\n",
       "    'AO',\n",
       "    'AR',\n",
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       "    'AZ',\n",
       "    'BA',\n",
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       "    'BF',\n",
       "    'BG',\n",
       "    'BH',\n",
       "    'BI',\n",
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       "    'BS',\n",
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       "    'BY',\n",
       "    'BZ',\n",
       "    'CA',\n",
       "    'CD',\n",
       "    'CG',\n",
       "    'CH',\n",
       "    'CI',\n",
       "    'CL',\n",
       "    'CM',\n",
       "    'CO',\n",
       "    'CR',\n",
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       "    'CW',\n",
       "    'CY',\n",
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       "    'MV',\n",
       "    'MW',\n",
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       "    '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",
       "    'TD',\n",
       "    'TG',\n",
       "    'TH',\n",
       "    'TJ',\n",
       "    'TL',\n",
       "    'TN',\n",
       "    'TO',\n",
       "    'TR',\n",
       "    'TT',\n",
       "    'TV',\n",
       "    'TW',\n",
       "    'TZ',\n",
       "    'UA',\n",
       "    'UG',\n",
       "    'US',\n",
       "    'UY',\n",
       "    'UZ',\n",
       "    'VC',\n",
       "    'VE',\n",
       "    'VN',\n",
       "    'VU',\n",
       "    'WS',\n",
       "    'XK',\n",
       "    'ZA',\n",
       "    'ZM',\n",
       "    'ZW'],\n",
       "   'disc_number': 1,\n",
       "   'duration_ms': 174044,\n",
       "   'episode': False,\n",
       "   'explicit': False,\n",
       "   'external_ids': {'isrc': 'USSM12300114'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/2SiAcexM2p1yX6joESbehd'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/2SiAcexM2p1yX6joESbehd',\n",
       "   'id': '2SiAcexM2p1yX6joESbehd',\n",
       "   'is_local': False,\n",
       "   'name': 'LLYLM',\n",
       "   'popularity': 84,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/804841c1eb979b52c7386272634d2d874708b8c7?cid=cad932832b224420829e29749598ef3f',\n",
       "   'track': True,\n",
       "   'track_number': 1,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:2SiAcexM2p1yX6joESbehd'},\n",
       "  'video_thumbnail': {'url': None}}]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6f02d80e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'7I0tjwFtxUwBC1vgyeMAax'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e86ce179",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Flowers'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2c8b8f00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2023-01-13'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['release_date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "95582107",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['total_tracks']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "dbdb90fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://open.spotify.com/album/7I0tjwFtxUwBC1vgyeMAax'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['external_urls']['spotify']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "0279091e",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 49,
   "id": "d8a586a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'album_id': '7I0tjwFtxUwBC1vgyeMAax',\n",
       "  'name': 'Flowers',\n",
       "  'release_date': '2023-01-13',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7I0tjwFtxUwBC1vgyeMAax'},\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': '1gi2iwr1l8IUyHYHxi01pg',\n",
       "  'name': 'Shakira: Bzrp Music Sessions, Vol. 53',\n",
       "  'release_date': '2023-01-11',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1gi2iwr1l8IUyHYHxi01pg'},\n",
       " {'album_id': '3Uq1jNGnD412ZvCb6j2DKV',\n",
       "  'name': 'Gloria',\n",
       "  'release_date': '2023-01-27',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/3Uq1jNGnD412ZvCb6j2DKV'},\n",
       " {'album_id': '7txGsnDSqVMoRl6RQ9XyZP',\n",
       "  'name': 'HEROES & VILLAINS',\n",
       "  'release_date': '2022-12-02',\n",
       "  'total_tracks': 15,\n",
       "  'url': 'https://open.spotify.com/album/7txGsnDSqVMoRl6RQ9XyZP'},\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': '1TpGeAzOJgAGdPkcWl95r2',\n",
       "  'name': 'La Bachata',\n",
       "  'release_date': '2022-05-26',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1TpGeAzOJgAGdPkcWl95r2'},\n",
       " {'album_id': '5xefnzEqKIWnmTWYFzekGZ',\n",
       "  'name': 'Resistencia',\n",
       "  'release_date': '2023-01-13',\n",
       "  'total_tracks': 17,\n",
       "  'url': 'https://open.spotify.com/album/5xefnzEqKIWnmTWYFzekGZ'},\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': '3U8n8LzBx2o9gYXvvNq4uH',\n",
       "  'name': 'My 21st Century Blues',\n",
       "  'release_date': '2023-02-03',\n",
       "  'total_tracks': 15,\n",
       "  'url': 'https://open.spotify.com/album/3U8n8LzBx2o9gYXvvNq4uH'},\n",
       " {'album_id': '2b2GHWESCWEuHiCZ2Skedp',\n",
       "  'name': 'Calm Down (with Selena Gomez)',\n",
       "  'release_date': '2022-08-25',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/2b2GHWESCWEuHiCZ2Skedp'},\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': '4AdZV63ycxFLF6Hcol0QnB',\n",
       "  'name': 'Starboy',\n",
       "  'release_date': '2016-11-24',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/4AdZV63ycxFLF6Hcol0QnB'},\n",
       " {'album_id': '2AvuFDqTlnxvYhyVaLU6NY',\n",
       "  'name': 'Sr. Santos',\n",
       "  'release_date': '2022-12-01',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/2AvuFDqTlnxvYhyVaLU6NY'},\n",
       " {'album_id': '0OuoHWf8yB0TPzoBWw1R1S',\n",
       "  'name': 'Here With Me',\n",
       "  'release_date': '2022-09-22',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/0OuoHWf8yB0TPzoBWw1R1S'},\n",
       " {'album_id': '45ozep8uHHnj5CCittuyXj',\n",
       "  'name': \"NewJeans 'OMG'\",\n",
       "  'release_date': '2023-01-02',\n",
       "  'total_tracks': 2,\n",
       "  'url': 'https://open.spotify.com/album/45ozep8uHHnj5CCittuyXj'},\n",
       " {'album_id': '1kjfMVBNhsDeRyAu9zbLfF',\n",
       "  'name': 'OzuTochi',\n",
       "  'release_date': '2022-10-07',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/1kjfMVBNhsDeRyAu9zbLfF'},\n",
       " {'album_id': '493HYe7N5pleudEZRyhE7R',\n",
       "  'name': 'All I Want Is You',\n",
       "  'release_date': '2010-11-26',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/493HYe7N5pleudEZRyhE7R'},\n",
       " {'album_id': '7bnqo1fdJU9nSfXQd3bSMe',\n",
       "  'name': 'Ditto',\n",
       "  'release_date': '2022-12-19',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7bnqo1fdJU9nSfXQd3bSMe'},\n",
       " {'album_id': '4PNqWiJAfjj32hVvlchV5u',\n",
       "  'name': 'Quevedo: Bzrp Music Sessions, Vol. 52',\n",
       "  'release_date': '2022-07-06',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/4PNqWiJAfjj32hVvlchV5u'},\n",
       " {'album_id': '69AaAkdktFGnk9POmHENkT',\n",
       "  'name': 'this is what ____ feels like (Vol. 1-4)',\n",
       "  'release_date': '2022-09-23',\n",
       "  'total_tracks': 12,\n",
       "  'url': 'https://open.spotify.com/album/69AaAkdktFGnk9POmHENkT'},\n",
       " {'album_id': '04PEOM6kIEeq9lRp1asNP2',\n",
       "  'name': 'I Ain’t Worried (Music From The Motion Picture \"Top Gun: Maverick\")',\n",
       "  'release_date': '2022-05-13',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/04PEOM6kIEeq9lRp1asNP2'},\n",
       " {'album_id': '0KGBW1MQtC2aFPCDUdAkdJ',\n",
       "  'name': 'Long Way Down',\n",
       "  'release_date': '2013-06-17',\n",
       "  'total_tracks': 10,\n",
       "  'url': 'https://open.spotify.com/album/0KGBW1MQtC2aFPCDUdAkdJ'},\n",
       " {'album_id': '2OXBosbXT7Qs3J6vBd6IkI',\n",
       "  'name': 'PRC',\n",
       "  'release_date': '2023-01-23',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/2OXBosbXT7Qs3J6vBd6IkI'},\n",
       " {'album_id': '3z53jSP5i9bCPVOu3PARM8',\n",
       "  'name': 'Love Again',\n",
       "  'release_date': '2023-01-27',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3z53jSP5i9bCPVOu3PARM8'},\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': '5MS3MvWHJ3lOZPLiMxzOU6',\n",
       "  'name': 'Her Loss',\n",
       "  'release_date': '2022-11-04',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/5MS3MvWHJ3lOZPLiMxzOU6'},\n",
       " {'album_id': '0s2sLResjP92wRavoj9k0O',\n",
       "  'name': 'AMG',\n",
       "  'release_date': '2022-11-24',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/0s2sLResjP92wRavoj9k0O'},\n",
       " {'album_id': '4LVa9bljQRvLYpWr8qyaXs',\n",
       "  'name': \"Takin' It Back\",\n",
       "  'release_date': '2022-10-21',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/4LVa9bljQRvLYpWr8qyaXs'},\n",
       " {'album_id': '3RQQmkQEvNCY4prGKE6oc5',\n",
       "  'name': 'Un Verano Sin Ti',\n",
       "  'release_date': '2022-05-06',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/3RQQmkQEvNCY4prGKE6oc5'},\n",
       " {'album_id': '7ARtQpvnPN2ucbmVHngLOs',\n",
       "  'name': 'Until I Found You (Em Beihold Version)',\n",
       "  'release_date': '2022-04-22',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7ARtQpvnPN2ucbmVHngLOs'},\n",
       " {'album_id': '7JH7pr10sJV9caUhk3ORyK',\n",
       "  'name': 'Sigan Hablando',\n",
       "  'release_date': '2022-12-28',\n",
       "  'total_tracks': 13,\n",
       "  'url': 'https://open.spotify.com/album/7JH7pr10sJV9caUhk3ORyK'},\n",
       " {'album_id': '6FJxoadUE4JNVwWHghBwnb',\n",
       "  'name': 'RENAISSANCE',\n",
       "  'release_date': '2022-07-29',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/6FJxoadUE4JNVwWHghBwnb'},\n",
       " {'album_id': '1kTlYbs28MXw7hwO0NLYif',\n",
       "  'name': 'Encore (Deluxe Version)',\n",
       "  'release_date': '2004-11-12',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/1kTlYbs28MXw7hwO0NLYif'},\n",
       " {'album_id': '1skkjCQGfaGg0wpVw6cq5w',\n",
       "  'name': 'X SI VOLVEMOS',\n",
       "  'release_date': '2023-02-03',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1skkjCQGfaGg0wpVw6cq5w'},\n",
       " {'album_id': '7pijRxgRaBirPz6wDaJIp9',\n",
       "  'name': 'FELIZ CUMPLEAÑOS FERXXO TE PIRATEAMOS EL ÁLBUM',\n",
       "  'release_date': '2022-09-14',\n",
       "  'total_tracks': 15,\n",
       "  'url': 'https://open.spotify.com/album/7pijRxgRaBirPz6wDaJIp9'},\n",
       " {'album_id': '7fOmdhRrRohTzToL617xkk',\n",
       "  'name': '3 Songs At A Time Sampler',\n",
       "  'release_date': '2023-01-31',\n",
       "  'total_tracks': 3,\n",
       "  'url': 'https://open.spotify.com/album/7fOmdhRrRohTzToL617xkk'},\n",
       " {'album_id': '6dj4bRg0LCMm7B2P5Xenq5',\n",
       "  'name': 'Zona De Perigo',\n",
       "  'release_date': '2022-12-08',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/6dj4bRg0LCMm7B2P5Xenq5'},\n",
       " {'album_id': '07w0rG5TETcyihsEIZR3qG',\n",
       "  'name': 'SOS',\n",
       "  'release_date': '2022-12-09',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/07w0rG5TETcyihsEIZR3qG'},\n",
       " {'album_id': '6yiXkzHvC0OTmhfDQOEWtS',\n",
       "  'name': 'Mercury - Acts 1 & 2',\n",
       "  'release_date': '2022-07-01',\n",
       "  'total_tracks': 32,\n",
       "  'url': 'https://open.spotify.com/album/6yiXkzHvC0OTmhfDQOEWtS'},\n",
       " {'album_id': '2ODvWsOgouMbaA5xf0RkJe',\n",
       "  'name': 'Starboy',\n",
       "  'release_date': '2016-11-25',\n",
       "  'total_tracks': 18,\n",
       "  'url': 'https://open.spotify.com/album/2ODvWsOgouMbaA5xf0RkJe'},\n",
       " {'album_id': '2FD6g8bXEn2uQMYbeqqoCg',\n",
       "  'name': 'Just Wanna Rock',\n",
       "  'release_date': '2022-10-17',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/2FD6g8bXEn2uQMYbeqqoCg'},\n",
       " {'album_id': '4B3FsNFguOEJ4TWEsct83B',\n",
       "  'name': 'Romantic Homicide',\n",
       "  'release_date': '2022-07-20',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/4B3FsNFguOEJ4TWEsct83B'},\n",
       " {'album_id': '3Ks0eeH0GWpY4AU20D5HPD',\n",
       "  'name': 'Gemini Rights',\n",
       "  'release_date': '2022-07-15',\n",
       "  'total_tracks': 10,\n",
       "  'url': 'https://open.spotify.com/album/3Ks0eeH0GWpY4AU20D5HPD'},\n",
       " {'album_id': '7txGsnDSqVMoRl6RQ9XyZP',\n",
       "  'name': 'HEROES & VILLAINS',\n",
       "  'release_date': '2022-12-02',\n",
       "  'total_tracks': 15,\n",
       "  'url': 'https://open.spotify.com/album/7txGsnDSqVMoRl6RQ9XyZP'},\n",
       " {'album_id': '32G4vFNwLJQjpzkOoGEUUo',\n",
       "  'name': 'Miss You',\n",
       "  'release_date': '2022-08-05',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/32G4vFNwLJQjpzkOoGEUUo'},\n",
       " {'album_id': '3RQQmkQEvNCY4prGKE6oc5',\n",
       "  'name': 'Un Verano Sin Ti',\n",
       "  'release_date': '2022-05-06',\n",
       "  'total_tracks': 23,\n",
       "  'url': 'https://open.spotify.com/album/3RQQmkQEvNCY4prGKE6oc5'},\n",
       " {'album_id': '3okhA6w5uau6ZNhnVpwVww',\n",
       "  'name': 'Indigo (Extended)',\n",
       "  'release_date': '2019-10-04',\n",
       "  'total_tracks': 42,\n",
       "  'url': 'https://open.spotify.com/album/3okhA6w5uau6ZNhnVpwVww'},\n",
       " {'album_id': '156gxGFDxadwiIC3Bfwmj3',\n",
       "  'name': 'DONDE QUIERO ESTAR',\n",
       "  'release_date': '2023-01-20',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/156gxGFDxadwiIC3Bfwmj3'},\n",
       " {'album_id': '44mKxp7RB6x5O19VWqEXEm',\n",
       "  'name': 'LLYLM',\n",
       "  'release_date': '2023-01-27',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/44mKxp7RB6x5O19VWqEXEm'}]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "3549c060",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'added_at': '2023-02-10T09:38:05Z',\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/5YGY8feqx7naU7z4HrwZM6'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/5YGY8feqx7naU7z4HrwZM6',\n",
       "     'id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "     'name': 'Miley Cyrus',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:5YGY8feqx7naU7z4HrwZM6'}],\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",
       "    'BH',\n",
       "    'BI',\n",
       "    'BJ',\n",
       "    'BN',\n",
       "    'BO',\n",
       "    'BR',\n",
       "    'BS',\n",
       "    'BT',\n",
       "    'BW',\n",
       "    'BY',\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",
       "    'IS',\n",
       "    'IT',\n",
       "    'JM',\n",
       "    'JO',\n",
       "    'JP',\n",
       "    'KE',\n",
       "    'KG',\n",
       "    'KH',\n",
       "    'KI',\n",
       "    'KM',\n",
       "    'KN',\n",
       "    'KR',\n",
       "    'KW',\n",
       "    'KZ',\n",
       "    'LA',\n",
       "    'LB',\n",
       "    'LC',\n",
       "    'LI',\n",
       "    'LK',\n",
       "    'LR',\n",
       "    'LS',\n",
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       "    'LY',\n",
       "    'MA',\n",
       "    'MC',\n",
       "    'MD',\n",
       "    'ME',\n",
       "    'MG',\n",
       "    'MH',\n",
       "    'MK',\n",
       "    'ML',\n",
       "    'MN',\n",
       "    'MO',\n",
       "    'MR',\n",
       "    'MT',\n",
       "    'MU',\n",
       "    '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",
       "    'TD',\n",
       "    'TG',\n",
       "    'TH',\n",
       "    'TJ',\n",
       "    'TL',\n",
       "    'TN',\n",
       "    'TO',\n",
       "    'TR',\n",
       "    'TT',\n",
       "    'TV',\n",
       "    'TW',\n",
       "    'TZ',\n",
       "    'UA',\n",
       "    'UG',\n",
       "    'US',\n",
       "    'UY',\n",
       "    'UZ',\n",
       "    '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/7I0tjwFtxUwBC1vgyeMAax'},\n",
       "   'href': 'https://api.spotify.com/v1/albums/7I0tjwFtxUwBC1vgyeMAax',\n",
       "   'id': '7I0tjwFtxUwBC1vgyeMAax',\n",
       "   'images': [{'height': 640,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d0000b273f429549123dbe8552764ba1d',\n",
       "     'width': 640},\n",
       "    {'height': 300,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d00001e02f429549123dbe8552764ba1d',\n",
       "     'width': 300},\n",
       "    {'height': 64,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d00004851f429549123dbe8552764ba1d',\n",
       "     'width': 64}],\n",
       "   'name': 'Flowers',\n",
       "   'release_date': '2023-01-13',\n",
       "   'release_date_precision': 'day',\n",
       "   'total_tracks': 1,\n",
       "   'type': 'album',\n",
       "   'uri': 'spotify:album:7I0tjwFtxUwBC1vgyeMAax'},\n",
       "  'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/5YGY8feqx7naU7z4HrwZM6'},\n",
       "    'href': 'https://api.spotify.com/v1/artists/5YGY8feqx7naU7z4HrwZM6',\n",
       "    'id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "    'name': 'Miley Cyrus',\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:5YGY8feqx7naU7z4HrwZM6'}],\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",
       "   'BH',\n",
       "   'BI',\n",
       "   'BJ',\n",
       "   'BN',\n",
       "   'BO',\n",
       "   'BR',\n",
       "   'BS',\n",
       "   'BT',\n",
       "   'BW',\n",
       "   'BY',\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",
       "   'IS',\n",
       "   'IT',\n",
       "   'JM',\n",
       "   'JO',\n",
       "   'JP',\n",
       "   'KE',\n",
       "   'KG',\n",
       "   'KH',\n",
       "   'KI',\n",
       "   'KM',\n",
       "   'KN',\n",
       "   'KR',\n",
       "   'KW',\n",
       "   'KZ',\n",
       "   'LA',\n",
       "   'LB',\n",
       "   'LC',\n",
       "   'LI',\n",
       "   'LK',\n",
       "   'LR',\n",
       "   'LS',\n",
       "   'LT',\n",
       "   'LU',\n",
       "   'LV',\n",
       "   'LY',\n",
       "   'MA',\n",
       "   'MC',\n",
       "   'MD',\n",
       "   'ME',\n",
       "   'MG',\n",
       "   'MH',\n",
       "   'MK',\n",
       "   'ML',\n",
       "   'MN',\n",
       "   'MO',\n",
       "   'MR',\n",
       "   'MT',\n",
       "   'MU',\n",
       "   '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",
       "   'TD',\n",
       "   'TG',\n",
       "   'TH',\n",
       "   'TJ',\n",
       "   'TL',\n",
       "   'TN',\n",
       "   'TO',\n",
       "   'TR',\n",
       "   'TT',\n",
       "   'TV',\n",
       "   'TW',\n",
       "   'TZ',\n",
       "   'UA',\n",
       "   'UG',\n",
       "   'US',\n",
       "   'UY',\n",
       "   'UZ',\n",
       "   'VC',\n",
       "   'VE',\n",
       "   'VN',\n",
       "   'VU',\n",
       "   'WS',\n",
       "   'XK',\n",
       "   'ZA',\n",
       "   'ZM',\n",
       "   'ZW'],\n",
       "  'disc_number': 1,\n",
       "  'duration_ms': 200454,\n",
       "  'episode': False,\n",
       "  'explicit': False,\n",
       "  'external_ids': {'isrc': 'USSM12209777'},\n",
       "  'external_urls': {'spotify': 'https://open.spotify.com/track/0yLdNVWF3Srea0uzk55zFn'},\n",
       "  'href': 'https://api.spotify.com/v1/tracks/0yLdNVWF3Srea0uzk55zFn',\n",
       "  'id': '0yLdNVWF3Srea0uzk55zFn',\n",
       "  'is_local': False,\n",
       "  'name': 'Flowers',\n",
       "  'popularity': 100,\n",
       "  'preview_url': 'https://p.scdn.co/mp3-preview/f2857681239dee871da7055d2f725ea6dcd1b4d8?cid=cad932832b224420829e29749598ef3f',\n",
       "  'track': True,\n",
       "  'track_number': 1,\n",
       "  'type': 'track',\n",
       "  'uri': 'spotify:track:0yLdNVWF3Srea0uzk55zFn'},\n",
       " 'video_thumbnail': {'url': None}}"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "33a35eae",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 76,
   "id": "6f944126",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'artist_id': '5YGY8feqx7naU7z4HrwZM6',\n",
       "  'artist_name': 'Miley Cyrus',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5YGY8feqx7naU7z4HrwZM6'},\n",
       " {'artist_id': '7tYKF4w9nC0nq9CsPZTHyP',\n",
       "  'artist_name': 'SZA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7tYKF4w9nC0nq9CsPZTHyP'},\n",
       " {'artist_id': '716NhGYqD1jl2wI1Qkgq36',\n",
       "  'artist_name': 'Bizarrap',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/716NhGYqD1jl2wI1Qkgq36'},\n",
       " {'artist_id': '0EmeFodog0BfCgMzAIvKQp',\n",
       "  'artist_name': 'Shakira',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0EmeFodog0BfCgMzAIvKQp'},\n",
       " {'artist_id': '2wY79sveU1sp5g7SokKOiI',\n",
       "  'artist_name': 'Sam Smith',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2wY79sveU1sp5g7SokKOiI'},\n",
       " {'artist_id': '3Xt3RrJMFv5SZkCfUE8C1J',\n",
       "  'artist_name': 'Kim Petras',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3Xt3RrJMFv5SZkCfUE8C1J'},\n",
       " {'artist_id': '0iEtIxbK0KxaSlF7G42ZOp',\n",
       "  'artist_name': 'Metro Boomin',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0iEtIxbK0KxaSlF7G42ZOp'},\n",
       " {'artist_id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "  'artist_name': 'The Weeknd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       " {'artist_id': '1URnnhqYAYcrqrcwql10ft',\n",
       "  'artist_name': '21 Savage',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft'},\n",
       " {'artist_id': '6KImCVD70vtIoJWnq6nGn3',\n",
       "  'artist_name': 'Harry Styles',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6KImCVD70vtIoJWnq6nGn3'},\n",
       " {'artist_id': '0tmwSHipWxN12fsoLcFU3B',\n",
       "  'artist_name': 'Manuel Turizo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0tmwSHipWxN12fsoLcFU3B'},\n",
       " {'artist_id': '0eHQ9o50hj6ZDNBt6Ys1sD',\n",
       "  'artist_name': 'Yandel',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0eHQ9o50hj6ZDNBt6Ys1sD'},\n",
       " {'artist_id': '2LRoIwlKmHjgvigdNGBHNo',\n",
       "  'artist_name': 'Feid',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2LRoIwlKmHjgvigdNGBHNo'},\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': '5KKpBU5eC2tJDzf0wmlRp2',\n",
       "  'artist_name': 'RAYE',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5KKpBU5eC2tJDzf0wmlRp2'},\n",
       " {'artist_id': '12Zk1DFhCbHY6v3xep2ZjI',\n",
       "  'artist_name': '070 Shake',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12Zk1DFhCbHY6v3xep2ZjI'},\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': '06HL4z0CvFAxyc27GXpf02',\n",
       "  'artist_name': 'Taylor Swift',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02'},\n",
       " {'artist_id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "  'artist_name': 'The Weeknd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       " {'artist_id': '4SsVbpTthjScTS7U2hmr1X',\n",
       "  'artist_name': 'Arcángel',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4SsVbpTthjScTS7U2hmr1X'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '5y8tKLUfMvliMe8IKamR32',\n",
       "  'artist_name': 'd4vd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5y8tKLUfMvliMe8IKamR32'},\n",
       " {'artist_id': '6HvZYsbFfjnjFrWF950C9d',\n",
       "  'artist_name': 'NewJeans',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6HvZYsbFfjnjFrWF950C9d'},\n",
       " {'artist_id': '1i8SpTcr7yvPOmcqrbnVXY',\n",
       "  'artist_name': 'Ozuna',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1i8SpTcr7yvPOmcqrbnVXY'},\n",
       " {'artist_id': '2LRoIwlKmHjgvigdNGBHNo',\n",
       "  'artist_name': 'Feid',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2LRoIwlKmHjgvigdNGBHNo'},\n",
       " {'artist_id': '360IAlyVv4PCEVjgyMZrxK',\n",
       "  'artist_name': 'Miguel',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/360IAlyVv4PCEVjgyMZrxK'},\n",
       " {'artist_id': '6HvZYsbFfjnjFrWF950C9d',\n",
       "  'artist_name': 'NewJeans',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6HvZYsbFfjnjFrWF950C9d'},\n",
       " {'artist_id': '716NhGYqD1jl2wI1Qkgq36',\n",
       "  'artist_name': 'Bizarrap',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/716NhGYqD1jl2wI1Qkgq36'},\n",
       " {'artist_id': '52iwsT98xCoGgiGntTiR7K',\n",
       "  'artist_name': 'Quevedo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/52iwsT98xCoGgiGntTiR7K'},\n",
       " {'artist_id': '164Uj4eKjl6zTBKfJLFKKK',\n",
       "  'artist_name': 'JVKE',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/164Uj4eKjl6zTBKfJLFKKK'},\n",
       " {'artist_id': '5Pwc4xIPtQLFEnJriah9YJ',\n",
       "  'artist_name': 'OneRepublic',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5Pwc4xIPtQLFEnJriah9YJ'},\n",
       " {'artist_id': '2txHhyCwHjUEpJjWrEyqyX',\n",
       "  'artist_name': 'Tom Odell',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2txHhyCwHjUEpJjWrEyqyX'},\n",
       " {'artist_id': '12GqGscKJx3aE4t07u7eVZ',\n",
       "  'artist_name': 'Peso Pluma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/12GqGscKJx3aE4t07u7eVZ'},\n",
       " {'artist_id': '0elWFr7TW8piilVRYJUe4P',\n",
       "  'artist_name': 'Natanael Cano',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0elWFr7TW8piilVRYJUe4P'},\n",
       " {'artist_id': '2tIP7SsRs7vjIcLrU85W8J',\n",
       "  'artist_name': 'The Kid LAROI',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2tIP7SsRs7vjIcLrU85W8J'},\n",
       " {'artist_id': '7Ln80lUS6He07XvHI8qqHH',\n",
       "  'artist_name': 'Arctic Monkeys',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7Ln80lUS6He07XvHI8qqHH'},\n",
       " {'artist_id': '3TVXtAsR1Inumwj472S9r4',\n",
       "  'artist_name': 'Drake',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3TVXtAsR1Inumwj472S9r4'},\n",
       " {'artist_id': '1URnnhqYAYcrqrcwql10ft',\n",
       "  'artist_name': '21 Savage',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft'},\n",
       " {'artist_id': '0elWFr7TW8piilVRYJUe4P',\n",
       "  'artist_name': 'Natanael Cano',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0elWFr7TW8piilVRYJUe4P'},\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': '6JL8zeS1NmiOftqZTRgdTz',\n",
       "  'artist_name': 'Meghan Trainor',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6JL8zeS1NmiOftqZTRgdTz'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '37230BxxYs9ksS7OkZw3IU',\n",
       "  'artist_name': 'Chencho Corleone',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/37230BxxYs9ksS7OkZw3IU'},\n",
       " {'artist_id': '5XKFrudbV4IiuE5WuTPRmT',\n",
       "  'artist_name': 'Stephen Sanchez',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5XKFrudbV4IiuE5WuTPRmT'},\n",
       " {'artist_id': '7o2ZQYM7nTsaVdkXY38UAA',\n",
       "  'artist_name': 'Em Beihold',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7o2ZQYM7nTsaVdkXY38UAA'},\n",
       " {'artist_id': '0ys2OFYzWYB5hRDLCsBqxt',\n",
       "  'artist_name': 'Fuerza Regida',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0ys2OFYzWYB5hRDLCsBqxt'},\n",
       " {'artist_id': '6XkjpgcEsYab502Vr1bBeW',\n",
       "  'artist_name': 'Grupo Frontera',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6XkjpgcEsYab502Vr1bBeW'},\n",
       " {'artist_id': '6vWDO969PvNqNYHIOW5v0m',\n",
       "  'artist_name': 'Beyoncé',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6vWDO969PvNqNYHIOW5v0m'},\n",
       " {'artist_id': '7dGJo4pcD2V6oG8kP0tJRR',\n",
       "  'artist_name': 'Eminem',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7dGJo4pcD2V6oG8kP0tJRR'},\n",
       " {'artist_id': '790FomKkXshlbRYZFtlgla',\n",
       "  'artist_name': 'KAROL G',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/790FomKkXshlbRYZFtlgla'},\n",
       " {'artist_id': '5lwmRuXgjX8xIwlnauTZIP',\n",
       "  'artist_name': 'Romeo Santos',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5lwmRuXgjX8xIwlnauTZIP'},\n",
       " {'artist_id': '2LRoIwlKmHjgvigdNGBHNo',\n",
       "  'artist_name': 'Feid',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2LRoIwlKmHjgvigdNGBHNo'},\n",
       " {'artist_id': '4oUHIQIBe0LHzYfvXNW4QM',\n",
       "  'artist_name': 'Morgan Wallen',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4oUHIQIBe0LHzYfvXNW4QM'},\n",
       " {'artist_id': '7KVJCU4z5L4EUHILL8aMxR',\n",
       "  'artist_name': 'Leo Santana',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7KVJCU4z5L4EUHILL8aMxR'},\n",
       " {'artist_id': '7tYKF4w9nC0nq9CsPZTHyP',\n",
       "  'artist_name': 'SZA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7tYKF4w9nC0nq9CsPZTHyP'},\n",
       " {'artist_id': '53XhwfbYqKCa1cC15pYq2q',\n",
       "  'artist_name': 'Imagine Dragons',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/53XhwfbYqKCa1cC15pYq2q'},\n",
       " {'artist_id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "  'artist_name': 'The Weeknd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       " {'artist_id': '4tZwfgrHOc3mvqYlEYSvVi',\n",
       "  'artist_name': 'Daft Punk',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4tZwfgrHOc3mvqYlEYSvVi'},\n",
       " {'artist_id': '4O15NlyKLIASxsJ0PrXPfz',\n",
       "  'artist_name': 'Lil Uzi Vert',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4O15NlyKLIASxsJ0PrXPfz'},\n",
       " {'artist_id': '5y8tKLUfMvliMe8IKamR32',\n",
       "  'artist_name': 'd4vd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5y8tKLUfMvliMe8IKamR32'},\n",
       " {'artist_id': '57vWImR43h4CaDao012Ofp',\n",
       "  'artist_name': 'Steve Lacy',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/57vWImR43h4CaDao012Ofp'},\n",
       " {'artist_id': '0iEtIxbK0KxaSlF7G42ZOp',\n",
       "  'artist_name': 'Metro Boomin',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0iEtIxbK0KxaSlF7G42ZOp'},\n",
       " {'artist_id': '1RyvyyTE3xzB2ZywiAwp0i',\n",
       "  'artist_name': 'Future',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1RyvyyTE3xzB2ZywiAwp0i'},\n",
       " {'artist_id': '7bXgB6jMjp9ATFy66eO08Z',\n",
       "  'artist_name': 'Chris Brown',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7bXgB6jMjp9ATFy66eO08Z'},\n",
       " {'artist_id': '6TLwD7HPWuiOzvXEa3oCNe',\n",
       "  'artist_name': 'Oliver Tree',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6TLwD7HPWuiOzvXEa3oCNe'},\n",
       " {'artist_id': '3t5xRXzsuZmMDkQzgOX35S',\n",
       "  'artist_name': 'Robin Schulz',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3t5xRXzsuZmMDkQzgOX35S'},\n",
       " {'artist_id': '4q3ewBCX7sLwd24euuV69X',\n",
       "  'artist_name': 'Bad Bunny',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4q3ewBCX7sLwd24euuV69X'},\n",
       " {'artist_id': '7bXgB6jMjp9ATFy66eO08Z',\n",
       "  'artist_name': 'Chris Brown',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7bXgB6jMjp9ATFy66eO08Z'},\n",
       " {'artist_id': '52iwsT98xCoGgiGntTiR7K',\n",
       "  'artist_name': 'Quevedo',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/52iwsT98xCoGgiGntTiR7K'},\n",
       " {'artist_id': '7ltDVBr6mKbRvohxheJ9h1',\n",
       "  'artist_name': 'ROSALÍA',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7ltDVBr6mKbRvohxheJ9h1'}]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "0b7e5d0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 79,
   "id": "d1e19ac2",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df = pd.DataFrame.from_dict(album_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "d05aa5f9",
   "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>7I0tjwFtxUwBC1vgyeMAax</td>\n",
       "      <td>Flowers</td>\n",
       "      <td>2023-01-13</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7I0tjwFtxUwBC1v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1nrVofqDRs7cpWXJ49qTnP</td>\n",
       "      <td>SOS</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>23</td>\n",
       "      <td>https://open.spotify.com/album/1nrVofqDRs7cpWX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1gi2iwr1l8IUyHYHxi01pg</td>\n",
       "      <td>Shakira: Bzrp Music Sessions, Vol. 53</td>\n",
       "      <td>2023-01-11</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/1gi2iwr1l8IUyHY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3Uq1jNGnD412ZvCb6j2DKV</td>\n",
       "      <td>Gloria</td>\n",
       "      <td>2023-01-27</td>\n",
       "      <td>13</td>\n",
       "      <td>https://open.spotify.com/album/3Uq1jNGnD412ZvC...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7txGsnDSqVMoRl6RQ9XyZP</td>\n",
       "      <td>HEROES &amp; VILLAINS</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>15</td>\n",
       "      <td>https://open.spotify.com/album/7txGsnDSqVMoRl6...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                   name release_date  \\\n",
       "0  7I0tjwFtxUwBC1vgyeMAax                                Flowers   2023-01-13   \n",
       "1  1nrVofqDRs7cpWXJ49qTnP                                    SOS   2022-12-08   \n",
       "2  1gi2iwr1l8IUyHYHxi01pg  Shakira: Bzrp Music Sessions, Vol. 53   2023-01-11   \n",
       "3  3Uq1jNGnD412ZvCb6j2DKV                                 Gloria   2023-01-27   \n",
       "4  7txGsnDSqVMoRl6RQ9XyZP                      HEROES & VILLAINS   2022-12-02   \n",
       "\n",
       "   total_tracks                                                url  \n",
       "0             1  https://open.spotify.com/album/7I0tjwFtxUwBC1v...  \n",
       "1            23  https://open.spotify.com/album/1nrVofqDRs7cpWX...  \n",
       "2             1  https://open.spotify.com/album/1gi2iwr1l8IUyHY...  \n",
       "3            13  https://open.spotify.com/album/3Uq1jNGnD412ZvC...  \n",
       "4            15  https://open.spotify.com/album/7txGsnDSqVMoRl6...  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "ede8bc2f",
   "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": 83,
   "id": "e83f9c61",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df = album_df.drop_duplicates(subset=['album_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "ced1ed61",
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_df = pd.DataFrame.from_dict(artist_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "da7951b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_df = artist_df.drop_duplicates(subset=['artist_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "70589198",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Song Dataframe\n",
    "song_df = pd.DataFrame.from_dict(song_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "99c1281c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<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>0yLdNVWF3Srea0uzk55zFn</td>\n",
       "      <td>Flowers</td>\n",
       "      <td>200454</td>\n",
       "      <td>https://open.spotify.com/track/0yLdNVWF3Srea0u...</td>\n",
       "      <td>100</td>\n",
       "      <td>2023-02-10T09:38:05Z</td>\n",
       "      <td>7I0tjwFtxUwBC1vgyeMAax</td>\n",
       "      <td>5YGY8feqx7naU7z4HrwZM6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1Qrg8KqiBpW07V7PNxwwwL</td>\n",
       "      <td>Kill Bill</td>\n",
       "      <td>153946</td>\n",
       "      <td>https://open.spotify.com/track/1Qrg8KqiBpW07V7...</td>\n",
       "      <td>91</td>\n",
       "      <td>2023-02-10T09:38:05Z</td>\n",
       "      <td>1nrVofqDRs7cpWXJ49qTnP</td>\n",
       "      <td>7tYKF4w9nC0nq9CsPZTHyP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4nrPB8O7Y7wsOCJdgXkthe</td>\n",
       "      <td>Shakira: Bzrp Music Sessions, Vol. 53</td>\n",
       "      <td>214945</td>\n",
       "      <td>https://open.spotify.com/track/4nrPB8O7Y7wsOCJ...</td>\n",
       "      <td>96</td>\n",
       "      <td>2023-02-10T09:38:05Z</td>\n",
       "      <td>1gi2iwr1l8IUyHYHxi01pg</td>\n",
       "      <td>716NhGYqD1jl2wI1Qkgq36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0NZPBYD5qbEWRs3PrGiRkT</td>\n",
       "      <td>Unholy (feat. Kim Petras)</td>\n",
       "      <td>156943</td>\n",
       "      <td>https://open.spotify.com/track/0NZPBYD5qbEWRs3...</td>\n",
       "      <td>82</td>\n",
       "      <td>2023-02-10T09:38:05Z</td>\n",
       "      <td>3Uq1jNGnD412ZvCb6j2DKV</td>\n",
       "      <td>2wY79sveU1sp5g7SokKOiI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2dHHgzDwk4BJdRwy9uXhTO</td>\n",
       "      <td>Creepin' (with The Weeknd &amp; 21 Savage)</td>\n",
       "      <td>221520</td>\n",
       "      <td>https://open.spotify.com/track/2dHHgzDwk4BJdRw...</td>\n",
       "      <td>93</td>\n",
       "      <td>2023-02-10T09:38:05Z</td>\n",
       "      <td>7txGsnDSqVMoRl6RQ9XyZP</td>\n",
       "      <td>0iEtIxbK0KxaSlF7G42ZOp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  song_id                               song_name  \\\n",
       "0  0yLdNVWF3Srea0uzk55zFn                                 Flowers   \n",
       "1  1Qrg8KqiBpW07V7PNxwwwL                               Kill Bill   \n",
       "2  4nrPB8O7Y7wsOCJdgXkthe   Shakira: Bzrp Music Sessions, Vol. 53   \n",
       "3  0NZPBYD5qbEWRs3PrGiRkT               Unholy (feat. Kim Petras)   \n",
       "4  2dHHgzDwk4BJdRwy9uXhTO  Creepin' (with The Weeknd & 21 Savage)   \n",
       "\n",
       "   duration_ms                                                url  popularity  \\\n",
       "0       200454  https://open.spotify.com/track/0yLdNVWF3Srea0u...         100   \n",
       "1       153946  https://open.spotify.com/track/1Qrg8KqiBpW07V7...          91   \n",
       "2       214945  https://open.spotify.com/track/4nrPB8O7Y7wsOCJ...          96   \n",
       "3       156943  https://open.spotify.com/track/0NZPBYD5qbEWRs3...          82   \n",
       "4       221520  https://open.spotify.com/track/2dHHgzDwk4BJdRw...          93   \n",
       "\n",
       "             song_added                album_id               artist_id  \n",
       "0  2023-02-10T09:38:05Z  7I0tjwFtxUwBC1vgyeMAax  5YGY8feqx7naU7z4HrwZM6  \n",
       "1  2023-02-10T09:38:05Z  1nrVofqDRs7cpWXJ49qTnP  7tYKF4w9nC0nq9CsPZTHyP  \n",
       "2  2023-02-10T09:38:05Z  1gi2iwr1l8IUyHYHxi01pg  716NhGYqD1jl2wI1Qkgq36  \n",
       "3  2023-02-10T09:38:05Z  3Uq1jNGnD412ZvCb6j2DKV  2wY79sveU1sp5g7SokKOiI  \n",
       "4  2023-02-10T09:38:05Z  7txGsnDSqVMoRl6RQ9XyZP  0iEtIxbK0KxaSlF7G42ZOp  "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "a0ce928c",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>artist_id</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>external_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5YGY8feqx7naU7z4HrwZM6</td>\n",
       "      <td>Miley Cyrus</td>\n",
       "      <td>https://api.spotify.com/v1/artists/5YGY8feqx7n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7tYKF4w9nC0nq9CsPZTHyP</td>\n",
       "      <td>SZA</td>\n",
       "      <td>https://api.spotify.com/v1/artists/7tYKF4w9nC0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>716NhGYqD1jl2wI1Qkgq36</td>\n",
       "      <td>Bizarrap</td>\n",
       "      <td>https://api.spotify.com/v1/artists/716NhGYqD1j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0EmeFodog0BfCgMzAIvKQp</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>https://api.spotify.com/v1/artists/0EmeFodog0B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2wY79sveU1sp5g7SokKOiI</td>\n",
       "      <td>Sam Smith</td>\n",
       "      <td>https://api.spotify.com/v1/artists/2wY79sveU1s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                artist_id  artist_name  \\\n",
       "0  5YGY8feqx7naU7z4HrwZM6  Miley Cyrus   \n",
       "1  7tYKF4w9nC0nq9CsPZTHyP          SZA   \n",
       "2  716NhGYqD1jl2wI1Qkgq36     Bizarrap   \n",
       "3  0EmeFodog0BfCgMzAIvKQp      Shakira   \n",
       "4  2wY79sveU1sp5g7SokKOiI    Sam Smith   \n",
       "\n",
       "                                        external_url  \n",
       "0  https://api.spotify.com/v1/artists/5YGY8feqx7n...  \n",
       "1  https://api.spotify.com/v1/artists/7tYKF4w9nC0...  \n",
       "2  https://api.spotify.com/v1/artists/716NhGYqD1j...  \n",
       "3  https://api.spotify.com/v1/artists/0EmeFodog0B...  \n",
       "4  https://api.spotify.com/v1/artists/2wY79sveU1s...  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "11615bcd",
   "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>7I0tjwFtxUwBC1vgyeMAax</td>\n",
       "      <td>Flowers</td>\n",
       "      <td>2023-01-13</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7I0tjwFtxUwBC1v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1nrVofqDRs7cpWXJ49qTnP</td>\n",
       "      <td>SOS</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>23</td>\n",
       "      <td>https://open.spotify.com/album/1nrVofqDRs7cpWX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1gi2iwr1l8IUyHYHxi01pg</td>\n",
       "      <td>Shakira: Bzrp Music Sessions, Vol. 53</td>\n",
       "      <td>2023-01-11</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/1gi2iwr1l8IUyHY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3Uq1jNGnD412ZvCb6j2DKV</td>\n",
       "      <td>Gloria</td>\n",
       "      <td>2023-01-27</td>\n",
       "      <td>13</td>\n",
       "      <td>https://open.spotify.com/album/3Uq1jNGnD412ZvC...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7txGsnDSqVMoRl6RQ9XyZP</td>\n",
       "      <td>HEROES &amp; VILLAINS</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>15</td>\n",
       "      <td>https://open.spotify.com/album/7txGsnDSqVMoRl6...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                   name release_date  \\\n",
       "0  7I0tjwFtxUwBC1vgyeMAax                                Flowers   2023-01-13   \n",
       "1  1nrVofqDRs7cpWXJ49qTnP                                    SOS   2022-12-08   \n",
       "2  1gi2iwr1l8IUyHYHxi01pg  Shakira: Bzrp Music Sessions, Vol. 53   2023-01-11   \n",
       "3  3Uq1jNGnD412ZvCb6j2DKV                                 Gloria   2023-01-27   \n",
       "4  7txGsnDSqVMoRl6RQ9XyZP                      HEROES & VILLAINS   2022-12-02   \n",
       "\n",
       "   total_tracks                                                url  \n",
       "0             1  https://open.spotify.com/album/7I0tjwFtxUwBC1v...  \n",
       "1            23  https://open.spotify.com/album/1nrVofqDRs7cpWX...  \n",
       "2             1  https://open.spotify.com/album/1gi2iwr1l8IUyHY...  \n",
       "3            13  https://open.spotify.com/album/3Uq1jNGnD412ZvC...  \n",
       "4            15  https://open.spotify.com/album/7txGsnDSqVMoRl6...  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "26f6f2bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df['release_date'] = pd.to_datetime(album_df['release_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "f424b92b",
   "metadata": {},
   "outputs": [],
   "source": [
    "song_df['song_added'] =  pd.to_datetime(song_df['song_added'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "a0fc699e",
   "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,
   "id": "1e471a69",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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