spotify_api_testing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14a7cf1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: spotipy in c:\\users\\ameet\\anaconda3\\lib\\site-packages (2.23.0)\n",
      "Requirement already satisfied: requests>=2.25.0 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from spotipy) (2.28.1)\n",
      "Requirement already satisfied: redis>=3.5.3 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from spotipy) (4.5.4)\n",
      "Requirement already satisfied: urllib3>=1.26.0 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from spotipy) (1.26.11)\n",
      "Requirement already satisfied: six>=1.15.0 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from spotipy) (1.16.0)\n",
      "Requirement already satisfied: async-timeout>=4.0.2 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from redis>=3.5.3->spotipy) (4.0.2)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from requests>=2.25.0->spotipy) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from requests>=2.25.0->spotipy) (3.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\ameet\\anaconda3\\lib\\site-packages (from requests>=2.25.0->spotipy) (2022.9.14)\n"
     ]
    }
   ],
   "source": [
    "!pip install spotipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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=\"\") #removed for security purpose"
   ]
  },
  {
   "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/37i9dQZEVXbLZ52XmnySJg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0f122fea",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_URI = playlist_link.split(\"/\")[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9929e020",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sp.playlist_tracks(playlist_URI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef389262",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'added_at': '2023-04-28T13:10:49Z',\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_group': 'single',\n",
       "    'album_type': 'single',\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1n9EM0Y4A89vuRiA93gSS9'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/1n9EM0Y4A89vuRiA93gSS9',\n",
       "      'id': '1n9EM0Y4A89vuRiA93gSS9',\n",
       "      'name': 'Kaifi Khalil',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:1n9EM0Y4A89vuRiA93gSS9'}],\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",
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       "     'BN',\n",
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       "     'BW',\n",
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       "     'BZ',\n",
       "     'CA',\n",
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       "     'CG',\n",
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       "     '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",
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       "     'FR',\n",
       "     'GA',\n",
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       "     'GD',\n",
       "     'GE',\n",
       "     'GH',\n",
       "     'GM',\n",
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       "     'GQ',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'GW',\n",
       "     'GY',\n",
       "     'HK',\n",
       "     'HN',\n",
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       "     'HT',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
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       "     'JM',\n",
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       "     'KE',\n",
       "     'KG',\n",
       "     'KH',\n",
       "     'KI',\n",
       "     'KM',\n",
       "     'KN',\n",
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       "     'KW',\n",
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       "     'LC',\n",
       "     'LI',\n",
       "     'LK',\n",
       "     'LR',\n",
       "     'LS',\n",
       "     'LT',\n",
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       "     '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",
       "    'external_urls': {'spotify': 'https://open.spotify.com/album/6BHlJhCk1vjCG6hqTG2SFV'},\n",
       "    'href': 'https://api.spotify.com/v1/albums/6BHlJhCk1vjCG6hqTG2SFV',\n",
       "    'id': '6BHlJhCk1vjCG6hqTG2SFV',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d0000b2734697d4ee22b3f63c17a3b9ec',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00001e024697d4ee22b3f63c17a3b9ec',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d000048514697d4ee22b3f63c17a3b9ec',\n",
       "      'width': 64}],\n",
       "    'name': 'Kahani Suno 2.0',\n",
       "    'release_date': '2022-05-31',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 1,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:6BHlJhCk1vjCG6hqTG2SFV'},\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1n9EM0Y4A89vuRiA93gSS9'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/1n9EM0Y4A89vuRiA93gSS9',\n",
       "     'id': '1n9EM0Y4A89vuRiA93gSS9',\n",
       "     'name': 'Kaifi Khalil',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:1n9EM0Y4A89vuRiA93gSS9'}],\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",
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       "    'SG',\n",
       "    'SK',\n",
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       "    'SE',\n",
       "    'CH',\n",
       "    'TW',\n",
       "    'TR',\n",
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       "    'US',\n",
       "    'GB',\n",
       "    'AD',\n",
       "    'LI',\n",
       "    'MC',\n",
       "    'ID',\n",
       "    'JP',\n",
       "    'TH',\n",
       "    'VN',\n",
       "    'RO',\n",
       "    'IL',\n",
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       "    'AE',\n",
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       "    'QA',\n",
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       "    'EG',\n",
       "    'MA',\n",
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       "    'TN',\n",
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       "    'JO',\n",
       "    'PS',\n",
       "    'IN',\n",
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       "    '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': 173637,\n",
       "   'episode': False,\n",
       "   'explicit': False,\n",
       "   'external_ids': {'isrc': 'QZK6Q2278612'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/4VsP4Dm8gsibRxB5I2hEkw'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/4VsP4Dm8gsibRxB5I2hEkw',\n",
       "   'id': '4VsP4Dm8gsibRxB5I2hEkw',\n",
       "   'is_local': False,\n",
       "   'name': 'Kahani Suno 2.0',\n",
       "   'popularity': 85,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/2c644e9345d1a0ab97e4541d26b6b8ccb2c889f9?cid=128ec03e1b5c49e78ef1bd71cd30e25d',\n",
       "   'track': True,\n",
       "   'track_number': 1,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:4VsP4Dm8gsibRxB5I2hEkw'},\n",
       "  'video_thumbnail': {'url': None}},\n",
       " {'added_at': '2023-04-28T13:10:49Z',\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_group': 'single',\n",
       "    'album_type': 'single',\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1wRPtKGflJrBx9BmLsSwlU'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU',\n",
       "      'id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "      'name': 'Pritam',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:1wRPtKGflJrBx9BmLsSwlU'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/4YRxDV8wJFPHPTeXepOstw'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw',\n",
       "      'id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "      'name': 'Arijit Singh',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:4YRxDV8wJFPHPTeXepOstw'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx',\n",
       "      'id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "      'name': 'Amitabh Bhattacharya',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:2fMqTqiTxUDlmcOEPaQSsx'}],\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",
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       "     'CG',\n",
       "     'CH',\n",
       "     'CI',\n",
       "     'CL',\n",
       "     'CM',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CV',\n",
       "     'CW',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
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       "     'DM',\n",
       "     'DO',\n",
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       "     'EG',\n",
       "     'ES',\n",
       "     'ET',\n",
       "     'FI',\n",
       "     'FJ',\n",
       "     'FM',\n",
       "     'FR',\n",
       "     'GA',\n",
       "     'GB',\n",
       "     'GD',\n",
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       "     'GM',\n",
       "     'GN',\n",
       "     'GQ',\n",
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       "     'GT',\n",
       "     'GW',\n",
       "     'GY',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
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       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
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       "     'IQ',\n",
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       "     'JM',\n",
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       "     'KH',\n",
       "     'KI',\n",
       "     'KM',\n",
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       "     'KR',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LA',\n",
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       "     '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",
       "    'external_urls': {'spotify': 'https://open.spotify.com/album/1N9rGbn2M9lzU6YcJ6081E'},\n",
       "    'href': 'https://api.spotify.com/v1/albums/1N9rGbn2M9lzU6YcJ6081E',\n",
       "    'id': '1N9rGbn2M9lzU6YcJ6081E',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d0000b273dea88e870d30a4da51065bf5',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00001e02dea88e870d30a4da51065bf5',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/ab67616d00004851dea88e870d30a4da51065bf5',\n",
       "      'width': 64}],\n",
       "    'name': 'Manjha',\n",
       "    'release_date': '2020-03-17',\n",
       "    'release_date_precision': 'day',\n",
       "    'total_tracks': 1,\n",
       "    'type': 'album',\n",
       "    'uri': 'spotify:album:1N9rGbn2M9lzU6YcJ6081E'},\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/5wJ1H6ud777odtZl5gG507'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/5wJ1H6ud777odtZl5gG507',\n",
       "     'id': '5wJ1H6ud777odtZl5gG507',\n",
       "     'name': 'Vishal Mishra',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:5wJ1H6ud777odtZl5gG507'}],\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': 191647,\n",
       "   'episode': False,\n",
       "   'explicit': False,\n",
       "   'external_ids': {'isrc': 'FR10S2097241'},\n",
       "   'external_urls': {'spotify': 'https://open.spotify.com/track/0UZLaEOSIc5kg0cc7eszqC'},\n",
       "   'href': 'https://api.spotify.com/v1/tracks/0UZLaEOSIc5kg0cc7eszqC',\n",
       "   'id': '0UZLaEOSIc5kg0cc7eszqC',\n",
       "   'is_local': False,\n",
       "   'name': 'Manjha',\n",
       "   'popularity': 73,\n",
       "   'preview_url': 'https://p.scdn.co/mp3-preview/e1b06646485515bf929c036355c6d42f61f5c380?cid=128ec03e1b5c49e78ef1bd71cd30e25d',\n",
       "   'track': True,\n",
       "   'track_number': 1,\n",
       "   'type': 'track',\n",
       "   'uri': 'spotify:track:0UZLaEOSIc5kg0cc7eszqC'},\n",
       "  'video_thumbnail': {'url': None}}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6f02d80e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'6BHlJhCk1vjCG6hqTG2SFV'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e86ce179",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Kahani Suno 2.0'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2c8b8f00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2022-05-31'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['release_date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "95582107",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['total_tracks']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dbdb90fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://open.spotify.com/album/6BHlJhCk1vjCG6hqTG2SFV'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]['track']['album']['external_urls']['spotify']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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": 15,
   "id": "d8a586a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'album_id': '6BHlJhCk1vjCG6hqTG2SFV',\n",
       "  'name': 'Kahani Suno 2.0',\n",
       "  'release_date': '2022-05-31',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/6BHlJhCk1vjCG6hqTG2SFV'},\n",
       " {'album_id': '7kXEDaT5yy8IUT7Fmqs1i2',\n",
       "  'name': 'O Bedardeya (From \"Tu Jhoothi Main Makkaar\")',\n",
       "  'release_date': '2023-03-04',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7kXEDaT5yy8IUT7Fmqs1i2'},\n",
       " {'album_id': '15CyNDuGY5fsG0Hn9rjnpG',\n",
       "  'name': 'Champagne Talk',\n",
       "  'release_date': '2022-10-12',\n",
       "  'total_tracks': 8,\n",
       "  'url': 'https://open.spotify.com/album/15CyNDuGY5fsG0Hn9rjnpG'},\n",
       " {'album_id': '4kIPlpwEZBK9JaI9pZHe79',\n",
       "  'name': 'Brahmastra (Original Motion Picture Soundtrack)',\n",
       "  'release_date': '2022-10-06',\n",
       "  'total_tracks': 9,\n",
       "  'url': 'https://open.spotify.com/album/4kIPlpwEZBK9JaI9pZHe79'},\n",
       " {'album_id': '7khRLZe8P6XcUoRgOa3nnf',\n",
       "  'name': 'Malang Sajna',\n",
       "  'release_date': '2022-12-19',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7khRLZe8P6XcUoRgOa3nnf'},\n",
       " {'album_id': '5uAi4ZZc7zRdd6PsKNcJXO',\n",
       "  'name': 'Tere Pyaar Mein (From \"Tu Jhoothi Main Makkaar\")',\n",
       "  'release_date': '2023-02-01',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5uAi4ZZc7zRdd6PsKNcJXO'},\n",
       " {'album_id': '1zLlgNA1tyiabDhDwWhyPG',\n",
       "  'name': 'Kali Kali Zulfon Ke (Lo-Fi)',\n",
       "  'release_date': '2023-03-31',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1zLlgNA1tyiabDhDwWhyPG'},\n",
       " {'album_id': '2ooWY7xriwwyj23dAI32C2',\n",
       "  'name': 'Pathaan',\n",
       "  'release_date': '2022-12-22',\n",
       "  'total_tracks': 4,\n",
       "  'url': 'https://open.spotify.com/album/2ooWY7xriwwyj23dAI32C2'},\n",
       " {'album_id': '7uftfPn8f7lwtRLUrEVRYM',\n",
       "  'name': 'The Carnival',\n",
       "  'release_date': '2020-09-21',\n",
       "  'total_tracks': 8,\n",
       "  'url': 'https://open.spotify.com/album/7uftfPn8f7lwtRLUrEVRYM'},\n",
       " {'album_id': '3RaIXDlIRvziryGLXm8lBR',\n",
       "  'name': 'Daku',\n",
       "  'release_date': '2021-01-16',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3RaIXDlIRvziryGLXm8lBR'},\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': '44aCFqUbG06fL58kqpMp8p',\n",
       "  'name': 'Baller',\n",
       "  'release_date': '2022-09-09',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/44aCFqUbG06fL58kqpMp8p'},\n",
       " {'album_id': '5Wm1nhxZqx7i0Hp6ZBqe9T',\n",
       "  'name': 'Love Forever With Arijit Singh',\n",
       "  'release_date': '2017-06-07',\n",
       "  'total_tracks': 20,\n",
       "  'url': 'https://open.spotify.com/album/5Wm1nhxZqx7i0Hp6ZBqe9T'},\n",
       " {'album_id': '5CvI5ppsG522pV554VLezD',\n",
       "  'name': 'Besharam Rang (From \"Pathaan\")',\n",
       "  'release_date': '2022-12-12',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5CvI5ppsG522pV554VLezD'},\n",
       " {'album_id': '5Zcgog7sQ79ISF32y9nABU',\n",
       "  'name': 'No Love',\n",
       "  'release_date': '2022-02-22',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5Zcgog7sQ79ISF32y9nABU'},\n",
       " {'album_id': '0azGrKHPYvl2MEKwQFfbV2',\n",
       "  'name': 'Mi Amor',\n",
       "  'release_date': '2022-09-30',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/0azGrKHPYvl2MEKwQFfbV2'},\n",
       " {'album_id': '1cttjZoENYipDCPgISthpY',\n",
       "  'name': 'Pyaar Hota Kayi Baar Hai (From \"Tu Jhoothi Main Makkaar\")',\n",
       "  'release_date': '2023-02-10',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1cttjZoENYipDCPgISthpY'},\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': '1lZk7TnMgvS3mSlfeWW1b3',\n",
       "  'name': 'Tere Hawaale (From \"Laal Singh Chaddha\")',\n",
       "  'release_date': '2022-08-04',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1lZk7TnMgvS3mSlfeWW1b3'},\n",
       " {'album_id': '6FgtuX3PtiB5civjHYhc52',\n",
       "  'name': 'Safe Haven',\n",
       "  'release_date': '2017-05-05',\n",
       "  'total_tracks': 12,\n",
       "  'url': 'https://open.spotify.com/album/6FgtuX3PtiB5civjHYhc52'},\n",
       " {'album_id': '4qlI6YM61j9NeGe832mExq',\n",
       "  'name': 'Forever',\n",
       "  'release_date': '2022-11-16',\n",
       "  'total_tracks': 6,\n",
       "  'url': 'https://open.spotify.com/album/4qlI6YM61j9NeGe832mExq'},\n",
       " {'album_id': '0Z1zYMwJRpvq0d9rdqTOYo',\n",
       "  'name': 'Ranjha (From \"Shershaah\")',\n",
       "  'release_date': '2021-08-05',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/0Z1zYMwJRpvq0d9rdqTOYo'},\n",
       " {'album_id': '2DKSZvMj7Da6rzNVPMgREj',\n",
       "  'name': 'Raataan Lambiyan (From \"Shershaah\")',\n",
       "  'release_date': '2021-07-30',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/2DKSZvMj7Da6rzNVPMgREj'},\n",
       " {'album_id': '4gCNyS7pidfK3rKWhB3JOY',\n",
       "  'name': 'FOUR (Deluxe)',\n",
       "  'release_date': '2014-11-17',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/4gCNyS7pidfK3rKWhB3JOY'},\n",
       " {'album_id': '2GPHbR6aZ2rZooX6dF1nwB',\n",
       "  'name': 'VIBIN',\n",
       "  'release_date': '2023-01-09',\n",
       "  'total_tracks': 7,\n",
       "  'url': 'https://open.spotify.com/album/2GPHbR6aZ2rZooX6dF1nwB'},\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': '3I8PdIhk6pNm8Kv0HiF14V',\n",
       "  'name': 'Tujhe Kitna Chahne Lage (From \"Kabir Singh\")',\n",
       "  'release_date': '2019-05-31',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3I8PdIhk6pNm8Kv0HiF14V'},\n",
       " {'album_id': '6AJaDEafyyyWWXHZQtcFGe',\n",
       "  'name': 'Chaand Baaliyan',\n",
       "  'release_date': '2020-03-28',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/6AJaDEafyyyWWXHZQtcFGe'},\n",
       " {'album_id': '65vqiJwNrkv0it9fclatIK',\n",
       "  'name': 'P.O.V (Point of View)',\n",
       "  'release_date': '2023-04-24',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/65vqiJwNrkv0it9fclatIK'},\n",
       " {'album_id': '30CfQvXOWrJx6kCglMcbo3',\n",
       "  'name': 'Manike (From \"Thank God\")',\n",
       "  'release_date': '2022-09-16',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/30CfQvXOWrJx6kCglMcbo3'},\n",
       " {'album_id': '6u5RdRVp5HBStyPRWvHcgm',\n",
       "  'name': 'Thaa',\n",
       "  'release_date': '2023-03-25',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/6u5RdRVp5HBStyPRWvHcgm'},\n",
       " {'album_id': '1ncyKqyZae6DoyjYaV9LmS',\n",
       "  'name': 'Kaise Hua (From \"Kabir Singh\")',\n",
       "  'release_date': '2019-06-13',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1ncyKqyZae6DoyjYaV9LmS'},\n",
       " {'album_id': '3T4tUhGYeRNVUGevb0wThu',\n",
       "  'name': '÷ (Deluxe)',\n",
       "  'release_date': '2017-03-03',\n",
       "  'total_tracks': 16,\n",
       "  'url': 'https://open.spotify.com/album/3T4tUhGYeRNVUGevb0wThu'},\n",
       " {'album_id': '6IXfWhC7omotM4lt0ROmEr',\n",
       "  'name': 'Love Aaj Kal (Original Motion Picture Soundtrack)',\n",
       "  'release_date': '2020-02-14',\n",
       "  'total_tracks': 11,\n",
       "  'url': 'https://open.spotify.com/album/6IXfWhC7omotM4lt0ROmEr'},\n",
       " {'album_id': '7o9sqNRikTO3eeira2Qlx2',\n",
       "  'name': '3:00 AM Sessions',\n",
       "  'release_date': '2023-02-07',\n",
       "  'total_tracks': 7,\n",
       "  'url': 'https://open.spotify.com/album/7o9sqNRikTO3eeira2Qlx2'},\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': '57EdVAPDFT7sRrndFBRzUf',\n",
       "  'name': 'Mann Mera',\n",
       "  'release_date': '2012-12-21',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/57EdVAPDFT7sRrndFBRzUf'},\n",
       " {'album_id': '3GkXRRRkV3rfgwG1wJset9',\n",
       "  'name': 'Excuses',\n",
       "  'release_date': '2020-07-24',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3GkXRRRkV3rfgwG1wJset9'},\n",
       " {'album_id': '4ysOhipyMXKstywus51VXS',\n",
       "  'name': 'Baarishein',\n",
       "  'release_date': '2018-01-12',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/4ysOhipyMXKstywus51VXS'},\n",
       " {'album_id': '3Gv6LmSvfxkUFmw8KCmUEr',\n",
       "  'name': 'Rang Lageya',\n",
       "  'release_date': '2021-03-17',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/3Gv6LmSvfxkUFmw8KCmUEr'},\n",
       " {'album_id': '4OYdTHNgjhXzgVjbqsb0tO',\n",
       "  'name': 'Jab We Met',\n",
       "  'release_date': '2007-09-21',\n",
       "  'total_tracks': 10,\n",
       "  'url': 'https://open.spotify.com/album/4OYdTHNgjhXzgVjbqsb0tO'},\n",
       " {'album_id': '5Hmh6N8oisrcuZKa8EY5dn',\n",
       "  'name': 'People',\n",
       "  'release_date': '2022-12-06',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5Hmh6N8oisrcuZKa8EY5dn'},\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': '4kIPlpwEZBK9JaI9pZHe79',\n",
       "  'name': 'Brahmastra (Original Motion Picture Soundtrack)',\n",
       "  'release_date': '2022-10-06',\n",
       "  'total_tracks': 9,\n",
       "  'url': 'https://open.spotify.com/album/4kIPlpwEZBK9JaI9pZHe79'},\n",
       " {'album_id': '7pFrr9ypVrxpZNF97YUQjK',\n",
       "  'name': 'Asal Mein',\n",
       "  'release_date': '2020-02-18',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/7pFrr9ypVrxpZNF97YUQjK'},\n",
       " {'album_id': '45ZIondgVoMB84MQQaUo9T',\n",
       "  'name': 'Moosetape',\n",
       "  'release_date': '2021-05-15',\n",
       "  'total_tracks': 32,\n",
       "  'url': 'https://open.spotify.com/album/45ZIondgVoMB84MQQaUo9T'},\n",
       " {'album_id': '2HZl13JCi3PIaqVlIkp4q6',\n",
       "  'name': 'Shor in the City (Original Motion Picture Soundtrack)',\n",
       "  'release_date': '2011-03-28',\n",
       "  'total_tracks': 8,\n",
       "  'url': 'https://open.spotify.com/album/2HZl13JCi3PIaqVlIkp4q6'},\n",
       " {'album_id': '77jAfTh3KH9K2reMOmTgOh',\n",
       "  'name': 'This Is Acting',\n",
       "  'release_date': '2016-01-29',\n",
       "  'total_tracks': 12,\n",
       "  'url': 'https://open.spotify.com/album/77jAfTh3KH9K2reMOmTgOh'},\n",
       " {'album_id': '5hzAIEMlQpsEGIQFvnFOQx',\n",
       "  'name': 'Duniyaa (From \"Luka Chuppi\")',\n",
       "  'release_date': '2019-02-22',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/5hzAIEMlQpsEGIQFvnFOQx'},\n",
       " {'album_id': '1N9rGbn2M9lzU6YcJ6081E',\n",
       "  'name': 'Manjha',\n",
       "  'release_date': '2020-03-17',\n",
       "  'total_tracks': 1,\n",
       "  'url': 'https://open.spotify.com/album/1N9rGbn2M9lzU6YcJ6081E'}]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3549c060",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'added_at': '2023-04-28T13:10:49Z',\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_group': 'single',\n",
       "   'album_type': 'single',\n",
       "   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1n9EM0Y4A89vuRiA93gSS9'},\n",
       "     'href': 'https://api.spotify.com/v1/artists/1n9EM0Y4A89vuRiA93gSS9',\n",
       "     'id': '1n9EM0Y4A89vuRiA93gSS9',\n",
       "     'name': 'Kaifi Khalil',\n",
       "     'type': 'artist',\n",
       "     'uri': 'spotify:artist:1n9EM0Y4A89vuRiA93gSS9'}],\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",
       "   'external_urls': {'spotify': 'https://open.spotify.com/album/6BHlJhCk1vjCG6hqTG2SFV'},\n",
       "   'href': 'https://api.spotify.com/v1/albums/6BHlJhCk1vjCG6hqTG2SFV',\n",
       "   'id': '6BHlJhCk1vjCG6hqTG2SFV',\n",
       "   'images': [{'height': 640,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d0000b2734697d4ee22b3f63c17a3b9ec',\n",
       "     'width': 640},\n",
       "    {'height': 300,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d00001e024697d4ee22b3f63c17a3b9ec',\n",
       "     'width': 300},\n",
       "    {'height': 64,\n",
       "     'url': 'https://i.scdn.co/image/ab67616d000048514697d4ee22b3f63c17a3b9ec',\n",
       "     'width': 64}],\n",
       "   'name': 'Kahani Suno 2.0',\n",
       "   'release_date': '2022-05-31',\n",
       "   'release_date_precision': 'day',\n",
       "   'total_tracks': 1,\n",
       "   'type': 'album',\n",
       "   'uri': 'spotify:album:6BHlJhCk1vjCG6hqTG2SFV'},\n",
       "  'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1n9EM0Y4A89vuRiA93gSS9'},\n",
       "    'href': 'https://api.spotify.com/v1/artists/1n9EM0Y4A89vuRiA93gSS9',\n",
       "    'id': '1n9EM0Y4A89vuRiA93gSS9',\n",
       "    'name': 'Kaifi Khalil',\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:1n9EM0Y4A89vuRiA93gSS9'}],\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': 173637,\n",
       "  'episode': False,\n",
       "  'explicit': False,\n",
       "  'external_ids': {'isrc': 'QZK6Q2278612'},\n",
       "  'external_urls': {'spotify': 'https://open.spotify.com/track/4VsP4Dm8gsibRxB5I2hEkw'},\n",
       "  'href': 'https://api.spotify.com/v1/tracks/4VsP4Dm8gsibRxB5I2hEkw',\n",
       "  'id': '4VsP4Dm8gsibRxB5I2hEkw',\n",
       "  'is_local': False,\n",
       "  'name': 'Kahani Suno 2.0',\n",
       "  'popularity': 85,\n",
       "  'preview_url': 'https://p.scdn.co/mp3-preview/2c644e9345d1a0ab97e4541d26b6b8ccb2c889f9?cid=128ec03e1b5c49e78ef1bd71cd30e25d',\n",
       "  'track': True,\n",
       "  'track_number': 1,\n",
       "  'type': 'track',\n",
       "  'uri': 'spotify:track:4VsP4Dm8gsibRxB5I2hEkw'},\n",
       " 'video_thumbnail': {'url': None}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['items'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 19,
   "id": "6f944126",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'artist_id': '1n9EM0Y4A89vuRiA93gSS9',\n",
       "  'artist_name': 'Kaifi Khalil',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1n9EM0Y4A89vuRiA93gSS9'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "  'artist_name': 'Amitabh Bhattacharya',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       " {'artist_id': '5NHm4TU5Twz7owibYxJfFU',\n",
       "  'artist_name': 'King',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5NHm4TU5Twz7owibYxJfFU'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "  'artist_name': 'Amitabh Bhattacharya',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       " {'artist_id': '6WOdPJmexxFINcKMkP2jMG',\n",
       "  'artist_name': 'Sachet Tandon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6WOdPJmexxFINcKMkP2jMG'},\n",
       " {'artist_id': '1E6arsXf5Fgsnv9YpSzjpE',\n",
       "  'artist_name': 'Parampara Tandon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1E6arsXf5Fgsnv9YpSzjpE'},\n",
       " {'artist_id': '0m3D4grap8VFSzbJMqgNVk',\n",
       "  'artist_name': 'Kumaar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0m3D4grap8VFSzbJMqgNVk'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "  'artist_name': 'Amitabh Bhattacharya',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       " {'artist_id': '3tPQOjkxO3mrYrrgkTeXgH',\n",
       "  'artist_name': 'Nikhita Gandhi',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3tPQOjkxO3mrYrrgkTeXgH'},\n",
       " {'artist_id': '2kfi47LWmlXzQ3p3kWonfQ',\n",
       "  'artist_name': 'Madhur Sharma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2kfi47LWmlXzQ3p3kWonfQ'},\n",
       " {'artist_id': '16023OFrIxSmKOMpIVJ6Ax',\n",
       "  'artist_name': 'Swapnil Tare',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/16023OFrIxSmKOMpIVJ6Ax'},\n",
       " {'artist_id': '5HcunTidTUrOaf8V0iJcvl',\n",
       "  'artist_name': 'Nusrat Fateh Ali Khan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5HcunTidTUrOaf8V0iJcvl'},\n",
       " {'artist_id': '6Mv8GjQa7LKUGCAqa9qqdb',\n",
       "  'artist_name': 'Vishal-Shekhar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6Mv8GjQa7LKUGCAqa9qqdb'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '3FgHkfb3IqG4WKuVe1xCXM',\n",
       "  'artist_name': 'Sukriti Kakar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3FgHkfb3IqG4WKuVe1xCXM'},\n",
       " {'artist_id': '6CXEwIaXYfVJ84biCxqc9k',\n",
       "  'artist_name': 'Vishal Dadlani',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6CXEwIaXYfVJ84biCxqc9k'},\n",
       " {'artist_id': '4xd7mLI7urqrxELaXhAvzw',\n",
       "  'artist_name': 'Shekhar Ravjiani',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4xd7mLI7urqrxELaXhAvzw'},\n",
       " {'artist_id': '0m3D4grap8VFSzbJMqgNVk',\n",
       "  'artist_name': 'Kumaar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0m3D4grap8VFSzbJMqgNVk'},\n",
       " {'artist_id': '5NHm4TU5Twz7owibYxJfFU',\n",
       "  'artist_name': 'King',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5NHm4TU5Twz7owibYxJfFU'},\n",
       " {'artist_id': '1sSYaQBOI71QZDZ9OWW3hp',\n",
       "  'artist_name': 'Chani Nattan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1sSYaQBOI71QZDZ9OWW3hp'},\n",
       " {'artist_id': '4Lk9Mory8nRTolPO1TMMcN',\n",
       "  'artist_name': 'Inderpal Moga',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4Lk9Mory8nRTolPO1TMMcN'},\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': '5r3wPya2PpeTTsXsGhQU8O',\n",
       "  'artist_name': 'Shubh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5r3wPya2PpeTTsXsGhQU8O'},\n",
       " {'artist_id': '3nqS8jzqmsPKFJTp0BOIel',\n",
       "  'artist_name': 'Ikky',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3nqS8jzqmsPKFJTp0BOIel'},\n",
       " {'artist_id': '3gBKY0y3dFFVRqicLnVZYz',\n",
       "  'artist_name': 'Alka Yagnik',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3gBKY0y3dFFVRqicLnVZYz'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '6Mv8GjQa7LKUGCAqa9qqdb',\n",
       "  'artist_name': 'Vishal-Shekhar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6Mv8GjQa7LKUGCAqa9qqdb'},\n",
       " {'artist_id': '19LIHDDSHBD5NyYHI3gpzB',\n",
       "  'artist_name': 'Shilpa Rao',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/19LIHDDSHBD5NyYHI3gpzB'},\n",
       " {'artist_id': '2Yf4MRVpt0rcAd5y5h5ph1',\n",
       "  'artist_name': 'Caralisa Monteiro',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2Yf4MRVpt0rcAd5y5h5ph1'},\n",
       " {'artist_id': '6CXEwIaXYfVJ84biCxqc9k',\n",
       "  'artist_name': 'Vishal Dadlani',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6CXEwIaXYfVJ84biCxqc9k'},\n",
       " {'artist_id': '4xd7mLI7urqrxELaXhAvzw',\n",
       "  'artist_name': 'Shekhar Ravjiani',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4xd7mLI7urqrxELaXhAvzw'},\n",
       " {'artist_id': '0m3D4grap8VFSzbJMqgNVk',\n",
       "  'artist_name': 'Kumaar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0m3D4grap8VFSzbJMqgNVk'},\n",
       " {'artist_id': '5r3wPya2PpeTTsXsGhQU8O',\n",
       "  'artist_name': 'Shubh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5r3wPya2PpeTTsXsGhQU8O'},\n",
       " {'artist_id': '74RGMjbSsFv5RLj8wVx9Yv',\n",
       "  'artist_name': 'Sharn',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/74RGMjbSsFv5RLj8wVx9Yv'},\n",
       " {'artist_id': '6nAMu7pGqdwUSsGMZPUvSk',\n",
       "  'artist_name': '40k',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6nAMu7pGqdwUSsGMZPUvSk'},\n",
       " {'artist_id': '1i31OYo0s5VoMCaMRJFZkJ',\n",
       "  'artist_name': 'The Paul',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1i31OYo0s5VoMCaMRJFZkJ'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "  'artist_name': 'Amitabh Bhattacharya',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       " {'artist_id': '3hbwOFtgWSNfeRzF2o7Y65',\n",
       "  'artist_name': 'Charan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3hbwOFtgWSNfeRzF2o7Y65'},\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': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '19LIHDDSHBD5NyYHI3gpzB',\n",
       "  'artist_name': 'Shilpa Rao',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/19LIHDDSHBD5NyYHI3gpzB'},\n",
       " {'artist_id': '2WzaAvm2bBCf4pEhyuDgCY',\n",
       "  'artist_name': 'Ruth B.',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2WzaAvm2bBCf4pEhyuDgCY'},\n",
       " {'artist_id': '3lmszXxkp47K9kDCRRPU8p',\n",
       "  'artist_name': 'Laddi Chahal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3lmszXxkp47K9kDCRRPU8p'},\n",
       " {'artist_id': '3OQRPFFS3OsltFjFAXu1kE',\n",
       "  'artist_name': 'Parmish Verma',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3OQRPFFS3OsltFjFAXu1kE'},\n",
       " {'artist_id': '55kkrbuMkdzPGD7YGA6xrJ',\n",
       "  'artist_name': 'Gurlez Akhtar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/55kkrbuMkdzPGD7YGA6xrJ'},\n",
       " {'artist_id': '74OaRjmyh0XyRZsQQQ5l7c',\n",
       "  'artist_name': 'Jasleen Royal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/74OaRjmyh0XyRZsQQQ5l7c'},\n",
       " {'artist_id': '56SjZARoEvag3RoKWIb16j',\n",
       "  'artist_name': 'B Praak',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/56SjZARoEvag3RoKWIb16j'},\n",
       " {'artist_id': '0bRPtPZQkWHeG7MGk9eWlh',\n",
       "  'artist_name': 'Romy',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0bRPtPZQkWHeG7MGk9eWlh'},\n",
       " {'artist_id': '4nJ0kto93jDLHQKmpGeYS8',\n",
       "  'artist_name': 'Anvita Dutt',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4nJ0kto93jDLHQKmpGeYS8'},\n",
       " {'artist_id': '4f7KfxeHq9BiylGmyXepGt',\n",
       "  'artist_name': 'Tanishk Bagchi',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4f7KfxeHq9BiylGmyXepGt'},\n",
       " {'artist_id': '1tqysapcCh1lWEAc9dIFpa',\n",
       "  'artist_name': 'Jubin Nautiyal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1tqysapcCh1lWEAc9dIFpa'},\n",
       " {'artist_id': '1sVmXkzX2ukc6QvasrDBES',\n",
       "  'artist_name': 'Asees Kaur',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1sVmXkzX2ukc6QvasrDBES'},\n",
       " {'artist_id': '4AK6F7OLvEQ5QYCBNiQWHq',\n",
       "  'artist_name': 'One Direction',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4AK6F7OLvEQ5QYCBNiQWHq'},\n",
       " {'artist_id': '2vJvM1hPBYqDoGBje0kRMd',\n",
       "  'artist_name': 'Jassa Dhillon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2vJvM1hPBYqDoGBje0kRMd'},\n",
       " {'artist_id': '54BjV0qctcWp8xOip7uaJD',\n",
       "  'artist_name': 'thiarajxtt',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/54BjV0qctcWp8xOip7uaJD'},\n",
       " {'artist_id': '53XhwfbYqKCa1cC15pYq2q',\n",
       "  'artist_name': 'Imagine Dragons',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/53XhwfbYqKCa1cC15pYq2q'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '09UmIX92EUH9hAK4bxvHx6',\n",
       "  'artist_name': 'Mithoon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/09UmIX92EUH9hAK4bxvHx6'},\n",
       " {'artist_id': '4wwYGgSpeBtvk5WX6HBqzw',\n",
       "  'artist_name': 'Aditya A',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4wwYGgSpeBtvk5WX6HBqzw'},\n",
       " {'artist_id': '6DARBhWbfcS9E4yJzcliqQ',\n",
       "  'artist_name': 'Karan Aujla',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6DARBhWbfcS9E4yJzcliqQ'},\n",
       " {'artist_id': '3GOxylxqB046EtIQynePq2',\n",
       "  'artist_name': 'Yeah Proof',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3GOxylxqB046EtIQynePq2'},\n",
       " {'artist_id': '6hyCmqlpgEhkMKKr65sFgI',\n",
       "  'artist_name': 'Yohani',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6hyCmqlpgEhkMKKr65sFgI'},\n",
       " {'artist_id': '1tqysapcCh1lWEAc9dIFpa',\n",
       "  'artist_name': 'Jubin Nautiyal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1tqysapcCh1lWEAc9dIFpa'},\n",
       " {'artist_id': '4f7KfxeHq9BiylGmyXepGt',\n",
       "  'artist_name': 'Tanishk Bagchi',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4f7KfxeHq9BiylGmyXepGt'},\n",
       " {'artist_id': '5r2baeTwcCJnuIsDIlxUJo',\n",
       "  'artist_name': 'Rashmi Virag',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5r2baeTwcCJnuIsDIlxUJo'},\n",
       " {'artist_id': '0GiAC4VvvYCypjRH6IiasK',\n",
       "  'artist_name': 'Surya Ragunaathan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0GiAC4VvvYCypjRH6IiasK'},\n",
       " {'artist_id': '4C19flKmMm12gRxmBJWMCV',\n",
       "  'artist_name': 'Varinder Brar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4C19flKmMm12gRxmBJWMCV'},\n",
       " {'artist_id': '3quojFCZjKk1j5zIv0HX2P',\n",
       "  'artist_name': 'Rav Dhaliwal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3quojFCZjKk1j5zIv0HX2P'},\n",
       " {'artist_id': '2YzXsQoI3rqYNEVd4nac7g',\n",
       "  'artist_name': 'Ultra Beats',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2YzXsQoI3rqYNEVd4nac7g'},\n",
       " {'artist_id': '5wJ1H6ud777odtZl5gG507',\n",
       "  'artist_name': 'Vishal Mishra',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5wJ1H6ud777odtZl5gG507'},\n",
       " {'artist_id': '6eUKZXaKkcviH0Ku9w2n3V',\n",
       "  'artist_name': 'Ed Sheeran',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6eUKZXaKkcviH0Ku9w2n3V'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '0y59o4v8uw5crbN9M3JiL1',\n",
       "  'artist_name': 'Badshah',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0y59o4v8uw5crbN9M3JiL1'},\n",
       " {'artist_id': '6DARBhWbfcS9E4yJzcliqQ',\n",
       "  'artist_name': 'Karan Aujla',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6DARBhWbfcS9E4yJzcliqQ'},\n",
       " {'artist_id': '0V8aeNb0fnR2P8eZVrx3lI',\n",
       "  'artist_name': 'Devika Badyal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0V8aeNb0fnR2P8eZVrx3lI'},\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': '4fdvt615NKbd5n2s1cLiQZ',\n",
       "  'artist_name': 'ronixd',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4fdvt615NKbd5n2s1cLiQZ'},\n",
       " {'artist_id': '6LEG9Ld1aLImEFEVHdWNSB',\n",
       "  'artist_name': 'AP Dhillon',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6LEG9Ld1aLImEFEVHdWNSB'},\n",
       " {'artist_id': '5DHi2MeoRgAwPE0A0qwRMl',\n",
       "  'artist_name': 'Gurinder Gill',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5DHi2MeoRgAwPE0A0qwRMl'},\n",
       " {'artist_id': '0OS0NZnK7TGIAWx8MkWNFN',\n",
       "  'artist_name': 'Intense',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0OS0NZnK7TGIAWx8MkWNFN'},\n",
       " {'artist_id': '4gdMJYnopf2nEUcanAwstx',\n",
       "  'artist_name': 'Anuv Jain',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4gdMJYnopf2nEUcanAwstx'},\n",
       " {'artist_id': '5GnnSrwNCGyfAU4zuIytiS',\n",
       "  'artist_name': 'Mohit Chauhan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5GnnSrwNCGyfAU4zuIytiS'},\n",
       " {'artist_id': '3dN9MQpjIyNxyeRfz4EDZe',\n",
       "  'artist_name': 'Rochak Kohli',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/3dN9MQpjIyNxyeRfz4EDZe'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '5GnnSrwNCGyfAU4zuIytiS',\n",
       "  'artist_name': 'Mohit Chauhan',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5GnnSrwNCGyfAU4zuIytiS'},\n",
       " {'artist_id': '7kjSuFGKhLm8b5qXoMhRkJ',\n",
       "  'artist_name': 'Libianca',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7kjSuFGKhLm8b5qXoMhRkJ'},\n",
       " {'artist_id': '7bXgB6jMjp9ATFy66eO08Z',\n",
       "  'artist_name': 'Chris Brown',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/7bXgB6jMjp9ATFy66eO08Z'},\n",
       " {'artist_id': '1wRPtKGflJrBx9BmLsSwlU',\n",
       "  'artist_name': 'Pritam',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1wRPtKGflJrBx9BmLsSwlU'},\n",
       " {'artist_id': '4YRxDV8wJFPHPTeXepOstw',\n",
       "  'artist_name': 'Arijit Singh',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4YRxDV8wJFPHPTeXepOstw'},\n",
       " {'artist_id': '2fMqTqiTxUDlmcOEPaQSsx',\n",
       "  'artist_name': 'Amitabh Bhattacharya',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2fMqTqiTxUDlmcOEPaQSsx'},\n",
       " {'artist_id': '00sCATpEvwH48ays7PlQFU',\n",
       "  'artist_name': 'Jonita Gandhi',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/00sCATpEvwH48ays7PlQFU'},\n",
       " {'artist_id': '2GoeZ0qOTt6kjsWW4eA6LS',\n",
       "  'artist_name': 'Darshan Raval',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/2GoeZ0qOTt6kjsWW4eA6LS'},\n",
       " {'artist_id': '4PULA4EFzYTrxYvOVlwpiQ',\n",
       "  'artist_name': 'Sidhu Moose Wala',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/4PULA4EFzYTrxYvOVlwpiQ'},\n",
       " {'artist_id': '1mBydYMVBECdDmMfE2sEUO',\n",
       "  'artist_name': 'Sachin-Jigar',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1mBydYMVBECdDmMfE2sEUO'},\n",
       " {'artist_id': '0oOet2f43PA68X5RxKobEy',\n",
       "  'artist_name': 'Shreya Ghoshal',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/0oOet2f43PA68X5RxKobEy'},\n",
       " {'artist_id': '6k6dimE4a6OFnD0HWmkIUW',\n",
       "  'artist_name': 'Tochi Raina',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6k6dimE4a6OFnD0HWmkIUW'},\n",
       " {'artist_id': '5WUlDfRSoLAfcVSX1WnrxN',\n",
       "  'artist_name': 'Sia',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5WUlDfRSoLAfcVSX1WnrxN'},\n",
       " {'artist_id': '6zZrFenNe3YPttxZsnQQs1',\n",
       "  'artist_name': 'Akhil',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/6zZrFenNe3YPttxZsnQQs1'},\n",
       " {'artist_id': '1OPqAyxsQc8mcRmoNBAnVk',\n",
       "  'artist_name': 'Dhvani Bhanushali',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/1OPqAyxsQc8mcRmoNBAnVk'},\n",
       " {'artist_id': '52XgeWw24o4klNdfwvB0Vx',\n",
       "  'artist_name': 'Kunaal Vermaa',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/52XgeWw24o4klNdfwvB0Vx'},\n",
       " {'artist_id': '5wJ1H6ud777odtZl5gG507',\n",
       "  'artist_name': 'Vishal Mishra',\n",
       "  'external_url': 'https://api.spotify.com/v1/artists/5wJ1H6ud777odtZl5gG507'}]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 21,
   "id": "d1e19ac2",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df = pd.DataFrame.from_dict(album_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>6BHlJhCk1vjCG6hqTG2SFV</td>\n",
       "      <td>Kahani Suno 2.0</td>\n",
       "      <td>2022-05-31</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/6BHlJhCk1vjCG6h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7kXEDaT5yy8IUT7Fmqs1i2</td>\n",
       "      <td>O Bedardeya (From \"Tu Jhoothi Main Makkaar\")</td>\n",
       "      <td>2023-03-04</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7kXEDaT5yy8IUT7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15CyNDuGY5fsG0Hn9rjnpG</td>\n",
       "      <td>Champagne Talk</td>\n",
       "      <td>2022-10-12</td>\n",
       "      <td>8</td>\n",
       "      <td>https://open.spotify.com/album/15CyNDuGY5fsG0H...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4kIPlpwEZBK9JaI9pZHe79</td>\n",
       "      <td>Brahmastra (Original Motion Picture Soundtrack)</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>9</td>\n",
       "      <td>https://open.spotify.com/album/4kIPlpwEZBK9JaI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7khRLZe8P6XcUoRgOa3nnf</td>\n",
       "      <td>Malang Sajna</td>\n",
       "      <td>2022-12-19</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7khRLZe8P6XcUoR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5uAi4ZZc7zRdd6PsKNcJXO</td>\n",
       "      <td>Tere Pyaar Mein (From \"Tu Jhoothi Main Makkaar\")</td>\n",
       "      <td>2023-02-01</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/5uAi4ZZc7zRdd6P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1zLlgNA1tyiabDhDwWhyPG</td>\n",
       "      <td>Kali Kali Zulfon Ke (Lo-Fi)</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/1zLlgNA1tyiabDh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2ooWY7xriwwyj23dAI32C2</td>\n",
       "      <td>Pathaan</td>\n",
       "      <td>2022-12-22</td>\n",
       "      <td>4</td>\n",
       "      <td>https://open.spotify.com/album/2ooWY7xriwwyj23...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7uftfPn8f7lwtRLUrEVRYM</td>\n",
       "      <td>The Carnival</td>\n",
       "      <td>2020-09-21</td>\n",
       "      <td>8</td>\n",
       "      <td>https://open.spotify.com/album/7uftfPn8f7lwtRL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3RaIXDlIRvziryGLXm8lBR</td>\n",
       "      <td>Daku</td>\n",
       "      <td>2021-01-16</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/3RaIXDlIRvziryG...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                              name  \\\n",
       "0  6BHlJhCk1vjCG6hqTG2SFV                                   Kahani Suno 2.0   \n",
       "1  7kXEDaT5yy8IUT7Fmqs1i2      O Bedardeya (From \"Tu Jhoothi Main Makkaar\")   \n",
       "2  15CyNDuGY5fsG0Hn9rjnpG                                    Champagne Talk   \n",
       "3  4kIPlpwEZBK9JaI9pZHe79   Brahmastra (Original Motion Picture Soundtrack)   \n",
       "4  7khRLZe8P6XcUoRgOa3nnf                                      Malang Sajna   \n",
       "5  5uAi4ZZc7zRdd6PsKNcJXO  Tere Pyaar Mein (From \"Tu Jhoothi Main Makkaar\")   \n",
       "6  1zLlgNA1tyiabDhDwWhyPG                       Kali Kali Zulfon Ke (Lo-Fi)   \n",
       "7  2ooWY7xriwwyj23dAI32C2                                           Pathaan   \n",
       "8  7uftfPn8f7lwtRLUrEVRYM                                      The Carnival   \n",
       "9  3RaIXDlIRvziryGLXm8lBR                                              Daku   \n",
       "\n",
       "  release_date  total_tracks  \\\n",
       "0   2022-05-31             1   \n",
       "1   2023-03-04             1   \n",
       "2   2022-10-12             8   \n",
       "3   2022-10-06             9   \n",
       "4   2022-12-19             1   \n",
       "5   2023-02-01             1   \n",
       "6   2023-03-31             1   \n",
       "7   2022-12-22             4   \n",
       "8   2020-09-21             8   \n",
       "9   2021-01-16             1   \n",
       "\n",
       "                                                 url  \n",
       "0  https://open.spotify.com/album/6BHlJhCk1vjCG6h...  \n",
       "1  https://open.spotify.com/album/7kXEDaT5yy8IUT7...  \n",
       "2  https://open.spotify.com/album/15CyNDuGY5fsG0H...  \n",
       "3  https://open.spotify.com/album/4kIPlpwEZBK9JaI...  \n",
       "4  https://open.spotify.com/album/7khRLZe8P6XcUoR...  \n",
       "5  https://open.spotify.com/album/5uAi4ZZc7zRdd6P...  \n",
       "6  https://open.spotify.com/album/1zLlgNA1tyiabDh...  \n",
       "7  https://open.spotify.com/album/2ooWY7xriwwyj23...  \n",
       "8  https://open.spotify.com/album/7uftfPn8f7lwtRL...  \n",
       "9  https://open.spotify.com/album/3RaIXDlIRvziryG...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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": 24,
   "id": "e83f9c61",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df = album_df.drop_duplicates(subset=['album_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ced1ed61",
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_df = pd.DataFrame.from_dict(artist_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "da7951b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_df = artist_df.drop_duplicates(subset=['artist_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "70589198",
   "metadata": {},
   "outputs": [],
   "source": [
    "song_df = pd.DataFrame.from_dict(song_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "99c1281c",
   "metadata": {},
   "outputs": [
    {
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       "    <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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4VsP4Dm8gsibRxB5I2hEkw</td>\n",
       "      <td>Kahani Suno 2.0</td>\n",
       "      <td>173637</td>\n",
       "      <td>https://open.spotify.com/track/4VsP4Dm8gsibRxB...</td>\n",
       "      <td>85</td>\n",
       "      <td>2023-04-28T13:10:49Z</td>\n",
       "      <td>6BHlJhCk1vjCG6hqTG2SFV</td>\n",
       "      <td>1n9EM0Y4A89vuRiA93gSS9</td>\n",
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       "      <td>0czcoKJbJt08NqKrvSbbz7</td>\n",
       "      <td>O Bedardeya (From \"Tu Jhoothi Main Makkaar\")</td>\n",
       "      <td>313051</td>\n",
       "      <td>https://open.spotify.com/track/0czcoKJbJt08NqK...</td>\n",
       "      <td>82</td>\n",
       "      <td>2023-04-28T13:10:49Z</td>\n",
       "      <td>7kXEDaT5yy8IUT7Fmqs1i2</td>\n",
       "      <td>1wRPtKGflJrBx9BmLsSwlU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1418IuVKQPTYqt7QNJ9RXN</td>\n",
       "      <td>Maan Meri Jaan</td>\n",
       "      <td>194653</td>\n",
       "      <td>https://open.spotify.com/track/1418IuVKQPTYqt7...</td>\n",
       "      <td>86</td>\n",
       "      <td>2023-04-28T13:10:49Z</td>\n",
       "      <td>15CyNDuGY5fsG0Hn9rjnpG</td>\n",
       "      <td>5NHm4TU5Twz7owibYxJfFU</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4UMIv5jd9gK98a39BQRD9X</td>\n",
       "      <td>Kesariya</td>\n",
       "      <td>268164</td>\n",
       "      <td>https://open.spotify.com/track/4UMIv5jd9gK98a3...</td>\n",
       "      <td>77</td>\n",
       "      <td>2023-04-28T13:10:49Z</td>\n",
       "      <td>4kIPlpwEZBK9JaI9pZHe79</td>\n",
       "      <td>1wRPtKGflJrBx9BmLsSwlU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>73K33p4Vyz9koXGqmL5eFs</td>\n",
       "      <td>Malang Sajna</td>\n",
       "      <td>161041</td>\n",
       "      <td>https://open.spotify.com/track/73K33p4Vyz9koXG...</td>\n",
       "      <td>82</td>\n",
       "      <td>2023-04-28T13:10:49Z</td>\n",
       "      <td>7khRLZe8P6XcUoRgOa3nnf</td>\n",
       "      <td>6WOdPJmexxFINcKMkP2jMG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  song_id                                     song_name  \\\n",
       "0  4VsP4Dm8gsibRxB5I2hEkw                               Kahani Suno 2.0   \n",
       "1  0czcoKJbJt08NqKrvSbbz7  O Bedardeya (From \"Tu Jhoothi Main Makkaar\")   \n",
       "2  1418IuVKQPTYqt7QNJ9RXN                                Maan Meri Jaan   \n",
       "3  4UMIv5jd9gK98a39BQRD9X                                      Kesariya   \n",
       "4  73K33p4Vyz9koXGqmL5eFs                                  Malang Sajna   \n",
       "\n",
       "   duration_ms                                                url  popularity  \\\n",
       "0       173637  https://open.spotify.com/track/4VsP4Dm8gsibRxB...          85   \n",
       "1       313051  https://open.spotify.com/track/0czcoKJbJt08NqK...          82   \n",
       "2       194653  https://open.spotify.com/track/1418IuVKQPTYqt7...          86   \n",
       "3       268164  https://open.spotify.com/track/4UMIv5jd9gK98a3...          77   \n",
       "4       161041  https://open.spotify.com/track/73K33p4Vyz9koXG...          82   \n",
       "\n",
       "             song_added                album_id               artist_id  \n",
       "0  2023-04-28T13:10:49Z  6BHlJhCk1vjCG6hqTG2SFV  1n9EM0Y4A89vuRiA93gSS9  \n",
       "1  2023-04-28T13:10:49Z  7kXEDaT5yy8IUT7Fmqs1i2  1wRPtKGflJrBx9BmLsSwlU  \n",
       "2  2023-04-28T13:10:49Z  15CyNDuGY5fsG0Hn9rjnpG  5NHm4TU5Twz7owibYxJfFU  \n",
       "3  2023-04-28T13:10:49Z  4kIPlpwEZBK9JaI9pZHe79  1wRPtKGflJrBx9BmLsSwlU  \n",
       "4  2023-04-28T13:10:49Z  7khRLZe8P6XcUoRgOa3nnf  6WOdPJmexxFINcKMkP2jMG  "
      ]
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     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a0ce928c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Kaifi Khalil</td>\n",
       "      <td>https://api.spotify.com/v1/artists/1n9EM0Y4A89...</td>\n",
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       "      <td>1wRPtKGflJrBx9BmLsSwlU</td>\n",
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       "      <td>https://api.spotify.com/v1/artists/1wRPtKGflJr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4YRxDV8wJFPHPTeXepOstw</td>\n",
       "      <td>Arijit Singh</td>\n",
       "      <td>https://api.spotify.com/v1/artists/4YRxDV8wJFP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2fMqTqiTxUDlmcOEPaQSsx</td>\n",
       "      <td>Amitabh Bhattacharya</td>\n",
       "      <td>https://api.spotify.com/v1/artists/2fMqTqiTxUD...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5NHm4TU5Twz7owibYxJfFU</td>\n",
       "      <td>King</td>\n",
       "      <td>https://api.spotify.com/v1/artists/5NHm4TU5Twz...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "                artist_id           artist_name  \\\n",
       "0  1n9EM0Y4A89vuRiA93gSS9          Kaifi Khalil   \n",
       "1  1wRPtKGflJrBx9BmLsSwlU                Pritam   \n",
       "2  4YRxDV8wJFPHPTeXepOstw          Arijit Singh   \n",
       "3  2fMqTqiTxUDlmcOEPaQSsx  Amitabh Bhattacharya   \n",
       "4  5NHm4TU5Twz7owibYxJfFU                  King   \n",
       "\n",
       "                                        external_url  \n",
       "0  https://api.spotify.com/v1/artists/1n9EM0Y4A89...  \n",
       "1  https://api.spotify.com/v1/artists/1wRPtKGflJr...  \n",
       "2  https://api.spotify.com/v1/artists/4YRxDV8wJFP...  \n",
       "3  https://api.spotify.com/v1/artists/2fMqTqiTxUD...  \n",
       "4  https://api.spotify.com/v1/artists/5NHm4TU5Twz...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "artist_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "11615bcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Kahani Suno 2.0</td>\n",
       "      <td>2022-05-31</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/6BHlJhCk1vjCG6h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7kXEDaT5yy8IUT7Fmqs1i2</td>\n",
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       "      <td>2023-03-04</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7kXEDaT5yy8IUT7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15CyNDuGY5fsG0Hn9rjnpG</td>\n",
       "      <td>Champagne Talk</td>\n",
       "      <td>2022-10-12</td>\n",
       "      <td>8</td>\n",
       "      <td>https://open.spotify.com/album/15CyNDuGY5fsG0H...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4kIPlpwEZBK9JaI9pZHe79</td>\n",
       "      <td>Brahmastra (Original Motion Picture Soundtrack)</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>9</td>\n",
       "      <td>https://open.spotify.com/album/4kIPlpwEZBK9JaI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7khRLZe8P6XcUoRgOa3nnf</td>\n",
       "      <td>Malang Sajna</td>\n",
       "      <td>2022-12-19</td>\n",
       "      <td>1</td>\n",
       "      <td>https://open.spotify.com/album/7khRLZe8P6XcUoR...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 album_id                                             name  \\\n",
       "0  6BHlJhCk1vjCG6hqTG2SFV                                  Kahani Suno 2.0   \n",
       "1  7kXEDaT5yy8IUT7Fmqs1i2     O Bedardeya (From \"Tu Jhoothi Main Makkaar\")   \n",
       "2  15CyNDuGY5fsG0Hn9rjnpG                                   Champagne Talk   \n",
       "3  4kIPlpwEZBK9JaI9pZHe79  Brahmastra (Original Motion Picture Soundtrack)   \n",
       "4  7khRLZe8P6XcUoRgOa3nnf                                     Malang Sajna   \n",
       "\n",
       "  release_date  total_tracks  \\\n",
       "0   2022-05-31             1   \n",
       "1   2023-03-04             1   \n",
       "2   2022-10-12             8   \n",
       "3   2022-10-06             9   \n",
       "4   2022-12-19             1   \n",
       "\n",
       "                                                 url  \n",
       "0  https://open.spotify.com/album/6BHlJhCk1vjCG6h...  \n",
       "1  https://open.spotify.com/album/7kXEDaT5yy8IUT7...  \n",
       "2  https://open.spotify.com/album/15CyNDuGY5fsG0H...  \n",
       "3  https://open.spotify.com/album/4kIPlpwEZBK9JaI...  \n",
       "4  https://open.spotify.com/album/7khRLZe8P6XcUoR...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "26f6f2bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df['release_date'] = pd.to_datetime(album_df['release_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f424b92b",
   "metadata": {},
   "outputs": [],
   "source": [
    "song_df['song_added'] =  pd.to_datetime(song_df['song_added'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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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