songs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import sys\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import repetition_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lyricsgenius import Genius\n",
    "\n",
    "genius = Genius(\n",
    "    'in424DYZRH1oa--Iyzce_Ue6uLYNqt1Q6-Yq20PUSYl-PjvMNuuaX0YBiwcSFt9_',\n",
    "    retries=50,\n",
    "    verbose=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "song_parts_regex = r\"\\[Intro.*?\\]|\\[Verse [0-9].*?\\]|\\[Refrain.*?\\]|\\[Pre-Chorus.*?\\]|\\[Chorus.*?\\]|\\[Post-Chorus.*?\\]|\\[Hooks.*?\\]|\\[Riffs/Basslines.*?\\]|\\[Scratches.*?\\]|\\[Bridge.*?\\]|\\[Interlude.*?\\]|\\[Break.*?\\]|\\[Skit.*?\\]|\\[Collision.*?\\]|\\[Instrumental or Solo.*?\\]|\\[Ad lib.*?\\]|\\[Segue.*?\\]|\\[Outro.*?\\]\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_chorus(song, artist):\n",
    "    raw_lyrics_list = genius.search_song(song, artist).lyrics.split('\\n')\n",
    "    filtered_lyrics_list = filter(lambda line: line != '', raw_lyrics_list)\n",
    "    chorus = []\n",
    "    chorus_indicator = False\n",
    "    for line in filtered_lyrics_list:\n",
    "        if chorus_indicator:\n",
    "            if re.match(song_parts_regex, line):\n",
    "                break\n",
    "            chorus.append(line)\n",
    "        if re.match(r\"\\[Chorus.*?\\]\", line):\n",
    "            chorus_indicator = True\n",
    "    return chorus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Blinding Lights', 'The Weeknd'),\n",
       " ('Radioactive', 'Imagine Dragons'),\n",
       " ('Sail', 'AWOLNATION'),\n",
       " (\"I'm Yours\", 'Jason Mraz'),\n",
       " ('How Do I Live', 'LeAnn Rimes')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_artist = pd.read_csv('data/song_artist_gold.csv')\n",
    "song_artist = [(song, artist) for song, artist in song_artist.to_numpy()]\n",
    "song_artist[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_genius_song_object(song, artist):\n",
    "    song_object = genius.search_song(song, artist)\n",
    "    if song_object:\n",
    "        return song_object\n",
    "    else:\n",
    "        print(song, artist)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wild Child Kenny Chesney With Grace Potter\n",
      "Trust Keyshia Cole Duet With Monica\n",
      "Because Of You Reba McEntire Duet With Kelly Clarkson\n",
      "I Smoke, I Drank Body Head Bangerz Featuring YoungBloodz\n",
      "What If I Said Anita Cochran (Duet With Steve Wariner)\n",
      "Big Bad Mamma (From \"Def Jam's How To Be A Player\") Foxy Brown Featuring Dru Hill\n",
      "I Always Feel Like (Somebody's Watching Me) Tru Featuring Ice Cream Man (Master P)\n",
      "How Could You (From \"Bulletproof\") K-Ci & JoJo\n",
      "Someday (From \"The Hunchback Of Notre Dame\") All-4-One\n",
      "Visions Of A Sunset (From \"Mr. Holland's Opus\") Shawn Stockman\n",
      "3-2-1 Pump Redhead Kingpin & The F.B.I.\n",
      "All My Life Linda Ronstadt (Featuring Aaron Neville)\n",
      "Man Size Love (From \"Running Scared\") Klymaxx\n",
      "C-I-T-Y John Cafferty & The Beaver Brown Band\n",
      "The Authority Song John Cougar Mellencamp\n",
      "Morning Dance Spyro Gyra\n",
      "Swingtown The Steve Miller Band\n",
      "The White Knight Cledus Maggard And The Citizen's Band\n",
      "Cut The Cake AWB\n",
      "I Don't Like To Sleep Alone Paul Anka with Odia Coates\n",
      "Get Dancin' Disco Tex & The Sex-O-Lettes Featuring Sir Monti Rock III\n",
      "Whatever Gets You Thru The Night John Lennon With The Plastic Ono Nuclear Band\n",
      "My Sweet Lady Cliff DeYoung\n",
      "Jungle Fever The Chakachas\n",
      "Never Ending Song Of Love Delaney & Bonnie & Friends\n",
      "5-10-15-20 (25-30 Years Of Love) The Presidents\n",
      "Rainy Night In Georgia/Rubberneckin' Brook Benton\n",
      "Midnight Cowboy Ferrante & Teicher\n",
      "Down On The Corner/Fortunate Son Creedence Clearwater Revival\n",
      "For What It's Worth (Stop, Hey What's That Sound) Buffalo Springfield\n",
      "Just Like Me Paul Revere & The Raiders Featuring Mark Lindsay\n"
     ]
    },
    {
     "ename": "ConnectionError",
     "evalue": "HTTPSConnectionPool(host='genius.com', port=443): Read timed out.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mtimeout\u001b[0m                                   Traceback (most recent call last)",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:441\u001b[0m, in \u001b[0;36mHTTPResponse._error_catcher\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=439'>440</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=440'>441</a>\u001b[0m     \u001b[39myield\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=442'>443</a>\u001b[0m \u001b[39mexcept\u001b[39;00m SocketTimeout:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=443'>444</a>\u001b[0m     \u001b[39m# FIXME: Ideally we'd like to include the url in the ReadTimeoutError but\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=444'>445</a>\u001b[0m     \u001b[39m# there is yet no clean way to get at it from this context.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:767\u001b[0m, in \u001b[0;36mHTTPResponse.read_chunked\u001b[0;34m(self, amt, decode_content)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=765'>766</a>\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=766'>767</a>\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_update_chunk_length()\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=767'>768</a>\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mchunk_left \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m:\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:697\u001b[0m, in \u001b[0;36mHTTPResponse._update_chunk_length\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=695'>696</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=696'>697</a>\u001b[0m line \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_fp\u001b[39m.\u001b[39;49mfp\u001b[39m.\u001b[39;49mreadline()\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=697'>698</a>\u001b[0m line \u001b[39m=\u001b[39m line\u001b[39m.\u001b[39msplit(\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m;\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m1\u001b[39m)[\u001b[39m0\u001b[39m]\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/socket.py:704\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/socket.py?line=702'>703</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/socket.py?line=703'>704</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_sock\u001b[39m.\u001b[39;49mrecv_into(b)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/socket.py?line=704'>705</a>\u001b[0m \u001b[39mexcept\u001b[39;00m timeout:\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/ssl.py:1242\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[0;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1238'>1239</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1239'>1240</a>\u001b[0m           \u001b[39m\"\u001b[39m\u001b[39mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1240'>1241</a>\u001b[0m           \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__class__\u001b[39m)\n\u001b[0;32m-> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1241'>1242</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mread(nbytes, buffer)\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1242'>1243</a>\u001b[0m \u001b[39melse\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/ssl.py:1100\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1098'>1099</a>\u001b[0m \u001b[39mif\u001b[39;00m buffer \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1099'>1100</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_sslobj\u001b[39m.\u001b[39;49mread(\u001b[39mlen\u001b[39;49m, buffer)\n\u001b[1;32m   <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/ssl.py?line=1100'>1101</a>\u001b[0m \u001b[39melse\u001b[39;00m:\n",
      "\u001b[0;31mtimeout\u001b[0m: The read operation timed out",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mReadTimeoutError\u001b[0m                          Traceback (most recent call last)",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py:816\u001b[0m, in \u001b[0;36mResponse.iter_content.<locals>.generate\u001b[0;34m()\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=814'>815</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=815'>816</a>\u001b[0m     \u001b[39myield from\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mraw\u001b[39m.\u001b[39mstream(chunk_size, decode_content\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=816'>817</a>\u001b[0m \u001b[39mexcept\u001b[39;00m ProtocolError \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:575\u001b[0m, in \u001b[0;36mHTTPResponse.stream\u001b[0;34m(self, amt, decode_content)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=573'>574</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mchunked \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msupports_chunked_reads():\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=574'>575</a>\u001b[0m     \u001b[39mfor\u001b[39;00m line \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mread_chunked(amt, decode_content\u001b[39m=\u001b[39mdecode_content):\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=575'>576</a>\u001b[0m         \u001b[39myield\u001b[39;00m line\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:796\u001b[0m, in \u001b[0;36mHTTPResponse.read_chunked\u001b[0;34m(self, amt, decode_content)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=794'>795</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_original_response:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=795'>796</a>\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_original_response\u001b[39m.\u001b[39mclose()\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/contextlib.py:137\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=135'>136</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=136'>137</a>\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mgen\u001b[39m.\u001b[39;49mthrow(typ, value, traceback)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=137'>138</a>\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mStopIteration\u001b[39;00m \u001b[39mas\u001b[39;00m exc:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=138'>139</a>\u001b[0m     \u001b[39m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=139'>140</a>\u001b[0m     \u001b[39m# was passed to throw().  This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/contextlib.py?line=140'>141</a>\u001b[0m     \u001b[39m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py:446\u001b[0m, in \u001b[0;36mHTTPResponse._error_catcher\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=442'>443</a>\u001b[0m \u001b[39mexcept\u001b[39;00m SocketTimeout:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=443'>444</a>\u001b[0m     \u001b[39m# FIXME: Ideally we'd like to include the url in the ReadTimeoutError but\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=444'>445</a>\u001b[0m     \u001b[39m# there is yet no clean way to get at it from this context.\u001b[39;00m\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=445'>446</a>\u001b[0m     \u001b[39mraise\u001b[39;00m ReadTimeoutError(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_pool, \u001b[39mNone\u001b[39;00m, \u001b[39m\"\u001b[39m\u001b[39mRead timed out.\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=447'>448</a>\u001b[0m \u001b[39mexcept\u001b[39;00m BaseSSLError \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/urllib3/response.py?line=448'>449</a>\u001b[0m     \u001b[39m# FIXME: Is there a better way to differentiate between SSLErrors?\u001b[39;00m\n",
      "\u001b[0;31mReadTimeoutError\u001b[0m: HTTPSConnectionPool(host='genius.com', port=443): Read timed out.",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[1;32m/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb Cell 7'\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000016?line=0'>1</a>\u001b[0m songs \u001b[39m=\u001b[39m [get_genius_song_object(song, artist) \u001b[39mfor\u001b[39;00m song, artist \u001b[39min\u001b[39;00m song_artist[\u001b[39m8200\u001b[39m:]]\n",
      "\u001b[1;32m/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb Cell 7'\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000016?line=0'>1</a>\u001b[0m songs \u001b[39m=\u001b[39m [get_genius_song_object(song, artist) \u001b[39mfor\u001b[39;00m song, artist \u001b[39min\u001b[39;00m song_artist[\u001b[39m8200\u001b[39m:]]\n",
      "\u001b[1;32m/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb Cell 6'\u001b[0m in \u001b[0;36mget_genius_song_object\u001b[0;34m(song, artist)\u001b[0m\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000015?line=0'>1</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget_genius_song_object\u001b[39m(song, artist):\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000015?line=1'>2</a>\u001b[0m     song_object \u001b[39m=\u001b[39m genius\u001b[39m.\u001b[39;49msearch_song(song, artist)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000015?line=2'>3</a>\u001b[0m     \u001b[39mif\u001b[39;00m song_object:\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/xavierevans/classes/fall2022/COMPSCI171/finalProjectLocal/songs.ipynb#ch0000015?line=3'>4</a>\u001b[0m         \u001b[39mreturn\u001b[39;00m song_object\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py:436\u001b[0m, in \u001b[0;36mGenius.search_song\u001b[0;34m(self, title, artist, song_id, get_full_info)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=431'>432</a>\u001b[0m     song_info\u001b[39m.\u001b[39mupdate(new_info)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=433'>434</a>\u001b[0m \u001b[39mif\u001b[39;00m (song_info[\u001b[39m'\u001b[39m\u001b[39mlyrics_state\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39mcomplete\u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=434'>435</a>\u001b[0m         \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m song_info\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39minstrumental\u001b[39m\u001b[39m'\u001b[39m)):\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=435'>436</a>\u001b[0m     lyrics \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mlyrics(song_url\u001b[39m=\u001b[39;49msong_info[\u001b[39m'\u001b[39;49m\u001b[39murl\u001b[39;49m\u001b[39m'\u001b[39;49m])\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=436'>437</a>\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=437'>438</a>\u001b[0m     lyrics \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py:132\u001b[0m, in \u001b[0;36mGenius.lyrics\u001b[0;34m(self, song_id, song_url, remove_section_headers)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=127'>128</a>\u001b[0m     path \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msong(song_id)[\u001b[39m'\u001b[39m\u001b[39msong\u001b[39m\u001b[39m'\u001b[39m][\u001b[39m'\u001b[39m\u001b[39mpath\u001b[39m\u001b[39m'\u001b[39m][\u001b[39m1\u001b[39m:]\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=129'>130</a>\u001b[0m \u001b[39m# Scrape the song lyrics from the HTML\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=130'>131</a>\u001b[0m html \u001b[39m=\u001b[39m BeautifulSoup(\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=131'>132</a>\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(path, web\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\u001b[39m.\u001b[39mreplace(\u001b[39m'\u001b[39m\u001b[39m<br/>\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39m'\u001b[39m),\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=132'>133</a>\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mhtml.parser\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=133'>134</a>\u001b[0m )\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=135'>136</a>\u001b[0m \u001b[39m# Determine the class of the div\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/genius.py?line=136'>137</a>\u001b[0m div \u001b[39m=\u001b[39m html\u001b[39m.\u001b[39mfind(\u001b[39m\"\u001b[39m\u001b[39mdiv\u001b[39m\u001b[39m\"\u001b[39m, class_\u001b[39m=\u001b[39mre\u001b[39m.\u001b[39mcompile(\u001b[39m\"\u001b[39m\u001b[39m^lyrics$|Lyrics__Root\u001b[39m\u001b[39m\"\u001b[39m))\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py:75\u001b[0m, in \u001b[0;36mSender._make_request\u001b[0;34m(self, path, method, params_, public_api, web, **kwargs)\u001b[0m\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=72'>73</a>\u001b[0m tries \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m1\u001b[39m\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=73'>74</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=74'>75</a>\u001b[0m     response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_session\u001b[39m.\u001b[39;49mrequest(method, uri,\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=75'>76</a>\u001b[0m                                      timeout\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtimeout,\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=76'>77</a>\u001b[0m                                      params\u001b[39m=\u001b[39;49mparams_,\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=77'>78</a>\u001b[0m                                      headers\u001b[39m=\u001b[39;49mheader,\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=78'>79</a>\u001b[0m                                      \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=79'>80</a>\u001b[0m     response\u001b[39m.\u001b[39mraise_for_status()\n\u001b[1;32m     <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/lyricsgenius/api/base.py?line=80'>81</a>\u001b[0m \u001b[39mexcept\u001b[39;00m Timeout \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py:587\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=581'>582</a>\u001b[0m send_kwargs \u001b[39m=\u001b[39m {\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=582'>583</a>\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m: timeout,\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=583'>584</a>\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=584'>585</a>\u001b[0m }\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=585'>586</a>\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=586'>587</a>\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msend(prep, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49msend_kwargs)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=588'>589</a>\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py:745\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=741'>742</a>\u001b[0m         \u001b[39mpass\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=743'>744</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m stream:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=744'>745</a>\u001b[0m     r\u001b[39m.\u001b[39;49mcontent\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/sessions.py?line=746'>747</a>\u001b[0m \u001b[39mreturn\u001b[39;00m r\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py:899\u001b[0m, in \u001b[0;36mResponse.content\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=896'>897</a>\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_content \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=897'>898</a>\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=898'>899</a>\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_content \u001b[39m=\u001b[39m \u001b[39mb\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m.\u001b[39;49mjoin(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49miter_content(CONTENT_CHUNK_SIZE)) \u001b[39mor\u001b[39;00m \u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=900'>901</a>\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_content_consumed \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=901'>902</a>\u001b[0m \u001b[39m# don't need to release the connection; that's been handled by urllib3\u001b[39;00m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=902'>903</a>\u001b[0m \u001b[39m# since we exhausted the data.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py:822\u001b[0m, in \u001b[0;36mResponse.iter_content.<locals>.generate\u001b[0;34m()\u001b[0m\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=819'>820</a>\u001b[0m     \u001b[39mraise\u001b[39;00m ContentDecodingError(e)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=820'>821</a>\u001b[0m \u001b[39mexcept\u001b[39;00m ReadTimeoutError \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m--> <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=821'>822</a>\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m(e)\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=822'>823</a>\u001b[0m \u001b[39mexcept\u001b[39;00m SSLError \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    <a href='file:///Users/xavierevans/miniforge3/envs/thesis/lib/python3.9/site-packages/requests/models.py?line=823'>824</a>\u001b[0m     \u001b[39mraise\u001b[39;00m RequestsSSLError(e)\n",
      "\u001b[0;31mConnectionError\u001b[0m: HTTPSConnectionPool(host='genius.com', port=443): Read timed out."
     ]
    }
   ],
   "source": [
    "songs = [get_genius_song_object(song, artist) for song, artist in song_artist[8200:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for \"Blinding Lights\" by The Weeknd...\n",
      "Done.\n",
      "Searching for \"Radioactive\" by Imagine Dragons...\n",
      "Done.\n",
      "Searching for \"Sail\" by AWOLNATION...\n",
      "Done.\n",
      "Searching for \"I'm Yours\" by Jason Mraz...\n",
      "Done.\n",
      "Searching for \"How Do I Live\" by LeAnn Rimes...\n",
      "Done.\n",
      "Searching for \"Counting Stars\" by OneRepublic...\n",
      "Done.\n",
      "Searching for \"Party Rock Anthem\" by LMFAO Featuring Lauren Bennett & GoonRock...\n",
      "Done.\n",
      "Searching for \"Rolling In The Deep\" by Adele...\n",
      "Done.\n",
      "Searching for \"Foolish Games/You Were Meant For Me\" by Jewel...\n",
      "Done.\n",
      "Searching for \"Before He Cheats\" by Carrie Underwood...\n",
      "Done.\n",
      "Searching for \"I Hope\" by Gabby Barrett Featuring Charlie Puth...\n",
      "Done.\n",
      "Searching for \"Ho Hey\" by The Lumineers...\n",
      "Done.\n",
      "Searching for \"You And Me\" by Lifehouse...\n",
      "Done.\n",
      "Searching for \"Circles\" by Post Malone...\n",
      "Done.\n",
      "Searching for \"Demons\" by Imagine Dragons...\n",
      "Done.\n",
      "Searching for \"Need You Now\" by Lady Antebellum...\n",
      "Done.\n",
      "Searching for \"Macarena (Bayside Boys Remix)\" by Los Del Rio...\n",
      "Done.\n",
      "Searching for \"All Of Me\" by John Legend...\n",
      "Done.\n",
      "Searching for \"Somebody That I Used To Know\" by Gotye Featuring Kimbra...\n",
      "Done.\n",
      "Searching for \"Shape Of You\" by Ed Sheeran...\n",
      "Done.\n",
      "Searching for \"Thinking Out Loud\" by Ed Sheeran...\n",
      "Done.\n",
      "Searching for \"How To Save A Life\" by The Fray...\n",
      "Done.\n",
      "Searching for \"Smooth\" by Santana Featuring Rob Thomas...\n",
      "Done.\n",
      "Searching for \"Dark Horse\" by Katy Perry Featuring Juicy J...\n",
      "Done.\n",
      "Searching for \"Lights\" by Ellie Goulding...\n",
      "Done.\n",
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      "Searching for \"1-800-273-8255\" by Logic Featuring Alessia Cara & Khalid...\n",
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      "Done.\n",
      "Searching for \"You're Makin' Me High/Let It Flow\" by Toni Braxton...\n",
      "Done.\n",
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      "Searching for \"Levitating\" by Dua Lipa Featuring DaBaby...\n",
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      "Searching for \"Speechless\" by Dan + Shay...\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"Sexy Chick\" by David Guetta Featuring Akon...\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"Waiting On The World To Change\" by John Mayer...\n",
      "Done.\n",
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      "Done.\n",
      "Searching for \"If I Ain't Got You\" by Alicia Keys...\n",
      "Done.\n",
      "Searching for \"I Need To Know\" by Marc Anthony...\n",
      "Done.\n",
      "Searching for \"I Will Remember You (Live)\" by Sarah McLachlan...\n",
      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Searching for \"I'm The Only One\" by Melissa Etheridge...\n",
      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"Trampoline\" by SHAED...\n",
      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"Love.\" by Kendrick Lamar Featuring Zacari...\n",
      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"Treat You Better\" by Shawn Mendes...\n",
      "Done.\n",
      "Searching for \"I Hate U I Love U\" by gnash Featuring Olivia O'Brien...\n",
      "Done.\n",
      "Searching for \"Ride\" by twenty one pilots...\n",
      "Done.\n",
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      "Done.\n",
      "Searching for \"Like I'm Gonna Lose You\" by Meghan Trainor Featuring John Legend...\n",
      "Done.\n",
      "Searching for \"Habits (Stay High)\" by Tove Lo...\n",
      "Done.\n",
      "Searching for \"Fancy\" by Iggy Azalea Featuring Charli XCX...\n",
      "Done.\n",
      "Searching for \"Timber\" by Pitbull Featuring Ke$ha...\n",
      "Done.\n",
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      "Searching for \"I Will Wait\" by Mumford & Sons...\n",
      "Done.\n",
      "Searching for \"Everybody Talks\" by Neon Trees...\n",
      "Done.\n",
      "Searching for \"Someone Like You\" by Adele...\n",
      "Done.\n",
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      "Done.\n",
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      "Done.\n",
      "Searching for \"You Found Me\" by The Fray...\n",
      "Done.\n",
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      "Done.\n",
      "Searching for \"Closer\" by Ne-Yo...\n",
      "Done.\n",
      "Searching for \"Bleeding Love\" by Leona Lewis...\n",
      "Done.\n",
      "Searching for \"No One\" by Alicia Keys...\n",
      "Done.\n",
      "Searching for \"Move Along\" by The All-American Rejects...\n",
      "Done.\n",
      "Searching for \"Dirty Little Secret\" by The All-American Rejects...\n",
      "Done.\n",
      "Searching for \"Gold Digger\" by Kanye West Featuring Jamie Foxx...\n",
      "Done.\n",
      "Searching for \"1, 2 Step\" by Ciara Featuring Missy Elliott...\n",
      "Done.\n",
      "Searching for \"Freek-A-Leek\" by Petey Pablo...\n",
      "Done.\n",
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      "Done.\n",
      "Searching for \"Gimme The Light\" by Sean Paul...\n",
      "Done.\n",
      "Searching for \"I Do!!\" by Toya...\n",
      "Done.\n",
      "Searching for \"Drive\" by Incubus...\n",
      "Done.\n",
      "Searching for \"Thank You\" by Dido...\n",
      "Done.\n",
      "Searching for \"Bent\" by matchbox twenty...\n",
      "Done.\n",
      "Searching for \"Where Do You Go\" by No Mercy...\n",
      "Done.\n",
      "Searching for \"Give Me One Reason\" by Tracy Chapman...\n",
      "Done.\n",
      "Searching for \"December\" by Collective Soul...\n",
      "Done.\n",
      "Searching for \"Rhythm Is A Dancer\" by Snap!...\n",
      "Done.\n",
      "Searching for \"Bust A Move\" by Young M.C....\n",
      "Done.\n",
      "Searching for \"The Twist\" by Chubby Checker...\n",
      "Done.\n",
      "Searching for \"You Broke Me First.\" by Tate McRae...\n",
      "Done.\n",
      "Searching for \"Rockin' Around The Christmas Tree\" by Brenda Lee...\n",
      "Done.\n",
      "Searching for \"Life Is Good\" by Future Featuring Drake...\n",
      "Done.\n",
      "Searching for \"Say So\" by Doja Cat Featuring Nicki Minaj...\n",
      "Done.\n",
      "Searching for \"The Box\" by Roddy Ricch...\n",
      "Done.\n",
      "Searching for \"Falling\" by Trevor Daniel...\n",
      "Done.\n",
      "Searching for \"Sad!\" by XXXTENTACION...\n",
      "Done.\n",
      "Searching for \"Ex's & Oh's\" by Elle King...\n",
      "Done.\n",
      "Searching for \"Team\" by Lorde...\n",
      "Done.\n",
      "Searching for \"Love You Like A Love Song\" by Selena Gomez & The Scene...\n",
      "Done.\n",
      "Searching for \"I Like It\" by Enrique Iglesias Featuring Pitbull...\n",
      "Done.\n",
      "Searching for \"TiK ToK\" by Ke$ha...\n",
      "Done.\n",
      "Searching for \"The Way I Are\" by Timbaland Featuring Keri Hilson...\n",
      "Done.\n",
      "Searching for \"You're Beautiful\" by James Blunt...\n",
      "Done.\n",
      "Searching for \"Run It!\" by Chris Brown...\n",
      "Done.\n",
      "Searching for \"Scars\" by Papa Roach...\n",
      "Done.\n",
      "Searching for \"Mr. Brightside\" by The Killers...\n",
      "Done.\n",
      "Searching for \"Goodies\" by Ciara Featuring Petey Pablo...\n",
      "Done.\n",
      "Searching for \"The Reason\" by Hoobastank...\n",
      "Done.\n",
      "Searching for \"Blurry\" by Puddle Of Mudd...\n",
      "Done.\n",
      "Searching for \"Twisted\" by Keith Sweat...\n",
      "Done.\n",
      "Searching for \"Wonder\" by Natalie Merchant...\n",
      "Done.\n",
      "Searching for \"Be My Lover\" by La Bouche...\n",
      "Done.\n",
      "Searching for \"Gangsta's Paradise\" by Coolio...\n",
      "Done.\n",
      "Searching for \"I Know\" by Dionne Farris...\n",
      "Done.\n",
      "Searching for \"Tootsee Roll\" by 69 Boyz...\n",
      "Done.\n",
      "Searching for \"Tarzan Boy\" by Baltimora...\n",
      "Done.\n",
      "Searching for \"Why Me\" by Kris Kristofferson...\n",
      "Done.\n",
      "Searching for \"Senorita\" by Shawn Mendes & Camila Cabello...\n",
      "Done.\n",
      "Searching for \"Suge\" by DaBaby...\n",
      "Done.\n",
      "Searching for \"Going Bad\" by Meek Mill Featuring Drake...\n",
      "Done.\n",
      "Searching for \"Humble.\" by Kendrick Lamar...\n",
      "Done.\n",
      "Searching for \"Broccoli\" by D.R.A.M. Featuring Lil Yachty...\n",
      "Done.\n",
      "Searching for \"I Took A Pill In Ibiza\" by Mike Posner...\n",
      "Done.\n",
      "Searching for \"Me, Myself & I\" by G-Eazy x Bebe Rexha...\n",
      "Done.\n",
      "Searching for \"Post To Be\" by Omarion Featuring Chris Brown & Jhene Aiko...\n",
      "Done.\n",
      "Searching for \"I'm Not The Only One\" by Sam Smith...\n",
      "Done.\n",
      "Searching for \"Turn Down For What\" by DJ Snake & Lil Jon...\n",
      "Done.\n",
      "Searching for \"Sweater Weather\" by The Neighbourhood...\n",
      "Done.\n",
      "Searching for \"Glad You Came\" by The Wanted...\n",
      "Done.\n",
      "Searching for \"Stronger (What Doesn't Kill You)\" by Kelly Clarkson...\n",
      "Done.\n",
      "Searching for \"Good Feeling\" by Flo Rida...\n",
      "Done.\n",
      "Searching for \"Stereo Hearts\" by Gym Class Heroes Featuring Adam Levine...\n",
      "Done.\n",
      "Searching for \"Don't Trust Me\" by 3OH!3...\n",
      "Done.\n",
      "Searching for \"Disturbia\" by Rihanna...\n",
      "Done.\n",
      "Searching for \"Home\" by Daughtry...\n",
      "Done.\n",
      "Searching for \"I Write Sins Not Tragedies\" by Panic! At The Disco...\n",
      "Done.\n",
      "Searching for \"Because Of You\" by Kelly Clarkson...\n",
      "Done.\n",
      "Searching for \"The Game Of Love\" by Santana Featuring Michelle Branch...\n",
      "Done.\n",
      "Searching for \"He Wasn't Man Enough\" by Toni Braxton...\n",
      "Done.\n",
      "Searching for \"Back At One\" by Brian McKnight...\n",
      "Done.\n",
      "Searching for \"Can I Get A...\" by Jay-Z...\n",
      "Done.\n",
      "Searching for \"Just Another Day\" by Jon Secada...\n",
      "Done.\n",
      "Searching for \"Into The Night\" by Benny Mardones...\n",
      "Done.\n",
      "Searching for \"Monster Mash\" by Bobby \"Boris\" Pickett And The Crypt-Kickers...\n",
      "Done.\n",
      "Searching for \"Without You\" by The Kid LAROI...\n",
      "Done.\n",
      "Searching for \"Chasin' You\" by Morgan Wallen...\n",
      "Done.\n",
      "Searching for \"Dance Monkey\" by Tones And I...\n",
      "Done.\n",
      "Searching for \"Only Human\" by Jonas Brothers...\n",
      "Done.\n",
      "Searching for \"God's Plan\" by Drake...\n",
      "Done.\n",
      "Searching for \"Never Be The Same\" by Camila Cabello...\n",
      "Done.\n",
      "Searching for \"Bad And Boujee\" by Migos Featuring Lil Uzi Vert...\n",
      "Done.\n",
      "Searching for \"One Dance\" by Drake Featuring WizKid & Kyla...\n",
      "Done.\n",
      "Searching for \"Work\" by Rihanna Featuring Drake...\n",
      "Done.\n",
      "Searching for \"7 Years\" by Lukas Graham...\n",
      "Done.\n",
      "Searching for \"My Boo\" by Ghost Town DJ's...\n",
      "Done.\n",
      "Searching for \"Hotline Bling\" by Drake...\n",
      "Done.\n",
      "Searching for \"Worth It\" by Fifth Harmony Featuring Kid Ink...\n",
      "Done.\n",
      "Searching for \"Blank Space\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Don't\" by Ed Sheeran...\n",
      "Done.\n",
      "Searching for \"Loyal\" by Chris Brown...\n",
      "Done.\n",
      "Searching for \"Best Day Of My Life\" by American Authors...\n",
      "Done.\n",
      "Searching for \"Burn\" by Ellie Goulding...\n",
      "Done.\n",
      "Searching for \"Just Give Me A Reason\" by P!nk Featuring Nate Ruess...\n",
      "Done.\n",
      "Searching for \"I Knew You Were Trouble\" by Taylor Swift...\n",
      "Done.\n",
      "Searching for \"Locked Out Of Heaven\" by Bruno Mars...\n",
      "Done.\n",
      "Searching for \"Drive By\" by Train...\n",
      "Done.\n",
      "Searching for \"Wild Ones\" by Flo Rida Featuring Sia...\n",
      "Done.\n",
      "Searching for \"Ni**as in Paris\" by Jay Z Kanye West...\n",
      "Done.\n",
      "Searching for \"Crazy Girl\" by Eli Young Band...\n",
      "Done.\n",
      "Searching for \"Grenade\" by Bruno Mars...\n",
      "Done.\n",
      "Searching for \"Animal\" by Neon Trees...\n",
      "Done.\n",
      "Searching for \"Gives You Hell\" by The All-American Rejects...\n",
      "Done.\n",
      "Searching for \"Our Song\" by Taylor Swift...\n"
     ]
    }
   ],
   "source": [
    "# np_chorus = df_chorus.to_numpy()\n",
    "# choruses = [get_chorus(song, artist) for song, artist in np_chorus]\n",
    "# choruses[:5]"
   ]
  }
 ],
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