main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lyricsgenius import Genius\n",
    "import Config\n",
    "import pandas as pd\n",
    "import os\n",
    "import re\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "genius = Genius(Config.token) # Get your Access Token from the Genius API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for songs by Taylor Swift...\n",
      "\n",
      "Song 1: \"All Too Well (10 Minute Version) (Taylor’s Version) [From The Vault]\"\n",
      "\n",
      "Reached user-specified song limit (1).\n",
      "Done. Found 1 songs.\n"
     ]
    }
   ],
   "source": [
    "artist = genius.search_artist(\"Taylor Swift\", max_songs=1,  sort=\"popularity\") #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'albums': [{'_type': 'album',\n",
       "   'api_path': '/albums/1185490',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/9d088382a4b28f177f488a438cf51392.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/9d088382a4b28f177f488a438cf51392.512x512x1.jpg',\n",
       "   'full_title': 'Meteor Strike by Taylor Swift',\n",
       "   'id': 1185490,\n",
       "   'name': 'Meteor Strike',\n",
       "   'name_with_artist': 'Meteor Strike (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2025, 'month': 1, 'day': 1},\n",
       "   'release_date_for_display': 'January 1, 2025',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/Meteor-strike',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1183806',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/9cc650ea054cb18b10949e61fc010c25.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/9cc650ea054cb18b10949e61fc010c25.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo) by Taylor Swift',\n",
       "   'id': 1183806,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 5, 'day': 17},\n",
       "   'release_date_for_display': 'May 17, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-cassandra-first-draft-phone-memo',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1183807',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/6908158df8104de50fc26bc8ba5a12cc.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/6908158df8104de50fc26bc8ba5a12cc.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT + \"The Black Dog\" (First Draft Phone Memo) by Taylor Swift',\n",
       "   'id': 1183807,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT + “The Black Dog” (First Draft Phone Memo)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT + \"The Black Dog\" (First Draft Phone Memo) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 5, 'day': 17},\n",
       "   'release_date_for_display': 'May 17, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-the-black-dog-first-draft-phone-memo',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1183805',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/57df099e403a68bd11f9e3af2c2579c9.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/57df099e403a68bd11f9e3af2c2579c9.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT + “Who’s Afraid Of Little Old Me?” First Draft Phone Memo by Taylor Swift',\n",
       "   'id': 1183805,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT + “Who’s Afraid Of Little Old Me?” First Draft Phone Memo',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT + “Who’s Afraid Of Little Old Me?” First Draft Phone Memo (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 5, 'day': 17},\n",
       "   'release_date_for_display': 'May 17, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-whos-afraid-of-little-old-me-first-draft-phone-memo',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1180206',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/7fe6f8d07baa6371f7209b86a4e4e624.300x300x1.png',\n",
       "   'cover_art_url': 'https://images.genius.com/7fe6f8d07baa6371f7209b86a4e4e624.776x776x1.png',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT + Bonus Track \"But Daddy I Love Him (Acoustic Version)\" by Taylor Swift',\n",
       "   'id': 1180206,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT + Bonus Track “But Daddy I Love Him (Acoustic Version)”',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT + Bonus Track \"But Daddy I Love Him (Acoustic Version)\" (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 5, 'day': 8},\n",
       "   'release_date_for_display': 'May 8, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-bonus-track-but-daddy-i-love-him-acoustic-version',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1140061',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/7913ed080c8d72c68d448f2b62620c8a.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/7913ed080c8d72c68d448f2b62620c8a.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT (Physical Version) by Taylor Swift',\n",
       "   'id': 1140061,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT (Physical Version)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT (Physical Version) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-physical-version',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1148040',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/59d14b9467940c72cbbb1f4ff86f7bea.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/59d14b9467940c72cbbb1f4ff86f7bea.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT (\"The Albatross\" Edition) by Taylor Swift',\n",
       "   'id': 1148040,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT (”The Albatross” Edition)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT (\"The Albatross\" Edition) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-the-albatross-edition',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1144980',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/b12ff01e8bedf6b52fe1295313dca28f.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/b12ff01e8bedf6b52fe1295313dca28f.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT (\"The Bolter\" Edition) by Taylor Swift',\n",
       "   'id': 1144980,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT (”The Bolter” Edition)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT (\"The Bolter\" Edition) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-the-bolter-edition',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1140058',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/48394cc3d17656b89aec73549d8863b6.300x300x1.png',\n",
       "   'cover_art_url': 'https://images.genius.com/48394cc3d17656b89aec73549d8863b6.1000x1000x1.png',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT by Taylor Swift',\n",
       "   'id': 1140058,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1151880',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/763e3cf4dda677683aa7be9396a2e224.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/763e3cf4dda677683aa7be9396a2e224.1000x1000x1.jpg',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT (\"The Black Dog\" Edition) by Taylor Swift',\n",
       "   'id': 1151880,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT (”The Black Dog” Edition)',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT (\"The Black Dog\" Edition) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-the-black-dog-edition',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1171508',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/060181ac1b325992184cbe693e0318e1.300x300x1.png',\n",
       "   'cover_art_url': 'https://images.genius.com/060181ac1b325992184cbe693e0318e1.1000x1000x1.png',\n",
       "   'full_title': 'THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY by Taylor Swift',\n",
       "   'id': 1171508,\n",
       "   'name': 'THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY',\n",
       "   'name_with_artist': 'THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2024, 'month': 4, 'day': 19},\n",
       "   'release_date_for_display': 'April 19, 2024',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/The-tortured-poets-department-the-anthology',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1105019',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/788b96d3db3cdc822d6979c55418c091.300x300x1.png',\n",
       "   'cover_art_url': 'https://images.genius.com/788b96d3db3cdc822d6979c55418c091.1000x1000x1.png',\n",
       "   'full_title': '1989 (Taylor’s Version) [Webstore Deluxe] by Taylor Swift',\n",
       "   'id': 1105019,\n",
       "   'name': '1989 (Taylor’s Version) [Webstore Deluxe]',\n",
       "   'name_with_artist': '1989 (Taylor’s Version) [Webstore Deluxe] (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2023, 'month': 11, 'day': 9},\n",
       "   'release_date_for_display': 'November 9, 2023',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/1989-taylors-version-webstore-deluxe',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/1099677',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/012a999e6c9828acc7720cffcc618d6b.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/012a999e6c9828acc7720cffcc618d6b.1000x1000x1.jpg',\n",
       "   'full_title': '1989 (Taylor’s Version) [Deluxe] by Taylor Swift',\n",
       "   'id': 1099677,\n",
       "   'name': '1989 (Taylor’s Version) [Deluxe]',\n",
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       "   'api_path': '/albums/969188',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/a119178e55799bf5a6a63f08c2987a3b.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/a119178e55799bf5a6a63f08c2987a3b.1000x1000x1.jpg',\n",
       "   'full_title': 'Anti-Hero (Remixes)  by Taylor Swift',\n",
       "   'id': 969188,\n",
       "   'name': 'Anti-Hero (Remixes) ',\n",
       "   'name_with_artist': 'Anti-Hero (Remixes)  (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2022, 'month': 11, 'day': 11},\n",
       "   'release_date_for_display': 'November 11, 2022',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/Anti-hero-remixes',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/945000',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/395eb4a5e6aa04c8574425345cd816f5.300x300x1.png',\n",
       "   'cover_art_url': 'https://images.genius.com/395eb4a5e6aa04c8574425345cd816f5.894x894x1.png',\n",
       "   'full_title': 'Midnights by Taylor Swift',\n",
       "   'id': 945000,\n",
       "   'name': 'Midnights',\n",
       "   'name_with_artist': 'Midnights (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2022, 'month': 10, 'day': 21},\n",
       "   'release_date_for_display': 'October 21, 2022',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/Midnights',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/959034',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/8cb6f325228abfe375bb25721e9c211e.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/8cb6f325228abfe375bb25721e9c211e.1000x1000x1.jpg',\n",
       "   'full_title': 'Midnights (Apple Music Exclusive)  by Taylor Swift',\n",
       "   'id': 959034,\n",
       "   'name': 'Midnights (Apple Music Exclusive) ',\n",
       "   'name_with_artist': 'Midnights (Apple Music Exclusive)  (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2022, 'month': 10, 'day': 21},\n",
       "   'release_date_for_display': 'October 21, 2022',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/Midnights-apple-music-exclusive',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}},\n",
       "  {'_type': 'album',\n",
       "   'api_path': '/albums/962334',\n",
       "   'cover_art_thumbnail_url': 'https://images.genius.com/28417d8f2f4d5da33ae32dd2ec8f0d4c.300x300x1.jpg',\n",
       "   'cover_art_url': 'https://images.genius.com/28417d8f2f4d5da33ae32dd2ec8f0d4c.1000x1000x1.jpg',\n",
       "   'full_title': 'Midnights (3am Edition) by Taylor Swift',\n",
       "   'id': 962334,\n",
       "   'name': 'Midnights (3am Edition)',\n",
       "   'name_with_artist': 'Midnights (3am Edition) (artist: Taylor Swift)',\n",
       "   'release_date_components': {'year': 2022, 'month': 10, 'day': 21},\n",
       "   'release_date_for_display': 'October 21, 2022',\n",
       "   'url': 'https://genius.com/albums/Taylor-swift/Midnights-3am-edition',\n",
       "   'artist': {'_type': 'artist',\n",
       "    'api_path': '/artists/1177',\n",
       "    'header_image_url': 'https://images.genius.com/1290896984554842b40f2450be157203.1000x333x1.jpg',\n",
       "    'id': 1177,\n",
       "    'image_url': 'https://images.genius.com/df4a816f593b08bc8a361ad58a848640.1000x1000x1.jpg',\n",
       "    'index_character': 't',\n",
       "    'is_meme_verified': True,\n",
       "    'is_verified': True,\n",
       "    'name': 'Taylor Swift',\n",
       "    'slug': 'Taylor-swift',\n",
       "    'url': 'https://genius.com/artists/Taylor-swift',\n",
       "    'iq': 1544}}],\n",
       " 'next_page': 2}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genius.artist_albums(1177) # 1177 is the Artist ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(genius.artist_albums(1177)['albums'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genius.artist_albums(1177)['albums'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_lis = []\n",
    "for dicto in genius.artist_albums(1177)['albums']:\n",
    "    album,id = dicto['name'],dicto['id']\n",
    "    album_lis.append([id,album])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genius.artist_albums(1177)['albums'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_dict = genius.artist_albums(1177)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "genius.artist_albums(1177)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_lis = []\n",
    "for ele in album_dict['albums']:\n",
    "\n",
    "    id = ele['id']\n",
    "    album = ele['name']\n",
    "    album_lis.add([id,album])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df = pd.DataFrame(album_lis,columns=['ID','Albums'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1183806</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1183805</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1183807</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1180206</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1140061</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (Physical Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1148040</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Albatross”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1171508</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1144980</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1151880</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Black Dog”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1140058</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1105019</td>\n",
       "      <td>1989 (Taylor’s Version) [Webstore Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1099677</td>\n",
       "      <td>1989 (Taylor’s Version) [Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>754738</td>\n",
       "      <td>1989 (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1082316</td>\n",
       "      <td>1989 (Taylor’s Version) (Tangerine Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1096172</td>\n",
       "      <td>The Cruelest Summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1058580</td>\n",
       "      <td>Speak Now (Taylor’s Version) [Digital Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>758025</td>\n",
       "      <td>Speak Now (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1040217</td>\n",
       "      <td>Midnights (The Late Night Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1040211</td>\n",
       "      <td>Midnights (The Til Dawn Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1027134</td>\n",
       "      <td>folklore: the long pond studio sessions (Recor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1013718</td>\n",
       "      <td>The More Fearless (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1013719</td>\n",
       "      <td>The More Red (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1013715</td>\n",
       "      <td>The More Lover Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1008313</td>\n",
       "      <td>Lavender Haze (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1032700</td>\n",
       "      <td>Lover (Live from Paris)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>969188</td>\n",
       "      <td>Anti-Hero (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>945000</td>\n",
       "      <td>Midnights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>959034</td>\n",
       "      <td>Midnights (Apple Music Exclusive)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>962334</td>\n",
       "      <td>Midnights (3am Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>949856</td>\n",
       "      <td>Midnights (Target Exclusive)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                             Albums\n",
       "0   1183806  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "1   1183805  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "2   1183807  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3   1180206  THE TORTURED POETS DEPARTMENT + Bonus Track “B...\n",
       "4   1140061   THE TORTURED POETS DEPARTMENT (Physical Version)\n",
       "5   1148040  THE TORTURED POETS DEPARTMENT (”The Albatross”...\n",
       "6   1171508       THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY\n",
       "7   1144980  THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...\n",
       "8   1151880  THE TORTURED POETS DEPARTMENT (”The Black Dog”...\n",
       "9   1140058                      THE TORTURED POETS DEPARTMENT\n",
       "10  1105019          1989 (Taylor’s Version) [Webstore Deluxe]\n",
       "11  1099677                   1989 (Taylor’s Version) [Deluxe]\n",
       "12   754738                            1989 (Taylor’s Version)\n",
       "13  1082316        1989 (Taylor’s Version) (Tangerine Edition)\n",
       "14  1096172                                The Cruelest Summer\n",
       "15  1058580      Speak Now (Taylor’s Version) [Digital Deluxe]\n",
       "16   758025                       Speak Now (Taylor’s Version)\n",
       "17  1040217                 Midnights (The Late Night Edition)\n",
       "18  1040211                   Midnights (The Til Dawn Edition)\n",
       "19  1027134  folklore: the long pond studio sessions (Recor...\n",
       "20  1013718       The More Fearless (Taylor’s Version) Chapter\n",
       "21  1013719            The More Red (Taylor’s Version) Chapter\n",
       "22  1013715                             The More Lover Chapter\n",
       "23  1008313                            Lavender Haze (Remixes)\n",
       "24  1032700                            Lover (Live from Paris)\n",
       "25   969188                               Anti-Hero (Remixes) \n",
       "26   945000                                          Midnights\n",
       "27   959034                 Midnights (Apple Music Exclusive) \n",
       "28   962334                            Midnights (3am Edition)\n",
       "29   949856                       Midnights (Target Exclusive)"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dict = {'ID':12682,'Albums':'Taylor Swift'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':350177,'Albums':'Fearless (Platinum Edition)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':597883,'Albums':'Speak Now (Deluxe)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':22453,'Albums':'Red'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':110728,'Albums':'1989'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':350247,'Albums':'Reputation'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':520929,'Albums':'Lover'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':659925,'Albums':'Folklore'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':710140,'Albums':'Evermore'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':10982,'Albums':'Speak Now'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# ict = {'ID':12731,'Albums':'Fearless'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':14637,'Albums':'Speak Now: World Tour Live'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':758025,'Albums':'Speak Now (Taylor’s Version)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':1040211,'Albums':'Midnights (The Till Dawn Edition)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':1040217,'Albums':'Midnights (The Late Night Edition)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':710147,'Albums':'evermore (deluxe version)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':726425,'Albums':'evermore (Japanese Edition)'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':728549,'Albums':'evermore: the “forever is the sweetest con” chapter'}\n",
    "# album_df = album_df.add(dict)\n",
    "\n",
    "# dict = {'ID':725953,'Albums':'evermore: the dropped your hand while dancing chapter'}\n",
    "# album_df = album_df.add(dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "genius.artist_albums(1177,50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 2)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>10070480</td>\n",
       "      <td>Anti-Hero (Remixes) Taylor SwiftFearless (Plat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>10046292</td>\n",
       "      <td>MidnightsTaylor SwiftFearless (Platinum Editio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10060326</td>\n",
       "      <td>Midnights (Apple Music Exclusive) Taylor Swift...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10063626</td>\n",
       "      <td>Midnights (3am Edition)Taylor SwiftFearless (P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10051148</td>\n",
       "      <td>Midnights (Target Exclusive)Taylor SwiftFearle...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ID                                             Albums\n",
       "25  10070480  Anti-Hero (Remixes) Taylor SwiftFearless (Plat...\n",
       "26  10046292  MidnightsTaylor SwiftFearless (Platinum Editio...\n",
       "27  10060326  Midnights (Apple Music Exclusive) Taylor Swift...\n",
       "28  10063626  Midnights (3am Edition)Taylor SwiftFearless (P...\n",
       "29  10051148  Midnights (Target Exclusive)Taylor SwiftFearle..."
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#album_df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#album_df = album_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(album_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10286782</td>\n",
       "      <td>Meteor StrikeTaylor SwiftFearless (Platinum Ed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10285098</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10285099</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10285097</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10281498</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                             Albums\n",
       "0  10286782  Meteor StrikeTaylor SwiftFearless (Platinum Ed...\n",
       "1  10285098  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "2  10285099  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3  10285097  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "4  10281498  THE TORTURED POETS DEPARTMENT + Bonus Track “B..."
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len('Taylor Swift')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo) Taylor Swift'"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.iloc[0,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "#album_df['Albums'] = album_df['Albums'].apply(lambda x: x[:-378])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "#album_df['Albums'] = album_df['Albums'].apply(lambda x: x[:-12]+' Taylor Swift')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1183806</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1183805</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1183807</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1180206</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1140061</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (Physical Version)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ID                                             Albums\n",
       "0  1183806  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "1  1183805  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "2  1183807  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3  1180206  THE TORTURED POETS DEPARTMENT + Bonus Track “B...\n",
       "4  1140061   THE TORTURED POETS DEPARTMENT (Physical Version)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo)'"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.iloc[0,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1183806 THE TORTURED POETS DEPARTMENT + Cassandra (First Draft Phone Memo)\n",
      "1183805 THE TORTURED POETS DEPARTMENT + Whos Afraid Of Little Old Me? First Draft Phone Memo\n",
      "1183807 THE TORTURED POETS DEPARTMENT + The Black Dog (First Draft Phone Memo)\n",
      "1180206 THE TORTURED POETS DEPARTMENT + Bonus Track But Daddy I Love Him (Acoustic Version)\n",
      "1140061 THE TORTURED POETS DEPARTMENT (Physical Version)\n",
      "1148040 THE TORTURED POETS DEPARTMENT (The Albatross Edition)\n",
      "1171508 THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY\n",
      "1144980 THE TORTURED POETS DEPARTMENT (The Bolter Edition)\n",
      "1151880 THE TORTURED POETS DEPARTMENT (The Black Dog Edition)\n",
      "1140058 THE TORTURED POETS DEPARTMENT\n",
      "1105019 1989 (Taylors Version) [Webstore Deluxe]\n",
      "1099677 1989 (Taylors Version) [Deluxe]\n",
      "754738 1989 (Taylors Version)\n",
      "1082316 1989 (Taylors Version) (Tangerine Edition)\n",
      "1096172 The Cruelest Summer\n",
      "1058580 Speak Now (Taylors Version) [Digital Deluxe]\n",
      "758025 Speak Now (Taylors Version)\n",
      "1040217 Midnights (The Late Night Edition)\n",
      "1040211 Midnights (The Til Dawn Edition)\n",
      "1027134 folklore: the long pond studio sessions (Record Store Day Exclusive)\n",
      "1013718 The More Fearless (Taylors Version) Chapter\n",
      "1013719 The More Red (Taylors Version) Chapter\n",
      "1013715 The More Lover Chapter\n",
      "1008313 Lavender Haze (Remixes)\n",
      "1032700 Lover (Live from Paris)\n",
      "969188 Anti-Hero (Remixes) \n",
      "945000 Midnights\n",
      "959034 Midnights (Apple Music Exclusive) \n",
      "962334 Midnights (3am Edition)\n",
      "949856 Midnights (Target Exclusive)\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,len(album_df)):\n",
    "    album_id = album_df.iloc[i,0]\n",
    "    album_unicode = album_df.iloc[i,1]\n",
    "    album_encode = album_unicode.encode(\"ascii\",\"ignore\")\n",
    "    album = album_encode.decode()\n",
    "    album_dirname = re.sub('[^a-zA-Z0-9_]','_',''.join(album.split())) \n",
    "\n",
    "    print(album_id,album)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1183806</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1183805</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1183807</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1180206</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1140061</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (Physical Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1148040</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Albatross”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1171508</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1144980</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1151880</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Black Dog”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1140058</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1105019</td>\n",
       "      <td>1989 (Taylor’s Version) [Webstore Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1099677</td>\n",
       "      <td>1989 (Taylor’s Version) [Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>754738</td>\n",
       "      <td>1989 (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1082316</td>\n",
       "      <td>1989 (Taylor’s Version) (Tangerine Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1096172</td>\n",
       "      <td>The Cruelest Summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1058580</td>\n",
       "      <td>Speak Now (Taylor’s Version) [Digital Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>758025</td>\n",
       "      <td>Speak Now (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1040217</td>\n",
       "      <td>Midnights (The Late Night Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1040211</td>\n",
       "      <td>Midnights (The Til Dawn Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1027134</td>\n",
       "      <td>folklore: the long pond studio sessions (Recor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1013718</td>\n",
       "      <td>The More Fearless (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1013719</td>\n",
       "      <td>The More Red (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1013715</td>\n",
       "      <td>The More Lover Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1008313</td>\n",
       "      <td>Lavender Haze (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1032700</td>\n",
       "      <td>Lover (Live from Paris)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>969188</td>\n",
       "      <td>Anti-Hero (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>945000</td>\n",
       "      <td>Midnights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>959034</td>\n",
       "      <td>Midnights (Apple Music Exclusive)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>962334</td>\n",
       "      <td>Midnights (3am Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>949856</td>\n",
       "      <td>Midnights (Target Exclusive)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                             Albums\n",
       "0   1183806  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "1   1183805  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "2   1183807  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3   1180206  THE TORTURED POETS DEPARTMENT + Bonus Track “B...\n",
       "4   1140061   THE TORTURED POETS DEPARTMENT (Physical Version)\n",
       "5   1148040  THE TORTURED POETS DEPARTMENT (”The Albatross”...\n",
       "6   1171508       THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY\n",
       "7   1144980  THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...\n",
       "8   1151880  THE TORTURED POETS DEPARTMENT (”The Black Dog”...\n",
       "9   1140058                      THE TORTURED POETS DEPARTMENT\n",
       "10  1105019          1989 (Taylor’s Version) [Webstore Deluxe]\n",
       "11  1099677                   1989 (Taylor’s Version) [Deluxe]\n",
       "12   754738                            1989 (Taylor’s Version)\n",
       "13  1082316        1989 (Taylor’s Version) (Tangerine Edition)\n",
       "14  1096172                                The Cruelest Summer\n",
       "15  1058580      Speak Now (Taylor’s Version) [Digital Deluxe]\n",
       "16   758025                       Speak Now (Taylor’s Version)\n",
       "17  1040217                 Midnights (The Late Night Edition)\n",
       "18  1040211                   Midnights (The Til Dawn Edition)\n",
       "19  1027134  folklore: the long pond studio sessions (Recor...\n",
       "20  1013718       The More Fearless (Taylor’s Version) Chapter\n",
       "21  1013719            The More Red (Taylor’s Version) Chapter\n",
       "22  1013715                             The More Lover Chapter\n",
       "23  1008313                            Lavender Haze (Remixes)\n",
       "24  1032700                            Lover (Live from Paris)\n",
       "25   969188                               Anti-Hero (Remixes) \n",
       "26   945000                                          Midnights\n",
       "27   959034                 Midnights (Apple Music Exclusive) \n",
       "28   962334                            Midnights (3am Edition)\n",
       "29   949856                       Midnights (Target Exclusive)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-Added THE TORTURED POETS DEPARTMENT + Cassandra (First Draft Phone Memo)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cassandra (First Draft Phone Memo)\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT + Whos Afraid Of Little Old Me? First Draft Phone Memo\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid Of Little Old Me? (First Draft Phone Memo)\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT + The Black Dog (First Draft Phone Memo)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Black Dog (First Draft Phone Memo)\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT + Bonus Track But Daddy I Love Him (Acoustic Version)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him (Acoustic Version)\" by Taylor Swift...\n",
      "Specified song does not contain lyrics. Rejecting.\n",
      "TRACK But Daddy I Love Him (Acoustic Version) lyrics dont exist\n",
      "-Added THE TORTURED POETS DEPARTMENT (Physical Version)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Manuscript\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT (The Albatross Edition)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Albatross\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Black Dog\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"​​imgonnagetyouback\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Albatross\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Chloe or Sam or Sophia or Marcus\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"How Did It End?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So High School\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Hate It Here\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"​​thanK you aIMee\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Look in People’s Windows\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Prophecy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cassandra\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Peter\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Bolter\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Robin\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Manuscript\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT (The Bolter Edition)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Bolter\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT (The Black Dog Edition)\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Black Dog\" by Taylor Swift...\n",
      "Done.\n",
      "-Added THE TORTURED POETS DEPARTMENT\n",
      "Searching for \"Fortnight\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Tortured Poets Department\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"My Boy Only Breaks His Favorite Toys\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Down Bad\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"So Long, London\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"But Daddy I Love Him\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Fresh Out The Slammer\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Florida!!!\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Guilty as Sin?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Who’s Afraid of Little Old Me?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Fix Him (No Really I Can)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"‎loml\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can Do It With A Broken Heart\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Smallest Man Who Ever Lived\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Alchemy\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clara Bow\" by Taylor Swift...\n",
      "Done.\n",
      "-Added 1989 (Taylors Version) [Webstore Deluxe]\n",
      "Searching for \"Welcome To New York (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Blank Space (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Style (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Out Of The Woods (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"All You Had To Do Was Stay (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Shake It Off (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Wish You Would (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wildest Dreams (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"How You Get The Girl (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"This Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Know Places (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clean (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wonderland (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You Are In Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"New Romantics (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"“Slut!” (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Say Don’t Go (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Now That We Don’t Talk (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Suburban Legends (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Is It Over Now? (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Remix) (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"“Slut!” (Acoustic Version) (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "-Added 1989 (Taylors Version) [Deluxe]\n",
      "Searching for \"Welcome To New York (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Blank Space (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Style (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Out Of The Woods (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"All You Had To Do Was Stay (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Shake It Off (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Wish You Would (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wildest Dreams (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"How You Get The Girl (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"This Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Know Places (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clean (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wonderland (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You Are In Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"New Romantics (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"“Slut!” (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Say Don’t Go (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Now That We Don’t Talk (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Suburban Legends (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Is It Over Now? (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Remix) (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"1989 (Taylor’s Version) [Prologue]\" by Taylor Swift...\n",
      "Done.\n",
      "-Added 1989 (Taylors Version)\n",
      "Searching for \"Welcome To New York (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Blank Space (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Style (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Out Of The Woods (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"All You Had To Do Was Stay (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Shake It Off (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Wish You Would (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wildest Dreams (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"How You Get The Girl (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"This Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Know Places (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clean (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wonderland (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You Are In Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"New Romantics (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"“Slut!” (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Say Don’t Go (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Now That We Don’t Talk (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Suburban Legends (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Is It Over Now? (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"1989 (Taylor’s Version) [Prologue]\" by Taylor Swift...\n",
      "Done.\n",
      "-Added 1989 (Taylors Version) (Tangerine Edition)\n",
      "Searching for \"Welcome To New York (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Blank Space (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Style (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Out Of The Woods (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"All You Had To Do Was Stay (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Shake It Off (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Wish You Would (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bad Blood (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wildest Dreams (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"How You Get The Girl (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"This Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Know Places (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Clean (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Wonderland (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You Are In Love (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"New Romantics (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"“Slut!” (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Say Don’t Go (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Now That We Don’t Talk (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Suburban Legends (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Is It Over Now? (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Sweeter Than Fiction (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"1989 (Taylor’s Version) [Prologue]\" by Taylor Swift...\n",
      "Done.\n",
      "-Added The Cruelest Summer\n",
      "Searching for \"Cruel Summer (Live from TS | The Eras Tour)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cruel Summer (LP Giobbi Remix)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cruel Summer (LP Giobbi Remix - Extended Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cruel Summer\" by Taylor Swift...\n",
      "Done.\n",
      "-Added Speak Now (Taylors Version) [Digital Deluxe]\n",
      "Searching for \"Mine (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Sparks Fly (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Back To December (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Speak Now (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Dear John (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Mean (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Story Of Us (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Never Grow Up (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Enchanted (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Better Than Revenge (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Innocent (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Haunted (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Last Kiss (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Long Live (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Ours (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Superman (Taylor’s Version)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Electric Touch (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"When Emma Falls in Love (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"I Can See You (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Castles Crumbling (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Foolish One (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Timeless (Taylor’s Version) [From The Vault]\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Dear John (Live From Minneapolis)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Last Kiss (Live From Kansas City)\" by Taylor Swift...\n",
      "Done.\n",
      "ALBUM Speak Now (Taylors Version) exists\n",
      "ALBUM Midnights (The Late Night Edition) exists\n",
      "-Added Midnights (The Til Dawn Edition)\n",
      "Searching for \"Lavender Haze\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Maroon\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Anti-Hero\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Snow On The Beach\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You’re On Your Own, Kid\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Midnight Rain\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Question...?\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Vigilante Shit\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bejeweled\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Labyrinth\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Karma\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Sweet Nothing\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Mastermind\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Great War\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Bigger Than The Whole Sky\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Paris\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"High Infidelity\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Glitch\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Would’ve, Could’ve, Should’ve\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Dear Reader\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Hits Different\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Snow On The Beach (feat. More Lana Del Rey)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Karma (Remix)\" by Taylor Swift...\n",
      "Done.\n",
      "ALBUM folklore: the long pond studio sessions (Record Store Day Exclusive) exists\n",
      "ALBUM The More Fearless (Taylors Version) Chapter exists\n",
      "ALBUM The More Red (Taylors Version) Chapter exists\n",
      "ALBUM The More Lover Chapter exists\n",
      "ALBUM Lavender Haze (Remixes) exists\n",
      "-Added Lover (Live from Paris)\n",
      "Searching for \"ME! (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Archer (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Death by a Thousand Cuts (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Cornelia Street (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"The Man (Live From Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Daylight (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"You Need To Calm Down (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Lover (Live from Paris)\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Lover (Official Music Video)\" by Taylor Swift...\n",
      "Done.\n",
      "ALBUM Anti-Hero (Remixes)  exists\n",
      "ALBUM Midnights exists\n",
      "ALBUM Midnights (Apple Music Exclusive)  exists\n",
      "ALBUM Midnights (3am Edition) exists\n",
      "ALBUM Midnights (Target Exclusive) exists\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,len(album_df)):\n",
    "    album_id = album_df.iloc[i,0]\n",
    "    album_unicode = album_df.iloc[i,1]\n",
    "    album_encode = album_unicode.encode(\"ascii\",\"ignore\")\n",
    "    album = album_encode.decode()\n",
    "    album_dirname = re.sub('[^a-zA-Z0-9_]','_',''.join(album.split())) \n",
    "\n",
    "    #print(album)\n",
    "    \n",
    "    album_path = 'data/Albums/{}'.format(album_dirname)\n",
    "    isExist = os.path.exists(album_path)\n",
    "    if not isExist:\n",
    "        os.makedirs(album_path)\n",
    "        print('-Added {}'.format(album))\n",
    "    else:\n",
    "        print('ALBUM {} exists'.format(album))\n",
    "        continue\n",
    "\n",
    "    try:\n",
    "        tracks_dict = genius.album_tracks(album_id)\n",
    "    except:\n",
    "        print('--tracks skipped.')\n",
    "        continue\n",
    "\n",
    "    track_lis = []\n",
    "    for ele in tracks_dict['tracks']:\n",
    "        track_id = ele['song']['id']\n",
    "        track_unicode = ele['song']['title']\n",
    "        track_encode = track_unicode.encode(\"ascii\",\"ignore\")\n",
    "        track_name = track_encode.decode()\n",
    "\n",
    "        track_lis.append([track_id,track_name])\n",
    "\n",
    "        song_dict = genius.search_song(track_unicode, artist.name)\n",
    "        try:\n",
    "            lyrics_txt = song_dict.lyrics\n",
    "        except AttributeError:\n",
    "            print('TRACK {} lyrics dont exist'.format(track_name))\n",
    "            \n",
    "        lyric_lis = lyrics_txt.split('\\n')\n",
    "        track_filename = re.sub('[^a-zA-Z0-9_]','_',''.join(track_name.split())) + '.txt'\n",
    "        try:\n",
    "            track_path = os.path.join(album_path,track_filename)\n",
    "            f = open(track_path,'w')\n",
    "            f.write(lyrics_txt)\n",
    "            f.close()\n",
    "        except FileExistsError:\n",
    "            print('File already exists')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['THE TORTURED POETS DEPARTMENT + “Cassandra” (First Draft Phone Memo)',\n",
       " 'THE TORTURED POETS DEPARTMENT + “Who’s Afraid Of Little Old Me?” First Draft Phone Memo',\n",
       " 'THE TORTURED POETS DEPARTMENT + “The Black Dog” (First Draft Phone Memo)',\n",
       " 'THE TORTURED POETS DEPARTMENT + Bonus Track “But Daddy I Love Him (Acoustic Version)”',\n",
       " 'THE TORTURED POETS DEPARTMENT (Physical Version)',\n",
       " 'THE TORTURED POETS DEPARTMENT (”The Albatross” Edition)',\n",
       " 'THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY',\n",
       " 'THE TORTURED POETS DEPARTMENT (”The Bolter” Edition)',\n",
       " 'THE TORTURED POETS DEPARTMENT (”The Black Dog” Edition)',\n",
       " 'THE TORTURED POETS DEPARTMENT',\n",
       " '1989 (Taylor’s Version) [Webstore Deluxe]',\n",
       " '1989 (Taylor’s Version) [Deluxe]',\n",
       " '1989 (Taylor’s Version)',\n",
       " '1989 (Taylor’s Version) (Tangerine Edition)',\n",
       " 'The Cruelest Summer',\n",
       " 'Speak Now (Taylor’s Version) [Digital Deluxe]',\n",
       " 'Speak Now (Taylor’s Version)',\n",
       " 'Midnights (The Late Night Edition)',\n",
       " 'Midnights (The Til Dawn Edition)',\n",
       " 'folklore: the long pond studio sessions (Record Store Day Exclusive)',\n",
       " 'The More Fearless (Taylor’s Version) Chapter',\n",
       " 'The More Red (Taylor’s Version) Chapter',\n",
       " 'The More Lover Chapter',\n",
       " 'Lavender Haze (Remixes)',\n",
       " 'Lover (Live from Paris)',\n",
       " 'Anti-Hero (Remixes) ',\n",
       " 'Midnights',\n",
       " 'Midnights (Apple Music Exclusive) ',\n",
       " 'Midnights (3am Edition)',\n",
       " 'Midnights (Target Exclusive)']"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(album_df['Albums'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1183806</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1183805</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1183807</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1180206</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1140061</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (Physical Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1148040</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Albatross”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1171508</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1144980</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1151880</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (”The Black Dog”...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1140058</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1105019</td>\n",
       "      <td>1989 (Taylor’s Version) [Webstore Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1099677</td>\n",
       "      <td>1989 (Taylor’s Version) [Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>754738</td>\n",
       "      <td>1989 (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1082316</td>\n",
       "      <td>1989 (Taylor’s Version) (Tangerine Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1096172</td>\n",
       "      <td>The Cruelest Summer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                             Albums\n",
       "0   1183806  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "1   1183805  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "2   1183807  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3   1180206  THE TORTURED POETS DEPARTMENT + Bonus Track “B...\n",
       "4   1140061   THE TORTURED POETS DEPARTMENT (Physical Version)\n",
       "5   1148040  THE TORTURED POETS DEPARTMENT (”The Albatross”...\n",
       "6   1171508       THE TORTURED POETS DEPARTMENT: THE ANTHOLOGY\n",
       "7   1144980  THE TORTURED POETS DEPARTMENT (”The Bolter” Ed...\n",
       "8   1151880  THE TORTURED POETS DEPARTMENT (”The Black Dog”...\n",
       "9   1140058                      THE TORTURED POETS DEPARTMENT\n",
       "10  1105019          1989 (Taylor’s Version) [Webstore Deluxe]\n",
       "11  1099677                   1989 (Taylor’s Version) [Deluxe]\n",
       "12   754738                            1989 (Taylor’s Version)\n",
       "13  1082316        1989 (Taylor’s Version) (Tangerine Edition)\n",
       "14  1096172                                The Cruelest Summer"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1058580</td>\n",
       "      <td>Speak Now (Taylor’s Version) [Digital Deluxe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>758025</td>\n",
       "      <td>Speak Now (Taylor’s Version)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1040217</td>\n",
       "      <td>Midnights (The Late Night Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1040211</td>\n",
       "      <td>Midnights (The Til Dawn Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1027134</td>\n",
       "      <td>folklore: the long pond studio sessions (Recor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1013718</td>\n",
       "      <td>The More Fearless (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1013719</td>\n",
       "      <td>The More Red (Taylor’s Version) Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1013715</td>\n",
       "      <td>The More Lover Chapter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1008313</td>\n",
       "      <td>Lavender Haze (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1032700</td>\n",
       "      <td>Lover (Live from Paris)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>969188</td>\n",
       "      <td>Anti-Hero (Remixes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>945000</td>\n",
       "      <td>Midnights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>959034</td>\n",
       "      <td>Midnights (Apple Music Exclusive)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>962334</td>\n",
       "      <td>Midnights (3am Edition)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>949856</td>\n",
       "      <td>Midnights (Target Exclusive)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                             Albums\n",
       "15  1058580      Speak Now (Taylor’s Version) [Digital Deluxe]\n",
       "16   758025                       Speak Now (Taylor’s Version)\n",
       "17  1040217                 Midnights (The Late Night Edition)\n",
       "18  1040211                   Midnights (The Til Dawn Edition)\n",
       "19  1027134  folklore: the long pond studio sessions (Recor...\n",
       "20  1013718       The More Fearless (Taylor’s Version) Chapter\n",
       "21  1013719            The More Red (Taylor’s Version) Chapter\n",
       "22  1013715                             The More Lover Chapter\n",
       "23  1008313                            Lavender Haze (Remixes)\n",
       "24  1032700                            Lover (Live from Paris)\n",
       "25   969188                               Anti-Hero (Remixes) \n",
       "26   945000                                          Midnights\n",
       "27   959034                 Midnights (Apple Music Exclusive) \n",
       "28   962334                            Midnights (3am Edition)\n",
       "29   949856                       Midnights (Target Exclusive)"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.iloc[15:30,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [ID, Albums]\n",
       "Index: []"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.iloc[30:34,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "album_df.tail(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_track_df(album_id, df_name):\n",
    "    tracks_dict = genius.album_tracks(album_id)\n",
    "\n",
    "    track_lis = []\n",
    "    for ele in tracks_dict['tracks']:\n",
    "        track_id = ele['song']['id']\n",
    "        track_unicode = ele['song']['title']\n",
    "        track_encode = track_unicode.encode(\"ascii\",\"ignore\")\n",
    "        track_name = track_encode.decode()\n",
    "\n",
    "        track_lis.append([track_id,track_name])\n",
    "    df = pd.DataFrame(track_lis,columns=['ID','Tracks'])\n",
    "    df.to_csv(df_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0,len(album_df)):\n",
    "    album_name = album_df.iloc[i,1]\n",
    "    album_id = album_df.iloc[i,0]\n",
    "    album_df_name = re.sub('[^a-zA-Z0-9_]','_',''.join(album_name.split())) + '.csv'\n",
    "    path = 'data/Tabular/'+ album_df_name\n",
    "    make_track_df(album_id, path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "#album_df.to_csv('data/Albums.csv')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extracting Album Cover Art"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Albums</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1183806</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Cassandra” (F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1183805</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1183807</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + “The Black Dog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1180206</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT + Bonus Track “B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1140061</td>\n",
       "      <td>THE TORTURED POETS DEPARTMENT (Physical Version)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ID                                             Albums\n",
       "0  1183806  THE TORTURED POETS DEPARTMENT + “Cassandra” (F...\n",
       "1  1183805  THE TORTURED POETS DEPARTMENT + “Who’s Afraid ...\n",
       "2  1183807  THE TORTURED POETS DEPARTMENT + “The Black Dog...\n",
       "3  1180206  THE TORTURED POETS DEPARTMENT + Bonus Track “B...\n",
       "4  1140061   THE TORTURED POETS DEPARTMENT (Physical Version)"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "album_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "coverart_path = 'data/Cover_Art'\n",
    "isExist = os.path.exists(coverart_path)\n",
    "if not isExist:\n",
    "    os.makedirs(coverart_path)\n",
    "else:\n",
    "    pass\n",
    "for i in range(0,len(album_df)):\n",
    "    album_name = album_df.iloc[i,1]\n",
    "    id = album_df.iloc[i,0]\n",
    "    coverart_dirname = re.sub('[^a-zA-Z0-9_]','_',''.join(album_name.split()))   \n",
    "    coverimgurl = genius.album_cover_arts(id)['cover_arts'][0]['image_url'] \n",
    "    total_path = coverart_path + \"/{}\".format(coverart_dirname) +'.jpg'\n",
    "    imgobj = requests.get(coverimgurl).content\n",
    "    f = open(total_path,'wb')\n",
    "    f.write(imgobj)\n",
    "    f.close()   "
   ]
  }
 ],
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