flask_song_summarizer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import gensim\n",
    "from gensim.summarization.summarizer import summarize\n",
    "from gensim.summarization.summarizer import summarize_corpus\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def artist_album_list(artist_list):\n",
    "    '''Takes a list of artists, returns list of their albums in order of input index (artist index)'''\n",
    "    album_urls = []\n",
    "    for i,_ in enumerate(artist_list):\n",
    "        artist = str(artist_list[i])\n",
    "        artist = re.sub(' ', '-', artist)\n",
    "        #artist = str(artist)\n",
    "        #artist = str(artist_list[i])\n",
    "        base_artist_url = 'https://genius.com/artists/'\n",
    "        artist_url = base_artist_url + artist\n",
    "        #page = requests.get(artist_url)    \n",
    "        #html = BeautifulSoup(page.text, \"html.parser\") this one also works\n",
    "        r = requests.get(artist_url)\n",
    "        soup = BeautifulSoup(r.content, 'lxml')\n",
    "        for a in soup.find_all('a',{'class': 'vertical_album_card'}, ['href']):\n",
    "            album_urls.append(a['href'])\n",
    "    return album_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def album_song_list(album_urls):\n",
    "    ''' Takes the list of albums and returns a list of songs in those albums'''\n",
    "    song_urls = []\n",
    "    for i,_ in enumerate(album_urls):\n",
    "        r = requests.get(album_urls[i])\n",
    "        soup = BeautifulSoup(r.content, 'lxml')\n",
    "        for div in soup.find_all('div',{'class': 'chart_row chart_row--light_border chart_row--full_bleed_left chart_row--align_baseline chart_row--no_hover'}):\n",
    "            if len(div.span.span.text) > 0: # The only thing that distinguishes between songs and extra links is the span #\n",
    "                song_urls.append(div.a['href'])\n",
    "    return song_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def lyrics_summarize(song_urls):\n",
    "    song_info = []\n",
    "    for i,_ in enumerate(song_urls):\n",
    "        page = requests.get(song_urls[i])    \n",
    "        html = BeautifulSoup(page.text, \"html.parser\") # Extract the page's HTML as a string\n",
    "\n",
    "        # Song name\n",
    "        try:\n",
    "            song_name = html.find(\"h1\", class_=\"header_with_cover_art-primary_info-title\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "            artist = html.find(\"a\",class_='header_with_cover_art-primary_info-primary_artist').get_text().encode('ascii','ignore').decode('ascii')\n",
    "            album = html.find(\"a\", class_=\"song_album-info-title\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "            lyrics = html.find(\"div\", class_=\"lyrics\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "            lyrics = html.find(\"div\", class_=\"lyrics\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "            lyrics = re.sub('\\[.*\\]','',lyrics) # Remove [Verse] and [Bridge] stuff\n",
    "            #lyrics = re.sub('\\n',' ',lyrics)  # Remove gaps between verses\n",
    "            song_info.append(song_name)\n",
    "            song_info.append(artist)\n",
    "            song_info.append(album)\n",
    "            song_info.append(lyrics)\n",
    "        except:\n",
    "            pass\n",
    "    return song_info      # unused"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def trimmer(song_url, ratio=0.07):  \n",
    "    song_info = []\n",
    "    #lyrics_only = []\n",
    "    page = requests.get(song_url)\n",
    "    html = BeautifulSoup(page.text, \"html.parser\")\n",
    "    #print(html)\n",
    "    song_name = html.find(\"h1\", class_=\"header_with_cover_art-primary_info-title\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "    #print(song_name)\n",
    "    artist = html.find(\"a\",class_='header_with_cover_art-primary_info-primary_artist').get_text().encode('ascii','ignore').decode('ascii')\n",
    "    #album = html.find(\"a\", class_=\"song_album-info-title\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "    lyrics = html.find(\"div\", class_=\"lyrics\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "    lyrics = html.find(\"div\", class_=\"lyrics\").get_text().encode('ascii','ignore').decode('ascii')\n",
    "    lyrics = re.sub('\\[.*\\]','',lyrics) # Remove [Verse] and [Bridge] stuff\n",
    "    #lyrics = re.sub('\\n',' ',lyrics)  # Remove gaps between verses\n",
    "    #song_info.append(song_name)\n",
    "    #song_info.append(artist)\n",
    "    #song_info.append(album)\n",
    "    #song_info.append(lyrics)\n",
    "    #print(song_info)\n",
    "#     print(\"Song name: \", song_name)\n",
    "#     print(\"Artist: \", artist)\n",
    "#     print(\"\")\n",
    "#     print(\"Song Summary:\")\n",
    "    dirty = summarize(lyrics, ratio=ratio)\n",
    "    clean = re.sub('\\n', ' \\n', dirty)\n",
    "    song_info.append(song_name)\n",
    "    song_info.append(artist)\n",
    "    song_info.append(clean)\n",
    "    return song_info\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_list = ['mansionz']\n",
    "\n",
    "mansionz = artist_album_list(artist_list)\n",
    "\n",
    "mansionz_songs = album_song_list(mansionz)\n",
    "\n",
    "mansionz = lyrics_summarize(mansionz_songs)\n",
    "\n",
    "mansionz = mansionz[3::4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yeah, I'm sittin' in the goddamn 'Lac (Ya dig it)\n",
      "Yeah, sittin' in the clean Impala (Ya dig it)\n",
      "Because a lot of people don't wanna talk about Dennis Rodman anymore because they think he's a has-been\n",
      "I said, \"I don't give a fuck, man, I'ma go do Dennis Rodman\"\n"
     ]
    }
   ],
   "source": [
    "print(summarize(mansionz[3], ratio=0.1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Song name:  Hoe On A Mission\n",
      "Artist:  Migos\n",
      "\n",
      "Song Summary:\n",
      "I put my hoe on a mission, she got to play her position\n",
      "I got a thousand niggas, stay with some ammunition\n",
      "Aint got no time for no playing no joking\n",
      "Shitting on niggas, got diarrhea\n",
      "Tryna steal, nigga is you for real?\n"
     ]
    }
   ],
   "source": [
    "path = 'https://genius.com/Migos-hoe-on-a-mission-lyrics'\n",
    "trimmer(path, ratio=0.06)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Song name:  Slaughter Ya Daughter\n",
      "Artist:  21 Savage\n",
      "\n",
      "Song Summary:\n",
      "Gon' pull up in, okay\n",
      "'Cause a nigga like me be goddamn, rapping\n",
      "At the same time lil' nigga out here, trapping\n",
      "Fuck what your deal worth\n",
      "Nigga, I look like Spielberg\n",
      "She had a Honda (slaughter your daughter)\n"
     ]
    }
   ],
   "source": [
    "path = 'https://genius.com/21-savage-slaughter-ya-daughter-lyrics'\n",
    "trimmer(path, ratio=0.06)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Song name:  Money Mitch\n",
      "Artist:  Lil Uzi Vert\n",
      "\n",
      "Song Summary:\n",
      "Crib look like the Playboy mansion got sixteen bunnies\n",
      "Yeah 'member they ain't love me, now these girls wanna hug me\n",
      "Only said that 'cause their boyfriends listenin' but these girls wanna fuck me\n",
      "Yeah, got the rari, saw the Wraith, run it\n",
      "If I talk to your girl, man I swear you lucky\n",
      "Huh, run it, run it, bitch, run it, yeah\n"
     ]
    }
   ],
   "source": [
    "path = 'https://genius.com/Lil-uzi-vert-money-mitch-lyrics'\n",
    "trimmer(path, ratio=0.07)\n",
    "# Downfall is that if a verse is preceded by the same line, that line will get picked a lot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'https://genius.com/Adele-send-my-love-to-your-new-lover-lyrics'\n",
    "tester = trimmer(path, ratio=0.07)\n",
    "# Downfall is that if a verse is preceded by the same line, that line will get picked a lot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mmm, told me you were ready \n",
      "Mmm, that was what you told me \n",
      "(Send my love to your new lover) \n",
      "(Send my love to your new lover)\n"
     ]
    }
   ],
   "source": [
    "print(tester[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test \n",
      " test\n"
     ]
    }
   ],
   "source": [
    "print(\"test \\n test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'danceability': 0.721, 'energy': 0.939, 'key': 8, 'loudness': -11.823, 'mode': 1, 'speechiness': 0.0376, 'acousticness': 0.115, 'instrumentalness': 3.79e-05, 'liveness': 0.108, 'valence': 0.914, 'tempo': 113.309, 'type': 'audio_features', 'id': '4uLU6hMCjMI75M1A2tKUQC', 'uri': 'spotify:track:4uLU6hMCjMI75M1A2tKUQC', 'track_href': 'https://api.spotify.com/v1/tracks/4uLU6hMCjMI75M1A2tKUQC', 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/4uLU6hMCjMI75M1A2tKUQC', 'duration_ms': 213573, 'time_signature': 4}]\n"
     ]
    }
   ],
   "source": [
    "import spotipy\n",
    "import spotipy.oauth2\n",
    "\n",
    "credentials = spotipy.oauth2.SpotifyClientCredentials('dd078c444ae142df817917fade581201','c67e8c5e778a45a591ac3c59f2417822')\n",
    "spotify = spotipy.Spotify(client_credentials_manager=credentials)\n",
    "print (spotify.audio_features(['4uLU6hMCjMI75M1A2tKUQC']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'spotipy' has no attribute 'search'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-125-b4cd129e159c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;31m# find album by name\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0malbum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"Pestbringer\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"album:\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0malbum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"album\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;31m# get the first album uri\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: module 'spotipy' has no attribute 'search'"
     ]
    }
   ],
   "source": [
    "#import spotipy\n",
    "credentials = spotipy.oauth2.SpotifyClientCredentials('dd078c444ae142df817917fade581201','c67e8c5e778a45a591ac3c59f2417822')\n",
    "spotify = spotipy.Spotify(client_credentials_manager=credentials)\n",
    "\n",
    "sp = spotipy\n",
    "sp.trace = False\n",
    "\n",
    "# find album by name\n",
    "album = \"Pestbringer\"\n",
    "results = sp.search(q = \"album:\" + album, type = \"album\")\n",
    "\n",
    "# get the first album uri\n",
    "album_id = results['albums']['items'][0]['uri']\n",
    "\n",
    "# get album tracks\n",
    "tracks = sp.album_tracks(album_id)\n",
    "for track in tracks['items']:\n",
    "    print(track['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'spotipy' has no attribute 'search'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-127-dc0a367240d8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'artist:foo track:bar'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: module 'spotipy' has no attribute 'search'"
     ]
    }
   ],
   "source": [
    "sp.search(q='artist:foo track:bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = 'Migos'\n",
    "results = spotify.search(q='artist:' + name, type='artist')\n",
    "items = results['artists']['items']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "  'followers': {'href': None, 'total': 4374146},\n",
       "  'genres': ['pop', 'rap', 'trap music'],\n",
       "  'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "  'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "  'images': [{'height': 640,\n",
       "    'url': 'https://i.scdn.co/image/29180f7f9c945e04de9b39cb5188f6a9171ae485',\n",
       "    'width': 640},\n",
       "   {'height': 320,\n",
       "    'url': 'https://i.scdn.co/image/f31fe04e6bfd7d154cc6434cbec87483b8d2d46e',\n",
       "    'width': 320},\n",
       "   {'height': 160,\n",
       "    'url': 'https://i.scdn.co/image/98b8cc9b24841b0f516dfc52e9228ff7f47041f2',\n",
       "    'width': 160}],\n",
       "  'name': 'Migos',\n",
       "  'popularity': 95,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/3dn4XHZRNPUxC2UkepJmxy'},\n",
       "  'followers': {'href': None, 'total': 14348},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/3dn4XHZRNPUxC2UkepJmxy',\n",
       "  'id': '3dn4XHZRNPUxC2UkepJmxy',\n",
       "  'images': [{'height': 640,\n",
       "    'url': 'https://i.scdn.co/image/c4fe44c42badeb54256a3c9ad8fc585a502dbe1b',\n",
       "    'width': 640},\n",
       "   {'height': 300,\n",
       "    'url': 'https://i.scdn.co/image/eea5b20cd6474913ecd5e7da16d5c88fddc20b67',\n",
       "    'width': 300},\n",
       "   {'height': 64,\n",
       "    'url': 'https://i.scdn.co/image/0cc33f189381bb9e0e89722bc999cc4953239baf',\n",
       "    'width': 64}],\n",
       "  'name': 'Migos',\n",
       "  'popularity': 34,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:3dn4XHZRNPUxC2UkepJmxy'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/1kS8DeegHwSYnebbxejf3W'},\n",
       "  'followers': {'href': None, 'total': 56},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/1kS8DeegHwSYnebbxejf3W',\n",
       "  'id': '1kS8DeegHwSYnebbxejf3W',\n",
       "  'images': [],\n",
       "  'name': 'Migos',\n",
       "  'popularity': 1,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:1kS8DeegHwSYnebbxejf3W'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/6oaIMC8E7iemi5SQfkvTfQ'},\n",
       "  'followers': {'href': None, 'total': 6},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/6oaIMC8E7iemi5SQfkvTfQ',\n",
       "  'id': '6oaIMC8E7iemi5SQfkvTfQ',\n",
       "  'images': [],\n",
       "  'name': 'Migos',\n",
       "  'popularity': 0,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:6oaIMC8E7iemi5SQfkvTfQ'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/0UA3DS6MF4O2KjaaSfsRpN'},\n",
       "  'followers': {'href': None, 'total': 7652},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/0UA3DS6MF4O2KjaaSfsRpN',\n",
       "  'id': '0UA3DS6MF4O2KjaaSfsRpN',\n",
       "  'images': [],\n",
       "  'name': 'Trap Migos',\n",
       "  'popularity': 6,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:0UA3DS6MF4O2KjaaSfsRpN'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/7j4DVAyiIuYWeaffOMM5xs'},\n",
       "  'followers': {'href': None, 'total': 87},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/7j4DVAyiIuYWeaffOMM5xs',\n",
       "  'id': '7j4DVAyiIuYWeaffOMM5xs',\n",
       "  'images': [],\n",
       "  'name': 'QC Migos',\n",
       "  'popularity': 3,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:7j4DVAyiIuYWeaffOMM5xs'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/6Jb6hHhHqw670g6XlZpNng'},\n",
       "  'followers': {'href': None, 'total': 0},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/6Jb6hHhHqw670g6XlZpNng',\n",
       "  'id': '6Jb6hHhHqw670g6XlZpNng',\n",
       "  'images': [],\n",
       "  'name': '600B, Migos',\n",
       "  'popularity': 0,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:6Jb6hHhHqw670g6XlZpNng'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/5RKYrWg58SP33s9YlaWCeC'},\n",
       "  'followers': {'href': None, 'total': 158},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/5RKYrWg58SP33s9YlaWCeC',\n",
       "  'id': '5RKYrWg58SP33s9YlaWCeC',\n",
       "  'images': [{'height': 640,\n",
       "    'url': 'https://i.scdn.co/image/bf95b3f71c016a0090a69aa599b0f9d38cc8ce8d',\n",
       "    'width': 640},\n",
       "   {'height': 300,\n",
       "    'url': 'https://i.scdn.co/image/ac000c6f01b7ee0c157c78991f25a960bab73529',\n",
       "    'width': 300},\n",
       "   {'height': 64,\n",
       "    'url': 'https://i.scdn.co/image/0ab0a7531e559fe1f23b8dc904420dc9b053f25d',\n",
       "    'width': 64}],\n",
       "  'name': 'Migos and Bg',\n",
       "  'popularity': 0,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:5RKYrWg58SP33s9YlaWCeC'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/2fHdRV05N73wA1HxVeuy5R'},\n",
       "  'followers': {'href': None, 'total': 194},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/2fHdRV05N73wA1HxVeuy5R',\n",
       "  'id': '2fHdRV05N73wA1HxVeuy5R',\n",
       "  'images': [],\n",
       "  'name': 'Takeoff of Migos',\n",
       "  'popularity': 1,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:2fHdRV05N73wA1HxVeuy5R'},\n",
       " {'external_urls': {'spotify': 'https://open.spotify.com/artist/6hjoojhxsDTJVAZyBMwrVB'},\n",
       "  'followers': {'href': None, 'total': 69},\n",
       "  'genres': [],\n",
       "  'href': 'https://api.spotify.com/v1/artists/6hjoojhxsDTJVAZyBMwrVB',\n",
       "  'id': '6hjoojhxsDTJVAZyBMwrVB',\n",
       "  'images': [],\n",
       "  'name': 'Skippa Da Flippa Migos',\n",
       "  'popularity': 0,\n",
       "  'type': 'artist',\n",
       "  'uri': 'spotify:artist:6hjoojhxsDTJVAZyBMwrVB'}]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'artists': {'href': 'https://api.spotify.com/v1/search?query=artist%3AMigos&type=artist&offset=0&limit=10',\n",
       "  'items': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "    'followers': {'href': None, 'total': 4374146},\n",
       "    'genres': ['pop', 'rap', 'trap music'],\n",
       "    'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "    'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/29180f7f9c945e04de9b39cb5188f6a9171ae485',\n",
       "      'width': 640},\n",
       "     {'height': 320,\n",
       "      'url': 'https://i.scdn.co/image/f31fe04e6bfd7d154cc6434cbec87483b8d2d46e',\n",
       "      'width': 320},\n",
       "     {'height': 160,\n",
       "      'url': 'https://i.scdn.co/image/98b8cc9b24841b0f516dfc52e9228ff7f47041f2',\n",
       "      'width': 160}],\n",
       "    'name': 'Migos',\n",
       "    'popularity': 95,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/3dn4XHZRNPUxC2UkepJmxy'},\n",
       "    'followers': {'href': None, 'total': 14348},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/3dn4XHZRNPUxC2UkepJmxy',\n",
       "    'id': '3dn4XHZRNPUxC2UkepJmxy',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/c4fe44c42badeb54256a3c9ad8fc585a502dbe1b',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/eea5b20cd6474913ecd5e7da16d5c88fddc20b67',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/0cc33f189381bb9e0e89722bc999cc4953239baf',\n",
       "      'width': 64}],\n",
       "    'name': 'Migos',\n",
       "    'popularity': 34,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:3dn4XHZRNPUxC2UkepJmxy'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/1kS8DeegHwSYnebbxejf3W'},\n",
       "    'followers': {'href': None, 'total': 56},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/1kS8DeegHwSYnebbxejf3W',\n",
       "    'id': '1kS8DeegHwSYnebbxejf3W',\n",
       "    'images': [],\n",
       "    'name': 'Migos',\n",
       "    'popularity': 1,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:1kS8DeegHwSYnebbxejf3W'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/6oaIMC8E7iemi5SQfkvTfQ'},\n",
       "    'followers': {'href': None, 'total': 6},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/6oaIMC8E7iemi5SQfkvTfQ',\n",
       "    'id': '6oaIMC8E7iemi5SQfkvTfQ',\n",
       "    'images': [],\n",
       "    'name': 'Migos',\n",
       "    'popularity': 0,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:6oaIMC8E7iemi5SQfkvTfQ'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/0UA3DS6MF4O2KjaaSfsRpN'},\n",
       "    'followers': {'href': None, 'total': 7652},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/0UA3DS6MF4O2KjaaSfsRpN',\n",
       "    'id': '0UA3DS6MF4O2KjaaSfsRpN',\n",
       "    'images': [],\n",
       "    'name': 'Trap Migos',\n",
       "    'popularity': 6,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:0UA3DS6MF4O2KjaaSfsRpN'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/7j4DVAyiIuYWeaffOMM5xs'},\n",
       "    'followers': {'href': None, 'total': 87},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/7j4DVAyiIuYWeaffOMM5xs',\n",
       "    'id': '7j4DVAyiIuYWeaffOMM5xs',\n",
       "    'images': [],\n",
       "    'name': 'QC Migos',\n",
       "    'popularity': 3,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:7j4DVAyiIuYWeaffOMM5xs'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/6Jb6hHhHqw670g6XlZpNng'},\n",
       "    'followers': {'href': None, 'total': 0},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/6Jb6hHhHqw670g6XlZpNng',\n",
       "    'id': '6Jb6hHhHqw670g6XlZpNng',\n",
       "    'images': [],\n",
       "    'name': '600B, Migos',\n",
       "    'popularity': 0,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:6Jb6hHhHqw670g6XlZpNng'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/5RKYrWg58SP33s9YlaWCeC'},\n",
       "    'followers': {'href': None, 'total': 158},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/5RKYrWg58SP33s9YlaWCeC',\n",
       "    'id': '5RKYrWg58SP33s9YlaWCeC',\n",
       "    'images': [{'height': 640,\n",
       "      'url': 'https://i.scdn.co/image/bf95b3f71c016a0090a69aa599b0f9d38cc8ce8d',\n",
       "      'width': 640},\n",
       "     {'height': 300,\n",
       "      'url': 'https://i.scdn.co/image/ac000c6f01b7ee0c157c78991f25a960bab73529',\n",
       "      'width': 300},\n",
       "     {'height': 64,\n",
       "      'url': 'https://i.scdn.co/image/0ab0a7531e559fe1f23b8dc904420dc9b053f25d',\n",
       "      'width': 64}],\n",
       "    'name': 'Migos and Bg',\n",
       "    'popularity': 0,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:5RKYrWg58SP33s9YlaWCeC'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/2fHdRV05N73wA1HxVeuy5R'},\n",
       "    'followers': {'href': None, 'total': 194},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/2fHdRV05N73wA1HxVeuy5R',\n",
       "    'id': '2fHdRV05N73wA1HxVeuy5R',\n",
       "    'images': [],\n",
       "    'name': 'Takeoff of Migos',\n",
       "    'popularity': 1,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:2fHdRV05N73wA1HxVeuy5R'},\n",
       "   {'external_urls': {'spotify': 'https://open.spotify.com/artist/6hjoojhxsDTJVAZyBMwrVB'},\n",
       "    'followers': {'href': None, 'total': 69},\n",
       "    'genres': [],\n",
       "    'href': 'https://api.spotify.com/v1/artists/6hjoojhxsDTJVAZyBMwrVB',\n",
       "    'id': '6hjoojhxsDTJVAZyBMwrVB',\n",
       "    'images': [],\n",
       "    'name': 'Skippa Da Flippa Migos',\n",
       "    'popularity': 0,\n",
       "    'type': 'artist',\n",
       "    'uri': 'spotify:artist:6hjoojhxsDTJVAZyBMwrVB'}],\n",
       "  'limit': 10,\n",
       "  'next': 'https://api.spotify.com/v1/search?query=artist%3AMigos&type=artist&offset=10&limit=10',\n",
       "  'offset': 0,\n",
       "  'previous': None,\n",
       "  'total': 14}}"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'spotify:artist:3dn4XHZRNPUxC2UkepJmxy'"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['artists']['items'][1]['uri']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0 No Smoke 57IRaiAB4hBZu3gnNVZC0v\n",
      "  1 Outside Today 5Qx9hngUBr30JFrNua7yp4\n",
      "  2 Beast Mode (feat. PnB Rock & YoungBoy Never Broke Again) 1AH60dMaEfNjzDoUIFwIQi\n",
      "  3 NBAYOUNGBOAT 6K2anECyrckidwf5wxS78Q\n",
      "  4 Solar Eclipse 0Ofqw9JLatNDAXozUOynst\n",
      "  5 Graffiti 6oLANSb6vq2T5tIg92FxCW\n",
      "  6 Untouchable 6xL9MJ2yt39HPPZPyGkRy8\n",
      "  7 Love Is Poison 3grLWp1ZsXJhpTc6PFS9s2\n",
      "  8 Untouchable 4MofYf0f4ijlVV6elUW5S3\n",
      "  9 Check Callin (feat. YoungBoy Never Broke Again) 64OFZXf5IvSBYX8dS8Wlaj\n",
      "  10 In The Bank (feat. YoungBoy Never Broke Again) 0sEfomtr8d86aJgZxlfh3k\n",
      "  11 GG 2DWdaFZYQyFFl4bFXC5DQi\n",
      "  12 Dedicated 4wYiSiqO7VaG3J1i1sAd8R\n",
      "  13 Doin Bad (feat. YoungBoy Never Broke Again) 0LPnvvNFTFg3pd71IlWs9n\n",
      "  14 War With Us 627Ue4WpTs3P9DumoK3BVx\n",
      "  15 You The One 6ChdMi0GZVAM6ENMwNvyjk\n",
      "  16 Left Hand Right Hand 7e0o82uBiJZDdh0J6U3121\n",
      "  17 Pleading The Fifth (feat. Quavo) 3LUPftNsM4KOk7kINY8keB\n",
      "  18 No. 9 2fZ00UKwotKWzHPGdNtdK9\n",
      "  19 38 Baby 35zkqY6kIGshmm8HhE3eSi\n"
     ]
    }
   ],
   "source": [
    "results = spotify.search(q='YoungBoy Never Broke Again', limit=20)\n",
    "for i, t in enumerate(results['tracks']['items']):\n",
    "    print(' ', i, t['name'], t['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tracks': {'href': 'https://api.spotify.com/v1/search?query=Migos&type=track&offset=0&limit=20',\n",
       "  'items': [{'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/dfc7c4f6f238bdd64f37c707e82a9b91cf3a0910',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:7fd7SEK25VS3gJAUgSwL6y'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 190288,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71714081'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/2UVbBKQOdFAekPTRsnkzcf'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/2UVbBKQOdFAekPTRsnkzcf',\n",
       "    'id': '2UVbBKQOdFAekPTRsnkzcf',\n",
       "    'name': 'Stir Fry',\n",
       "    'popularity': 91,\n",
       "    'preview_url': None,\n",
       "    'track_number': 9,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:2UVbBKQOdFAekPTRsnkzcf'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/13y7CgLHjMVRMDqxdx0Xdo'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/13y7CgLHjMVRMDqxdx0Xdo',\n",
       "       'id': '13y7CgLHjMVRMDqxdx0Xdo',\n",
       "       'name': 'Gucci Mane',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:13y7CgLHjMVRMDqxdx0Xdo'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JP',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MC',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'RO',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'ZA'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/2aTOwGU66ocsf8IQpOI0XZ'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/2aTOwGU66ocsf8IQpOI0XZ',\n",
       "     'id': '2aTOwGU66ocsf8IQpOI0XZ',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/b480a0c2657af7f89e86f4789a13540aef2d16db',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/55823eb40a5a6293320d1a9411306254c5e1c90e',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/39db9ac735df19f9bd2e4619a6e4b03457733eaa',\n",
       "       'width': 64}],\n",
       "     'name': 'Mr. Davis',\n",
       "     'release_date': '2017-10-13',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:2aTOwGU66ocsf8IQpOI0XZ'},\n",
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       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 315185,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71800974'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/0G9rmRmQDFk9O2tzZLyRkc'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/0G9rmRmQDFk9O2tzZLyRkc',\n",
       "    'id': '0G9rmRmQDFk9O2tzZLyRkc',\n",
       "    'name': 'Emoji A Chain',\n",
       "    'popularity': 75,\n",
       "    'preview_url': None,\n",
       "    'track_number': 7,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:0G9rmRmQDFk9O2tzZLyRkc'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JP',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MC',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'RO',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'ZA'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/56PJDByaunMWwCqs5rV3Nc'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/56PJDByaunMWwCqs5rV3Nc',\n",
       "     'id': '56PJDByaunMWwCqs5rV3Nc',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/38cefc8e876612c3372bf6d9e5ae3536e0a9390a',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/f80a86ddd2daafe290ae4e99cd0b597853f3137c',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/d126d09ee2a474470061ba62ca1ebada421a45f7',\n",
       "       'width': 64}],\n",
       "     'name': 'No Label II',\n",
       "     'release_date': '2014-06-03',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:56PJDByaunMWwCqs5rV3Nc'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'BE',\n",
       "     'BG',\n",
       "     'BO',\n",
       "     'BR',\n",
       "     'CA',\n",
       "     'CH',\n",
       "     'CL',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DK',\n",
       "     'DO',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'ES',\n",
       "     'FI',\n",
       "     'FR',\n",
       "     'GB',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IS',\n",
       "     'IT',\n",
       "     'JP',\n",
       "     'LT',\n",
       "     'LU',\n",
       "     'LV',\n",
       "     'MC',\n",
       "     'MT',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NZ',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PH',\n",
       "     'PL',\n",
       "     'PT',\n",
       "     'PY',\n",
       "     'RO',\n",
       "     'SE',\n",
       "     'SG',\n",
       "     'SK',\n",
       "     'SV',\n",
       "     'TH',\n",
       "     'TR',\n",
       "     'TW',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'VN',\n",
       "     'ZA'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 216247,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'QMCE31400019'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/2n5gVJ9fzeX2SSWlLQuyS9'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/2n5gVJ9fzeX2SSWlLQuyS9',\n",
       "    'id': '2n5gVJ9fzeX2SSWlLQuyS9',\n",
       "    'name': 'Fight Night',\n",
       "    'popularity': 76,\n",
       "    'preview_url': 'https://p.scdn.co/mp3-preview/2a7b91b3e760629de9e564cf701ec658c633b453?cid=dd078c444ae142df817917fade581201',\n",
       "    'track_number': 9,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:2n5gVJ9fzeX2SSWlLQuyS9'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/dfc7c4f6f238bdd64f37c707e82a9b91cf3a0910',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:7fd7SEK25VS3gJAUgSwL6y'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 255849,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71800977'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/43dOwOq0mB4i6j4SpcSkqC'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/43dOwOq0mB4i6j4SpcSkqC',\n",
       "    'id': '43dOwOq0mB4i6j4SpcSkqC',\n",
       "    'name': 'Higher We Go - Intro',\n",
       "    'popularity': 74,\n",
       "    'preview_url': None,\n",
       "    'track_number': 1,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:43dOwOq0mB4i6j4SpcSkqC'}],\n",
       "  'limit': 20,\n",
       "  'next': 'https://api.spotify.com/v1/search?query=Migos&type=track&offset=20&limit=20',\n",
       "  'offset': 0,\n",
       "  'previous': None,\n",
       "  'total': 1068}}"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "not_rude = ['Ed Sheeran', 'Adele', 'Taylor Swift', 'Justin Timberlake', 'Bon Jovi']\n",
    "rude = ['21 Savage', 'Migos', 'Lil Uzi Vert', 'Big TC', 'YoungBoy Never Broke Again']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "list indices must be integers or slices, not str",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-166-a71c8411cfb6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrude\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mresults\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mspotify\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tracks'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'items'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "for item in rude:\n",
    "    results.append(spotify.search(q=item, limit=20))\n",
    "    for i, t in enumerate(results['tracks']['items']):\n",
    "        print(' ', i, t['name'], t['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'tracks': {'href': 'https://api.spotify.com/v1/search?query=21+Savage&type=track&offset=0&limit=20',\n",
       "   'items': [{'album': {'album_type': 'single',\n",
       "      'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4kYSro6naA4h99UJvo89HB'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/4kYSro6naA4h99UJvo89HB',\n",
       "        'id': '4kYSro6naA4h99UJvo89HB',\n",
       "        'name': 'Cardi B',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:4kYSro6naA4h99UJvo89HB'},\n",
       "       {'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "        'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "        'name': '21 Savage',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'}],\n",
       "      'available_markets': ['AD',\n",
       "       'AR',\n",
       "       'AT',\n",
       "       'AU',\n",
       "       'BE',\n",
       "       'BG',\n",
       "       'BO',\n",
       "       'BR',\n",
       "       'CA',\n",
       "       'CH',\n",
       "       'CL',\n",
       "       'CO',\n",
       "       'CR',\n",
       "       'CY',\n",
       "       'CZ',\n",
       "       'DE',\n",
       "       'DK',\n",
       "       'DO',\n",
       "       'EC',\n",
       "       'EE',\n",
       "       'ES',\n",
       "       'FI',\n",
       "       'FR',\n",
       "       'GB',\n",
       "       'GR',\n",
       "       'GT',\n",
       "       'HK',\n",
       "       'HN',\n",
       "       'HU',\n",
       "       'ID',\n",
       "       'IE',\n",
       "       'IL',\n",
       "       'IS',\n",
       "       'IT',\n",
       "       'JP',\n",
       "       'LI',\n",
       "       'LT',\n",
       "       'LU',\n",
       "       'LV',\n",
       "       'MC',\n",
       "       'MT',\n",
       "       'MX',\n",
       "       'MY',\n",
       "       'NI',\n",
       "       'NL',\n",
       "       'NO',\n",
       "       'NZ',\n",
       "       'PA',\n",
       "       'PE',\n",
       "       'PH',\n",
       "       'PL',\n",
       "       'PT',\n",
       "       'PY',\n",
       "       'RO',\n",
       "       'SE',\n",
       "       'SG',\n",
       "       'SK',\n",
       "       'SV',\n",
       "       'TH',\n",
       "       'TR',\n",
       "       'TW',\n",
       "       'US',\n",
       "       'UY',\n",
       "       'VN',\n",
       "       'ZA'],\n",
       "      'external_urls': {'spotify': 'https://open.spotify.com/album/3HnoQ7RGzU3o4CIGlKsNsF'},\n",
       "      'href': 'https://api.spotify.com/v1/albums/3HnoQ7RGzU3o4CIGlKsNsF',\n",
       "      'id': '3HnoQ7RGzU3o4CIGlKsNsF',\n",
       "      'images': [{'height': 640,\n",
       "        'url': 'https://i.scdn.co/image/549f2b8e0cc3e0903827ecd404928e8fd0c96541',\n",
       "        'width': 640},\n",
       "       {'height': 300,\n",
       "        'url': 'https://i.scdn.co/image/38d5f0bdee40654647ac762734a0934c1035a67d',\n",
       "        'width': 300},\n",
       "       {'height': 64,\n",
       "        'url': 'https://i.scdn.co/image/86cbfa211630127a78e21956e2b99a007b6f6793',\n",
       "        'width': 64}],\n",
       "      'name': 'Bartier Cardi (feat. 21 Savage)',\n",
       "      'release_date': '2017-12-22',\n",
       "      'release_date_precision': 'day',\n",
       "      'type': 'album',\n",
       "      'uri': 'spotify:album:3HnoQ7RGzU3o4CIGlKsNsF'},\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4kYSro6naA4h99UJvo89HB'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/4kYSro6naA4h99UJvo89HB',\n",
       "       'id': '4kYSro6naA4h99UJvo89HB',\n",
       "       'name': 'Cardi B',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:4kYSro6naA4h99UJvo89HB'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "       'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "       'name': '21 Savage',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JP',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MC',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'PA',\n",
       "      'PE',\n",
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       "        'width': 300},\n",
       "       {'height': 64,\n",
       "        'url': 'https://i.scdn.co/image/6c6060eef9ac64ab79fdb7acb91303cc74ccf475',\n",
       "        'width': 64}],\n",
       "      'name': 'Issa Album',\n",
       "      'release_date': '2017-09-23',\n",
       "      'release_date_precision': 'day',\n",
       "      'type': 'album',\n",
       "      'uri': 'spotify:album:4QUNWTw2FsIz722xjUjFJw'},\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "       'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "       'name': '21 Savage',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JP',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MC',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'RO',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'ZA'],\n",
       "     'disc_number': 1,\n",
       "     'duration_ms': 239160,\n",
       "     'explicit': True,\n",
       "     'external_ids': {'isrc': 'USSM11705548'},\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/track/55GLc4nywcX4aIlOcx1u06'},\n",
       "     'href': 'https://api.spotify.com/v1/tracks/55GLc4nywcX4aIlOcx1u06',\n",
       "     'id': '55GLc4nywcX4aIlOcx1u06',\n",
       "     'name': 'FaceTime',\n",
       "     'popularity': 71,\n",
       "     'preview_url': 'https://p.scdn.co/mp3-preview/732861c004a6e769bbcec8c3259c1c1139b92e60?cid=dd078c444ae142df817917fade581201',\n",
       "     'track_number': 3,\n",
       "     'type': 'track',\n",
       "     'uri': 'spotify:track:55GLc4nywcX4aIlOcx1u06'},\n",
       "    {'album': {'album_type': 'single',\n",
       "      'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/13ubrt8QOOCPljQ2FL1Kca'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/13ubrt8QOOCPljQ2FL1Kca',\n",
       "        'id': '13ubrt8QOOCPljQ2FL1Kca',\n",
       "        'name': 'A$AP Rocky',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:13ubrt8QOOCPljQ2FL1Kca'},\n",
       "       {'external_urls': {'spotify': 'https://open.spotify.com/artist/13y7CgLHjMVRMDqxdx0Xdo'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/13y7CgLHjMVRMDqxdx0Xdo',\n",
       "        'id': '13y7CgLHjMVRMDqxdx0Xdo',\n",
       "        'name': 'Gucci Mane',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:13y7CgLHjMVRMDqxdx0Xdo'},\n",
       "       {'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "        'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "        'name': '21 Savage',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'}],\n",
       "      'available_markets': ['AD',\n",
       "       'AR',\n",
       "       'AT',\n",
       "       'AU',\n",
       "       'BE',\n",
       "       'BG',\n",
       "       'BO',\n",
       "       'BR',\n",
       "       'CA',\n",
       "       'CH',\n",
       "       'CL',\n",
       "       'CO',\n",
       "       'CR',\n",
       "       'CY',\n",
       "       'CZ',\n",
       "       'DE',\n",
       "       'DK',\n",
       "       'DO',\n",
       "       'EC',\n",
       "       'EE',\n",
       "       'ES',\n",
       "       'FI',\n",
       "       'FR',\n",
       "       'GB',\n",
       "       'GR',\n",
       "       'GT',\n",
       "       'HK',\n",
       "       'HN',\n",
       "       'HU',\n",
       "       'ID',\n",
       "       'IE',\n",
       "       'IL',\n",
       "       'IS',\n",
       "       'IT',\n",
       "       'JP',\n",
       "       'LI',\n",
       "       'LT',\n",
       "       'LU',\n",
       "       'LV',\n",
       "       'MC',\n",
       "       'MT',\n",
       "       'MX',\n",
       "       'MY',\n",
       "       'NI',\n",
       "       'NL',\n",
       "       'NO',\n",
       "       'NZ',\n",
       "       'PA',\n",
       "       'PE',\n",
       "       'PH',\n",
       "       'PL',\n",
       "       'PT',\n",
       "       'PY',\n",
       "       'RO',\n",
       "       'SE',\n",
       "       'SG',\n",
       "       'SK',\n",
       "       'SV',\n",
       "       'TH',\n",
       "       'TR',\n",
       "       'TW',\n",
       "       'US',\n",
       "       'UY',\n",
       "       'VN',\n",
       "       'ZA'],\n",
       "      'external_urls': {'spotify': 'https://open.spotify.com/album/0xpKlXFqcZuIxCcN2rZj7j'},\n",
       "      'href': 'https://api.spotify.com/v1/albums/0xpKlXFqcZuIxCcN2rZj7j',\n",
       "      'id': '0xpKlXFqcZuIxCcN2rZj7j',\n",
       "      'images': [{'height': 640,\n",
       "        'url': 'https://i.scdn.co/image/041c52a7ad7190e0758963169e6e5e1a0836a135',\n",
       "        'width': 640},\n",
       "       {'height': 300,\n",
       "        'url': 'https://i.scdn.co/image/c5f0c9a973f04fbe713e289f737d10e5b6d5887e',\n",
       "        'width': 300},\n",
       "       {'height': 64,\n",
       "        'url': 'https://i.scdn.co/image/113a7291d6f3fc1228ad07b0f01af551d85a50b9',\n",
       "        'width': 64}],\n",
       "      'name': 'Cocky',\n",
       "      'release_date': '2018-02-16',\n",
       "      'release_date_precision': 'day',\n",
       "      'type': 'album',\n",
       "      'uri': 'spotify:album:0xpKlXFqcZuIxCcN2rZj7j'},\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/13ubrt8QOOCPljQ2FL1Kca'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/13ubrt8QOOCPljQ2FL1Kca',\n",
       "       'id': '13ubrt8QOOCPljQ2FL1Kca',\n",
       "       'name': 'A$AP Rocky',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:13ubrt8QOOCPljQ2FL1Kca'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/13y7CgLHjMVRMDqxdx0Xdo'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/13y7CgLHjMVRMDqxdx0Xdo',\n",
       "       'id': '13y7CgLHjMVRMDqxdx0Xdo',\n",
       "       'name': 'Gucci Mane',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:13y7CgLHjMVRMDqxdx0Xdo'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "       'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "       'name': '21 Savage',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/5Nf5yishRW9Ye174sJISkg'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/5Nf5yishRW9Ye174sJISkg',\n",
       "       'id': '5Nf5yishRW9Ye174sJISkg',\n",
       "       'name': 'London On Da Track',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:5Nf5yishRW9Ye174sJISkg'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JP',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MC',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'RO',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'ZA'],\n",
       "     'disc_number': 1,\n",
       "     'duration_ms': 232413,\n",
       "     'explicit': True,\n",
       "     'external_ids': {'isrc': 'USRC11800213'},\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/track/1nO2NjuFkGaAWcMdJ1pNrp'},\n",
       "     'href': 'https://api.spotify.com/v1/tracks/1nO2NjuFkGaAWcMdJ1pNrp',\n",
       "     'id': '1nO2NjuFkGaAWcMdJ1pNrp',\n",
       "     'name': 'Cocky',\n",
       "     'popularity': 82,\n",
       "     'preview_url': 'https://p.scdn.co/mp3-preview/de825fd13bc3f9482dc55a4da296ac8ee548bcef?cid=dd078c444ae142df817917fade581201',\n",
       "     'track_number': 1,\n",
       "     'type': 'track',\n",
       "     'uri': 'spotify:track:1nO2NjuFkGaAWcMdJ1pNrp'},\n",
       "    {'album': {'album_type': 'album',\n",
       "      'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/0c173mlxpT3dSFRgMO8XPh'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/0c173mlxpT3dSFRgMO8XPh',\n",
       "        'id': '0c173mlxpT3dSFRgMO8XPh',\n",
       "        'name': 'Big Sean',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:0c173mlxpT3dSFRgMO8XPh'},\n",
       "       {'external_urls': {'spotify': 'https://open.spotify.com/artist/0iEtIxbK0KxaSlF7G42ZOp'},\n",
       "        'href': 'https://api.spotify.com/v1/artists/0iEtIxbK0KxaSlF7G42ZOp',\n",
       "        'id': '0iEtIxbK0KxaSlF7G42ZOp',\n",
       "        'name': 'Metro Boomin',\n",
       "        'type': 'artist',\n",
       "        'uri': 'spotify:artist:0iEtIxbK0KxaSlF7G42ZOp'}],\n",
       "      'available_markets': ['CA', 'MX', 'US'],\n",
       "      'external_urls': {'spotify': 'https://open.spotify.com/album/0llyIxX3nDC3hobbGibVZl'},\n",
       "      'href': 'https://api.spotify.com/v1/albums/0llyIxX3nDC3hobbGibVZl',\n",
       "      'id': '0llyIxX3nDC3hobbGibVZl',\n",
       "      'images': [{'height': 640,\n",
       "        'url': 'https://i.scdn.co/image/1c76a60ff82f6a3c68b2fb818a4f6d936bb734a5',\n",
       "        'width': 640},\n",
       "       {'height': 300,\n",
       "        'url': 'https://i.scdn.co/image/c3b15b55d8b529da31e86d32d04d69a4b9e65d60',\n",
       "        'width': 300},\n",
       "       {'height': 64,\n",
       "        'url': 'https://i.scdn.co/image/1d4256a22b35f74ed727c919cca71201b8bd6bc4',\n",
       "        'width': 64}],\n",
       "      'name': 'Double Or Nothing (& Metro Boomin)',\n",
       "      'release_date': '2017-12-08',\n",
       "      'release_date_precision': 'day',\n",
       "      'type': 'album',\n",
       "      'uri': 'spotify:album:0llyIxX3nDC3hobbGibVZl'},\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/0c173mlxpT3dSFRgMO8XPh'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/0c173mlxpT3dSFRgMO8XPh',\n",
       "       'id': '0c173mlxpT3dSFRgMO8XPh',\n",
       "       'name': 'Big Sean',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:0c173mlxpT3dSFRgMO8XPh'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/0iEtIxbK0KxaSlF7G42ZOp'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/0iEtIxbK0KxaSlF7G42ZOp',\n",
       "       'id': '0iEtIxbK0KxaSlF7G42ZOp',\n",
       "       'name': 'Metro Boomin',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:0iEtIxbK0KxaSlF7G42ZOp'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/1URnnhqYAYcrqrcwql10ft'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/1URnnhqYAYcrqrcwql10ft',\n",
       "       'id': '1URnnhqYAYcrqrcwql10ft',\n",
       "       'name': '21 Savage',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:1URnnhqYAYcrqrcwql10ft'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'disc_number': 1,\n",
       "     'duration_ms': 227533,\n",
       "     'explicit': True,\n",
       "     'external_ids': {'isrc': 'USUG11702041'},\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/track/7DuvVy7JfFgXwWlVzyyPys'},\n",
       "     'href': 'https://api.spotify.com/v1/tracks/7DuvVy7JfFgXwWlVzyyPys',\n",
       "     'id': '7DuvVy7JfFgXwWlVzyyPys',\n",
       "     'name': 'Pull Up N Wreck (& Metro Boomin)',\n",
       "     'popularity': 75,\n",
       "     'preview_url': None,\n",
       "     'track_number': 4,\n",
       "     'type': 'track',\n",
       "     'uri': 'spotify:track:7DuvVy7JfFgXwWlVzyyPys'}],\n",
       "   'limit': 20,\n",
       "   'next': 'https://api.spotify.com/v1/search?query=21+Savage&type=track&offset=20&limit=20',\n",
       "   'offset': 0,\n",
       "   'previous': None,\n",
       "   'total': 360}}]"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0 Stir Fry 2UVbBKQOdFAekPTRsnkzcf\n",
      "  1 I Get The Bag (feat. Migos) 1XRgIKC5TPwo7nWGyKqgG0\n",
      "  2 Narcos 0wbnC9AUenxp613TYaJsGK\n",
      "  3 Solitaire (feat. Migos & Lil Yachty) 3DxZfFYJLwKDJtUwnLEhkL\n",
      "  4 Solitaire (feat. Migos & Lil Yachty) 54pAgnuDbBs4xaE4Hhi3NX\n",
      "  5 Walk It Talk It 6n4U3TlzUGhdSFbUUhTvLP\n",
      "  6 Danger (with Migos & Marshmello) 0nhVrTiCGiGRCoZOJiWzm1\n",
      "  7 Slide 6gpcs5eMhJwax4mIfKDYQk\n",
      "  8 BBO (Bad Bitches Only) 4BHzHISX21PYwGXiBEUQ70\n",
      "  9 Gang Gang 6RKkHI2fkmgZq7uQPPav8f\n",
      "  10 Notice Me 3OnOomd79OjqSYHchCQ6ht\n",
      "  11 MotorSport 4wFjTWCunQFKtukqrNijEt\n",
      "  12 T-Shirt 7KOlJ92bu51cltsD9KU5I7\n",
      "  13 Slippery (feat. Gucci Mane) 6p8NuHm8uCGnn2Dtbtf7zE\n",
      "  14 Supastars 7yt6eiZQCkVFEzwGp4Pbor\n",
      "  15 Bad and Boujee (feat. Lil Uzi Vert) 4Km5HrUvYTaSUfiSGPJeQR\n",
      "  16 Get Right Witcha 76Y0gxtTxN0FyDCYh5qYQj\n",
      "  17 Emoji A Chain 0G9rmRmQDFk9O2tzZLyRkc\n",
      "  18 Fight Night 2n5gVJ9fzeX2SSWlLQuyS9\n",
      "  19 Higher We Go - Intro 43dOwOq0mB4i6j4SpcSkqC\n"
     ]
    }
   ],
   "source": [
    "results = spotify.search(q='Migos', limit=20)\n",
    "for i, t in enumerate(results['tracks']['items']):\n",
    "    print(' ', i, t['name'], t['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tracks': {'href': 'https://api.spotify.com/v1/search?query=Migos&type=track&offset=0&limit=30',\n",
       "  'items': [{'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/dfc7c4f6f238bdd64f37c707e82a9b91cf3a0910',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
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       "    'preview_url': None,\n",
       "    'track_number': 16,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:2LOkdHHNKdEx24cQELBaD8'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
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       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:7fd7SEK25VS3gJAUgSwL6y'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 229904,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71800973'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/2664gDzsUz6oHnSFyfKjcq'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/2664gDzsUz6oHnSFyfKjcq',\n",
       "    'id': '2664gDzsUz6oHnSFyfKjcq',\n",
       "    'name': 'Crown the Kings',\n",
       "    'popularity': 71,\n",
       "    'preview_url': None,\n",
       "    'track_number': 13,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:2664gDzsUz6oHnSFyfKjcq'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/dfc7c4f6f238bdd64f37c707e82a9b91cf3a0910',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:7fd7SEK25VS3gJAUgSwL6y'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 288023,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71800978'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/3XAWpSxJMPeIwxXc5g9en1'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/3XAWpSxJMPeIwxXc5g9en1',\n",
       "    'id': '3XAWpSxJMPeIwxXc5g9en1',\n",
       "    'name': 'Made Men',\n",
       "    'popularity': 71,\n",
       "    'preview_url': None,\n",
       "    'track_number': 22,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:3XAWpSxJMPeIwxXc5g9en1'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "       'name': 'Migos',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "     'available_markets': ['CA', 'MX', 'US'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/7fd7SEK25VS3gJAUgSwL6y'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'id': '7fd7SEK25VS3gJAUgSwL6y',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/79ef8fb6e772a47e3e045a747376dca7b900583e',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/dfc7c4f6f238bdd64f37c707e82a9b91cf3a0910',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/201f4f292e8b418759f811bed70b69855ac69960',\n",
       "       'width': 64}],\n",
       "     'name': 'Culture II',\n",
       "     'release_date': '2018-01-26',\n",
       "     'release_date_precision': 'day',\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:7fd7SEK25VS3gJAUgSwL6y'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6oMuImdp5ZcFhWP0ESe6mG'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'id': '6oMuImdp5ZcFhWP0ESe6mG',\n",
       "      'name': 'Migos',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6oMuImdp5ZcFhWP0ESe6mG'}],\n",
       "    'available_markets': ['CA', 'MX', 'US'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 263983,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71800979'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/5B3I6RdYli0nmeS5IR4CcB'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/5B3I6RdYli0nmeS5IR4CcB',\n",
       "    'id': '5B3I6RdYli0nmeS5IR4CcB',\n",
       "    'name': \"Movin' Too Fast\",\n",
       "    'popularity': 71,\n",
       "    'preview_url': None,\n",
       "    'track_number': 18,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:5B3I6RdYli0nmeS5IR4CcB'}],\n",
       "  'limit': 30,\n",
       "  'next': 'https://api.spotify.com/v1/search?query=Migos&type=track&offset=30&limit=30',\n",
       "  'offset': 0,\n",
       "  'previous': None,\n",
       "  'total': 1068}}"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "features = spotify.audio_features('2UVbBKQOdFAekPTRsnkzcf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "181.967"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features[0]['danceability']\n",
    "features[0]['tempo']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'acousticness': 0.00299,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2UVbBKQOdFAekPTRsnkzcf',\n",
       "  'danceability': 0.815,\n",
       "  'duration_ms': 190288,\n",
       "  'energy': 0.816,\n",
       "  'id': '2UVbBKQOdFAekPTRsnkzcf',\n",
       "  'instrumentalness': 0,\n",
       "  'key': 2,\n",
       "  'liveness': 0.159,\n",
       "  'loudness': -5.474,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.269,\n",
       "  'tempo': 181.967,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/2UVbBKQOdFAekPTRsnkzcf',\n",
       "  'type': 'audio_features',\n",
       "  'uri': 'spotify:track:2UVbBKQOdFAekPTRsnkzcf',\n",
       "  'valence': 0.498}]"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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