jupyter_notebooks/Spotify API.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install spotipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install spotipy --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spotipy\n",
    "from spotipy.oauth2 import SpotifyClientCredentials\n",
    "\n",
    "cid = '3be62ceebcef44a1807e9002adf8d159'\n",
    "secret = 'bde76e0d3cd54a68b6ca267237bf7e0e'\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=cid, client_secret=secret)\n",
    "sp = spotipy.Spotify(client_credentials_manager=client_credentials_manager)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# artist_name = []\n",
    "# track_name = []\n",
    "# popularity = []\n",
    "# track_id = []\n",
    "# artist_href = []\n",
    "# track_href = []\n",
    "# album_image = []\n",
    "\n",
    "\n",
    "# for i in range(0,50,50):\n",
    "#     track_results = sp.search(q='year:2018', type='track', limit=50,offset=i)\n",
    "#     for i, t in enumerate(track_results['tracks']['items']):\n",
    "#         artist_name.append(t['artists'][0]['name'])\n",
    "#         track_name.append(t['name'])\n",
    "#         track_id.append(t['id'])\n",
    "#         popularity.append(t['popularity'])\n",
    "#         artist_href.append(t['artists'][0]['external_urls']['spotify'])\n",
    "#         track_href.append(t['external_urls']['spotify'])\n",
    "#         album_image.append(t['album']['images'][0]['url'])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tracks': {'href': 'https://api.spotify.com/v1/search?query=year%3A2018&type=track&offset=0&limit=50',\n",
       "  'items': [{'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4MCBfE4596Uoi2O4DtmEMz'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/4MCBfE4596Uoi2O4DtmEMz',\n",
       "       'id': '4MCBfE4596Uoi2O4DtmEMz',\n",
       "       'name': 'Juice WRLD',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:4MCBfE4596Uoi2O4DtmEMz'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AE',\n",
       "      'AL',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BA',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'BY',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'DZ',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HR',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LB',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'MD',\n",
       "      'ME',\n",
       "      'MK',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PS',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RS',\n",
       "      'RU',\n",
       "      'SA',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TN',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'UA',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'XK',\n",
       "      'ZA'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/6tkjU4Umpo79wwkgPMV3nZ'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/6tkjU4Umpo79wwkgPMV3nZ',\n",
       "     'id': '6tkjU4Umpo79wwkgPMV3nZ',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d0000b273f7db43292a6a99b21b51d5b4',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00001e02f7db43292a6a99b21b51d5b4',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00004851f7db43292a6a99b21b51d5b4',\n",
       "       'width': 64}],\n",
       "     'name': 'Goodbye & Good Riddance',\n",
       "     'release_date': '2018-12-10',\n",
       "     'release_date_precision': 'day',\n",
       "     'total_tracks': 17,\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:6tkjU4Umpo79wwkgPMV3nZ'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4MCBfE4596Uoi2O4DtmEMz'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/4MCBfE4596Uoi2O4DtmEMz',\n",
       "      'id': '4MCBfE4596Uoi2O4DtmEMz',\n",
       "      'name': 'Juice WRLD',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:4MCBfE4596Uoi2O4DtmEMz'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AL',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'BA',\n",
       "     'BE',\n",
       "     'BG',\n",
       "     'BH',\n",
       "     'BO',\n",
       "     'BR',\n",
       "     'BY',\n",
       "     'CA',\n",
       "     'CH',\n",
       "     'CL',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DK',\n",
       "     'DO',\n",
       "     'DZ',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'ES',\n",
       "     'FI',\n",
       "     'FR',\n",
       "     'GB',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'IS',\n",
       "     'IT',\n",
       "     'JO',\n",
       "     'JP',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LB',\n",
       "     'LI',\n",
       "     'LT',\n",
       "     'LU',\n",
       "     'LV',\n",
       "     'MA',\n",
       "     'MC',\n",
       "     'MD',\n",
       "     'ME',\n",
       "     'MK',\n",
       "     'MT',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PH',\n",
       "     'PL',\n",
       "     'PS',\n",
       "     'PT',\n",
       "     'PY',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RS',\n",
       "     'RU',\n",
       "     'SA',\n",
       "     'SE',\n",
       "     'SG',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SV',\n",
       "     'TH',\n",
       "     'TN',\n",
       "     'TR',\n",
       "     'TW',\n",
       "     'UA',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'VN',\n",
       "     'XK',\n",
       "     'ZA'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 239835,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUG11800685'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/285pBltuF7vW8TeWk8hdRR'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/285pBltuF7vW8TeWk8hdRR',\n",
       "    'id': '285pBltuF7vW8TeWk8hdRR',\n",
       "    'is_local': False,\n",
       "    'name': 'Lucid Dreams',\n",
       "    'popularity': 89,\n",
       "    'preview_url': None,\n",
       "    'track_number': 3,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:285pBltuF7vW8TeWk8hdRR'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4MCBfE4596Uoi2O4DtmEMz'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/4MCBfE4596Uoi2O4DtmEMz',\n",
       "       'id': '4MCBfE4596Uoi2O4DtmEMz',\n",
       "       'name': 'Juice WRLD',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:4MCBfE4596Uoi2O4DtmEMz'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AE',\n",
       "      'AL',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BA',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'BY',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'DZ',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HR',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LB',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'MD',\n",
       "      'ME',\n",
       "      'MK',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PS',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RS',\n",
       "      'RU',\n",
       "      'SA',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TN',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'UA',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'XK',\n",
       "      'ZA'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/6tkjU4Umpo79wwkgPMV3nZ'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/6tkjU4Umpo79wwkgPMV3nZ',\n",
       "     'id': '6tkjU4Umpo79wwkgPMV3nZ',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d0000b273f7db43292a6a99b21b51d5b4',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00001e02f7db43292a6a99b21b51d5b4',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00004851f7db43292a6a99b21b51d5b4',\n",
       "       'width': 64}],\n",
       "     'name': 'Goodbye & Good Riddance',\n",
       "     'release_date': '2018-12-10',\n",
       "     'release_date_precision': 'day',\n",
       "     'total_tracks': 17,\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:6tkjU4Umpo79wwkgPMV3nZ'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4MCBfE4596Uoi2O4DtmEMz'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/4MCBfE4596Uoi2O4DtmEMz',\n",
       "      'id': '4MCBfE4596Uoi2O4DtmEMz',\n",
       "      'name': 'Juice WRLD',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:4MCBfE4596Uoi2O4DtmEMz'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AL',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'BA',\n",
       "     'BE',\n",
       "     'BG',\n",
       "     'BH',\n",
       "     'BO',\n",
       "     'BR',\n",
       "     'BY',\n",
       "     'CA',\n",
       "     'CH',\n",
       "     'CL',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DK',\n",
       "     'DO',\n",
       "     'DZ',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'ES',\n",
       "     'FI',\n",
       "     'FR',\n",
       "     'GB',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'IS',\n",
       "     'IT',\n",
       "     'JO',\n",
       "     'JP',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LB',\n",
       "     'LI',\n",
       "     'LT',\n",
       "     'LU',\n",
       "     'LV',\n",
       "     'MA',\n",
       "     'MC',\n",
       "     'MD',\n",
       "     'ME',\n",
       "     'MK',\n",
       "     'MT',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PH',\n",
       "     'PL',\n",
       "     'PS',\n",
       "     'PT',\n",
       "     'PY',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RS',\n",
       "     'RU',\n",
       "     'SA',\n",
       "     'SE',\n",
       "     'SG',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SV',\n",
       "     'TH',\n",
       "     'TN',\n",
       "     'TR',\n",
       "     'TW',\n",
       "     'UA',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'VN',\n",
       "     'XK',\n",
       "     'ZA'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 165819,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUG11800651'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/4VXIryQMWpIdGgYR4TrjT1'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/4VXIryQMWpIdGgYR4TrjT1',\n",
       "    'id': '4VXIryQMWpIdGgYR4TrjT1',\n",
       "    'is_local': False,\n",
       "    'name': 'All Girls Are The Same',\n",
       "    'popularity': 86,\n",
       "    'preview_url': None,\n",
       "    'track_number': 2,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:4VXIryQMWpIdGgYR4TrjT1'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/0Y5tJX1MQlPlqiwlOH1tJY'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "       'id': '0Y5tJX1MQlPlqiwlOH1tJY',\n",
       "       'name': 'Travis Scott',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:0Y5tJX1MQlPlqiwlOH1tJY'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AE',\n",
       "      'AL',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'BA',\n",
       "      'BE',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'BY',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CL',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DO',\n",
       "      'DZ',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FR',\n",
       "      'GB',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HR',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LB',\n",
       "      'LI',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'MD',\n",
       "      'ME',\n",
       "      'MK',\n",
       "      'MT',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PS',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RS',\n",
       "      'RU',\n",
       "      'SA',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TN',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'UA',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'XK',\n",
       "      'ZA'],\n",
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       "     'href': 'https://api.spotify.com/v1/albums/41GuZcammIkupMPKH2OJ6I',\n",
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       "      'NO',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PH',\n",
       "      'PL',\n",
       "      'PS',\n",
       "      'PT',\n",
       "      'PY',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RS',\n",
       "      'RU',\n",
       "      'SA',\n",
       "      'SG',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SV',\n",
       "      'TH',\n",
       "      'TN',\n",
       "      'TR',\n",
       "      'TW',\n",
       "      'UA',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'VN',\n",
       "      'XK',\n",
       "      'ZA'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/0zzrCTzvL4ZmR42xF46Afm'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/0zzrCTzvL4ZmR42xF46Afm',\n",
       "     'id': '0zzrCTzvL4ZmR42xF46Afm',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d0000b273c42acc1b86597285c2c79559',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00001e02c42acc1b86597285c2c79559',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00004851c42acc1b86597285c2c79559',\n",
       "       'width': 64}],\n",
       "     'name': 'Without Me',\n",
       "     'release_date': '2018-10-04',\n",
       "     'release_date_precision': 'day',\n",
       "     'total_tracks': 1,\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:0zzrCTzvL4ZmR42xF46Afm'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/26VFTg2z8YR0cCuwLzESi2'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/26VFTg2z8YR0cCuwLzESi2',\n",
       "      'id': '26VFTg2z8YR0cCuwLzESi2',\n",
       "      'name': 'Halsey',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:26VFTg2z8YR0cCuwLzESi2'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AL',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'BA',\n",
       "     'BE',\n",
       "     'BG',\n",
       "     'BH',\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",
       "     'DZ',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'ES',\n",
       "     'FI',\n",
       "     'FR',\n",
       "     'GB',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'IS',\n",
       "     'IT',\n",
       "     'JO',\n",
       "     'JP',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LB',\n",
       "     'LI',\n",
       "     'LT',\n",
       "     'LU',\n",
       "     'LV',\n",
       "     'MA',\n",
       "     'MC',\n",
       "     'MD',\n",
       "     'ME',\n",
       "     'MK',\n",
       "     'MT',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PH',\n",
       "     'PL',\n",
       "     'PS',\n",
       "     'PT',\n",
       "     'PY',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RS',\n",
       "     'RU',\n",
       "     'SA',\n",
       "     'SG',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SV',\n",
       "     'TH',\n",
       "     'TN',\n",
       "     'TR',\n",
       "     'TW',\n",
       "     'UA',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'VN',\n",
       "     'XK',\n",
       "     'ZA'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 201660,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUM71813499'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/5p7ujcrUXASCNwRaWNHR1C'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/5p7ujcrUXASCNwRaWNHR1C',\n",
       "    'id': '5p7ujcrUXASCNwRaWNHR1C',\n",
       "    'is_local': False,\n",
       "    'name': 'Without Me',\n",
       "    'popularity': 83,\n",
       "    'preview_url': None,\n",
       "    'track_number': 1,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:5p7ujcrUXASCNwRaWNHR1C'}],\n",
       "  'limit': 50,\n",
       "  'next': 'https://api.spotify.com/v1/search?query=year%3A2018&type=track&offset=50&limit=50',\n",
       "  'offset': 0,\n",
       "  'previous': None,\n",
       "  'total': 108570}}"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "track_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://i.scdn.co/image/ab67616d0000b273f7db43292a6a99b21b51d5b4'"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "test_df = pd.DataFrame({'artist_name' : artist_name, 'track_name' : track_name, 'album_image' : album_image})\n",
    "test_df['album_image'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# len(track_results['tracks']['items'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "# import pprint\n",
    "# pp = pprint.PrettyPrinter(indent=4)\n",
    "\n",
    "# pp.pprint(track_results['tracks']['items'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "# example on how to get the list of names of all the albums released by artist Birdy\n",
    "\n",
    "# birdy_uri = 'spotify:artist:2WX2uTcsvV5OnS0inACecP'\n",
    "\n",
    "# results = sp.artist_albums(birdy_uri, album_type='album')\n",
    "\n",
    "# albums = results['items']\n",
    "\n",
    "# while results['next']:\n",
    "#     results = sp.next(results)\n",
    "#     albums.extend(results['items'])\n",
    "\n",
    "# for album in albums:\n",
    "#     print(album['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making API request - getting the list of genres from Spotify API\n",
    "\n",
    "genres = []\n",
    "None_counter = 0\n",
    "\n",
    "for i in range(0,2000,50):\n",
    "    results = sp.recommendation_genre_seeds()\n",
    "    for i, t in enumerate(results):\n",
    "        if t == None:\n",
    "            None_counter = None_counter + 1\n",
    "        else:\n",
    "            genres.append(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# len(results['genres'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# Now going thorought the 126 genres and request Spotify API to return 112,000 artist name, track name and genre name\n",
    "# Used for lyrics/genre merge\n",
    "\n",
    "# artist_name = []\n",
    "# track_name = []\n",
    "# genre_name = []\n",
    "\n",
    "\n",
    "# for genre in results['genres']:\n",
    "#     # print(genre)\n",
    "#     for i in range(0,1000,50):\n",
    "#         q1 = 'genre:'+str(genre)\n",
    "#         genre_results = sp.search(q=q1, type='track', limit=50,offset=i)\n",
    "#         for i, t in enumerate(genre_results['tracks']['items']):\n",
    "#             artist_name.append(t['artists'][0]['name'])\n",
    "#             track_name.append(t['name'])\n",
    "#             genre_name.append([genre])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(112000, 3)\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# Genre Dataframe\n",
    "\n",
    "# import pandas as pd\n",
    "\n",
    "# genre_dataframe = pd.DataFrame({'artist_name' : artist_name, 'track_name' : track_name, 'genre_name' : genre_name})\n",
    "# print(genre_dataframe.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "112000"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# genre_dataframe\n",
    "# len(genre_dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# genre_dataframe['track_name'] = genre_dataframe['track_name'].apply(lambda row: row.lower())\n",
    "# genre_dataframe['artist_name'] = genre_dataframe['artist_name'].apply(lambda row: row.lower())\n",
    "# genre_dataframe['genre_name'] = genre_dataframe['genre_name'].str[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# convert to csv\n",
    "\n",
    "# import pandas as pd\n",
    "# genre_dataframe.to_csv ('genre_dataframe.csv', index = False, header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "# rap_results['tracks']['items'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "# artist_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# artist_name = []\n",
    "# track_name = []\n",
    "\n",
    "\n",
    "# for i in range(0,100,50):\n",
    "#     pop_results = sp.search(q='genre:pop', type='track', limit=50,offset=i)\n",
    "#     for i, t in enumerate(track_results['tracks']['items']):\n",
    "#         artist_name.append(t['artists'][0]['name'])\n",
    "#         track_name.append(t['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# import pprint\n",
    "# pp = pprint.PrettyPrinter(indent=1)\n",
    "# pp.pprint(pop_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# artist_name = []\n",
    "# track_name = []\n",
    "# popularity = []\n",
    "# track_id = []\n",
    "# artist_href = []\n",
    "# track_href = []\n",
    "# album_image = []\n",
    "\n",
    "\n",
    "# for i in range(0,50,50):\n",
    "#     track_results = sp.search(q='year:2018', type='track', limit=50,offset=i)\n",
    "#     for i, t in enumerate(track_results['tracks']['items']):\n",
    "#         artist_name.append(t['artists'][0]['name'])\n",
    "#         track_name.append(t['name'])\n",
    "#         track_id.append(t['id'])\n",
    "#         popularity.append(t['popularity'])\n",
    "#         artist_href.append(t['artists'][0]['external_urls']['spotify'])\n",
    "#         track_href.append(t['external_urls']['spotify'])\n",
    "#         album_image.append(t['album']['images'][0]['url'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(33400, 7)\n"
     ]
    }
   ],
   "source": [
    "# Making API request - going thorough the 126 genres and request Spotify API to return 112,000 artist name, track name, track_href and genre name\n",
    "\n",
    "artist_name = []\n",
    "track_name = []\n",
    "genre_name = []\n",
    "track_id = []\n",
    "artist_href = []\n",
    "track_href = []\n",
    "album_image = []\n",
    "\n",
    "\n",
    "\n",
    "for genre in results['genres']:\n",
    "    # print(genre)\n",
    "    for i in range(0,300,50):\n",
    "        q1 = 'genre:'+str(genre)\n",
    "        genre_results = sp.search(q=q1, type='track', limit=50,offset=i)\n",
    "        for i, t in enumerate(genre_results['tracks']['items']):\n",
    "            artist_name.append(t['artists'][0]['name'])\n",
    "            track_name.append(t['name'])\n",
    "            track_id.append(t['id'])\n",
    "            artist_href.append(t['artists'][0]['external_urls']['spotify'])\n",
    "            track_href.append(t['external_urls']['spotify'])\n",
    "            album_image.append(t['album']['images'][0]['url'])\n",
    "            genre_name.append([genre])\n",
    "    \n",
    "spotify_dataframe = pd.DataFrame({'artist_name' : artist_name, 'track_name' : track_name, 'track_id' : track_id, 'artist_href' : artist_href, 'track_href' : track_href, 'album_image': album_image, 'genre_name' : genre_name})\n",
    "print(spotify_dataframe.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist_href</th>\n",
       "      <th>track_href</th>\n",
       "      <th>genre_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jason Mraz</td>\n",
       "      <td>I'm Yours</td>\n",
       "      <td>1EzrEOXmMH3G43AXT1y7pA</td>\n",
       "      <td>https://open.spotify.com/artist/4phGZZrJZRo4El...</td>\n",
       "      <td>https://open.spotify.com/track/1EzrEOXmMH3G43A...</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chord Overstreet</td>\n",
       "      <td>Hold On</td>\n",
       "      <td>5vjLSffimiIP26QG5WcN2K</td>\n",
       "      <td>https://open.spotify.com/artist/5D3muNJhYYunbR...</td>\n",
       "      <td>https://open.spotify.com/track/5vjLSffimiIP26Q...</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Matt Nathanson</td>\n",
       "      <td>Come On Get Higher</td>\n",
       "      <td>38YgZVHPWOWsKrsCXz6JyP</td>\n",
       "      <td>https://open.spotify.com/artist/4NGiEU3Pkd8ASR...</td>\n",
       "      <td>https://open.spotify.com/track/38YgZVHPWOWsKrs...</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sara Bareilles</td>\n",
       "      <td>Love Song</td>\n",
       "      <td>4E6cwWJWZw2zWf7VFbH7wf</td>\n",
       "      <td>https://open.spotify.com/artist/2Sqr0DXoaYABbj...</td>\n",
       "      <td>https://open.spotify.com/track/4E6cwWJWZw2zWf7...</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jason Mraz</td>\n",
       "      <td>I Won't Give Up</td>\n",
       "      <td>53QF56cjZA9RTuuMZDrSA6</td>\n",
       "      <td>https://open.spotify.com/artist/4phGZZrJZRo4El...</td>\n",
       "      <td>https://open.spotify.com/track/53QF56cjZA9RTuu...</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167363</th>\n",
       "      <td>for KING &amp; COUNTRY</td>\n",
       "      <td>Long Live</td>\n",
       "      <td>4mBOulmgOLc9uABNVXtYEn</td>\n",
       "      <td>https://open.spotify.com/artist/3sDbKMebVH2VYc...</td>\n",
       "      <td>https://open.spotify.com/track/4mBOulmgOLc9uAB...</td>\n",
       "      <td>world-music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167364</th>\n",
       "      <td>Don Moen</td>\n",
       "      <td>The Power of Your Love</td>\n",
       "      <td>1EDG2TNkNLyZbnMRTkvB9j</td>\n",
       "      <td>https://open.spotify.com/artist/2JGLjTHV2t8u8w...</td>\n",
       "      <td>https://open.spotify.com/track/1EDG2TNkNLyZbnM...</td>\n",
       "      <td>world-music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167365</th>\n",
       "      <td>Shane &amp; Shane</td>\n",
       "      <td>Tis so Sweet (Live)</td>\n",
       "      <td>7poa7ZWG5aJ8sE9a8ZQln5</td>\n",
       "      <td>https://open.spotify.com/artist/2LFbgsbEhfilNp...</td>\n",
       "      <td>https://open.spotify.com/track/7poa7ZWG5aJ8sE9...</td>\n",
       "      <td>world-music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167366</th>\n",
       "      <td>Jesus Culture</td>\n",
       "      <td>Cantamos A Él</td>\n",
       "      <td>77QumYYpnP6uONSEJxSFug</td>\n",
       "      <td>https://open.spotify.com/artist/0Onvkz1Nbs4wHX...</td>\n",
       "      <td>https://open.spotify.com/track/77QumYYpnP6uONS...</td>\n",
       "      <td>world-music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167367</th>\n",
       "      <td>Natalie Grant</td>\n",
       "      <td>Hurricane</td>\n",
       "      <td>5bfefdE1Y2hobZqQ39qWwY</td>\n",
       "      <td>https://open.spotify.com/artist/6KVnMm856M8CHH...</td>\n",
       "      <td>https://open.spotify.com/track/5bfefdE1Y2hobZq...</td>\n",
       "      <td>world-music</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167368 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               artist_name              track_name                track_id  \\\n",
       "0               Jason Mraz               I'm Yours  1EzrEOXmMH3G43AXT1y7pA   \n",
       "1         Chord Overstreet                 Hold On  5vjLSffimiIP26QG5WcN2K   \n",
       "2           Matt Nathanson      Come On Get Higher  38YgZVHPWOWsKrsCXz6JyP   \n",
       "3           Sara Bareilles               Love Song  4E6cwWJWZw2zWf7VFbH7wf   \n",
       "4               Jason Mraz         I Won't Give Up  53QF56cjZA9RTuuMZDrSA6   \n",
       "...                    ...                     ...                     ...   \n",
       "167363  for KING & COUNTRY               Long Live  4mBOulmgOLc9uABNVXtYEn   \n",
       "167364            Don Moen  The Power of Your Love  1EDG2TNkNLyZbnMRTkvB9j   \n",
       "167365       Shane & Shane     Tis so Sweet (Live)  7poa7ZWG5aJ8sE9a8ZQln5   \n",
       "167366       Jesus Culture           Cantamos A Él  77QumYYpnP6uONSEJxSFug   \n",
       "167367       Natalie Grant               Hurricane  5bfefdE1Y2hobZqQ39qWwY   \n",
       "\n",
       "                                              artist_href  \\\n",
       "0       https://open.spotify.com/artist/4phGZZrJZRo4El...   \n",
       "1       https://open.spotify.com/artist/5D3muNJhYYunbR...   \n",
       "2       https://open.spotify.com/artist/4NGiEU3Pkd8ASR...   \n",
       "3       https://open.spotify.com/artist/2Sqr0DXoaYABbj...   \n",
       "4       https://open.spotify.com/artist/4phGZZrJZRo4El...   \n",
       "...                                                   ...   \n",
       "167363  https://open.spotify.com/artist/3sDbKMebVH2VYc...   \n",
       "167364  https://open.spotify.com/artist/2JGLjTHV2t8u8w...   \n",
       "167365  https://open.spotify.com/artist/2LFbgsbEhfilNp...   \n",
       "167366  https://open.spotify.com/artist/0Onvkz1Nbs4wHX...   \n",
       "167367  https://open.spotify.com/artist/6KVnMm856M8CHH...   \n",
       "\n",
       "                                               track_href   genre_name  \n",
       "0       https://open.spotify.com/track/1EzrEOXmMH3G43A...     acoustic  \n",
       "1       https://open.spotify.com/track/5vjLSffimiIP26Q...     acoustic  \n",
       "2       https://open.spotify.com/track/38YgZVHPWOWsKrs...     acoustic  \n",
       "3       https://open.spotify.com/track/4E6cwWJWZw2zWf7...     acoustic  \n",
       "4       https://open.spotify.com/track/53QF56cjZA9RTuu...     acoustic  \n",
       "...                                                   ...          ...  \n",
       "167363  https://open.spotify.com/track/4mBOulmgOLc9uAB...  world-music  \n",
       "167364  https://open.spotify.com/track/1EDG2TNkNLyZbnM...  world-music  \n",
       "167365  https://open.spotify.com/track/7poa7ZWG5aJ8sE9...  world-music  \n",
       "167366  https://open.spotify.com/track/77QumYYpnP6uONS...  world-music  \n",
       "167367  https://open.spotify.com/track/5bfefdE1Y2hobZq...  world-music  \n",
       "\n",
       "[167368 rows x 6 columns]"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Cleanup - get rid of [] in genre_name column\n",
    "\n",
    "spotify_dataframe['genre_name'] = spotify_dataframe['genre_name'].str[0]\n",
    "spotify_dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 167368 entries, 0 to 167367\n",
      "Data columns (total 6 columns):\n",
      " #   Column       Non-Null Count   Dtype \n",
      "---  ------       --------------   ----- \n",
      " 0   artist_name  167368 non-null  object\n",
      " 1   track_name   167368 non-null  object\n",
      " 2   track_id     167368 non-null  object\n",
      " 3   artist_href  167368 non-null  object\n",
      " 4   track_href   167368 non-null  object\n",
      " 5   genre_name   167368 non-null  object\n",
      "dtypes: object(6)\n",
      "memory usage: 7.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "spotify_dataframe.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30521"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# using groupby to check for duplicates\n",
    "\n",
    "grouped = spotify_dataframe.groupby(['artist_name','track_name'], as_index=True).size()\n",
    "grouped[grouped > 1].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Cleanup - dropping duplicates based on artist_name and track_name\n",
    "\n",
    "# dropping those values\n",
    "\n",
    "spotify_dataframe.drop_duplicates(subset=['artist_name','track_name'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# making sure they are gone\n",
    "\n",
    "grouped_after_dropping = spotify_dataframe.groupby(['artist_name','track_name'], as_index=True).size()\n",
    "grouped_after_dropping[grouped_after_dropping > 1].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artist_name    0\n",
       "track_name     0\n",
       "track_id       0\n",
       "artist_href    0\n",
       "track_href     0\n",
       "genre_name     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 257,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# how to check duplicates\n",
    "\n",
    "spotify_dataframe[spotify_dataframe.duplicated(subset=['artist_name','track_name'],keep=False)].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114831, 6)"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "spotify_dataframe.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making API request - use Spotipy to request Spotify API and return audio features for 112,000 tracks from sound_dataframe in batches of 100\n",
    "\n",
    "rows = []\n",
    "batchsize = 100\n",
    "None_counter = 0\n",
    "\n",
    "for i in range(0,len(spotify_dataframe['track_id']),batchsize):\n",
    "    batch = spotify_dataframe['track_id'][i:i+batchsize]\n",
    "    feature_results = sp.audio_features(batch)\n",
    "    for i, t in enumerate(feature_results):\n",
    "        if t == None:\n",
    "            None_counter = None_counter + 1\n",
    "        else:\n",
    "            rows.append(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of the dataset: (114831, 18)\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "audio_features_df = pd.DataFrame.from_dict(rows,orient='columns')\n",
    "print(\"Shape of the dataset:\", audio_features_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 114831 entries, 0 to 114830\n",
      "Data columns (total 18 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   danceability      114831 non-null  float64\n",
      " 1   energy            114831 non-null  float64\n",
      " 2   key               114831 non-null  int64  \n",
      " 3   loudness          114831 non-null  float64\n",
      " 4   mode              114831 non-null  int64  \n",
      " 5   speechiness       114831 non-null  float64\n",
      " 6   acousticness      114831 non-null  float64\n",
      " 7   instrumentalness  114831 non-null  float64\n",
      " 8   liveness          114831 non-null  float64\n",
      " 9   valence           114831 non-null  float64\n",
      " 10  tempo             114831 non-null  float64\n",
      " 11  type              114831 non-null  object \n",
      " 12  id                114831 non-null  object \n",
      " 13  uri               114831 non-null  object \n",
      " 14  track_href        114831 non-null  object \n",
      " 15  analysis_url      114831 non-null  object \n",
      " 16  duration_ms       114831 non-null  int64  \n",
      " 17  time_signature    114831 non-null  int64  \n",
      "dtypes: float64(9), int64(4), object(5)\n",
      "memory usage: 15.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "audio_features_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114831, 13)"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Cleanup - dropping and renaming columns\n",
    "\n",
    "columns_to_drop = ['analysis_url','type','uri', 'track_href','time_signature']\n",
    "audio_features_df.drop(columns_to_drop, axis=1,inplace=True)\n",
    "audio_features_df.rename(columns={'id': 'track_id'}, inplace=True)\n",
    "audio_features_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 114831 entries, 0 to 114830\n",
      "Data columns (total 13 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   danceability      114831 non-null  float64\n",
      " 1   energy            114831 non-null  float64\n",
      " 2   key               114831 non-null  int64  \n",
      " 3   loudness          114831 non-null  float64\n",
      " 4   mode              114831 non-null  int64  \n",
      " 5   speechiness       114831 non-null  float64\n",
      " 6   acousticness      114831 non-null  float64\n",
      " 7   instrumentalness  114831 non-null  float64\n",
      " 8   liveness          114831 non-null  float64\n",
      " 9   valence           114831 non-null  float64\n",
      " 10  tempo             114831 non-null  float64\n",
      " 11  track_id          114831 non-null  object \n",
      " 12  duration_ms       114831 non-null  int64  \n",
      "dtypes: float64(9), int64(3), object(1)\n",
      "memory usage: 11.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "audio_features_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist_href</th>\n",
       "      <th>track_href</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>duration_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jason Mraz</td>\n",
       "      <td>I'm Yours</td>\n",
       "      <td>1EzrEOXmMH3G43AXT1y7pA</td>\n",
       "      <td>https://open.spotify.com/artist/4phGZZrJZRo4El...</td>\n",
       "      <td>https://open.spotify.com/track/1EzrEOXmMH3G43A...</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.457</td>\n",
       "      <td>11</td>\n",
       "      <td>-8.322</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0468</td>\n",
       "      <td>0.5950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.718</td>\n",
       "      <td>150.953</td>\n",
       "      <td>242187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chord Overstreet</td>\n",
       "      <td>Hold On</td>\n",
       "      <td>5vjLSffimiIP26QG5WcN2K</td>\n",
       "      <td>https://open.spotify.com/artist/5D3muNJhYYunbR...</td>\n",
       "      <td>https://open.spotify.com/track/5vjLSffimiIP26Q...</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.443</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.681</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0526</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.167</td>\n",
       "      <td>119.949</td>\n",
       "      <td>198853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Matt Nathanson</td>\n",
       "      <td>Come On Get Higher</td>\n",
       "      <td>38YgZVHPWOWsKrsCXz6JyP</td>\n",
       "      <td>https://open.spotify.com/artist/4NGiEU3Pkd8ASR...</td>\n",
       "      <td>https://open.spotify.com/track/38YgZVHPWOWsKrs...</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>0.672</td>\n",
       "      <td>0.623</td>\n",
       "      <td>9</td>\n",
       "      <td>-5.699</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0297</td>\n",
       "      <td>0.2410</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>0.617</td>\n",
       "      <td>92.018</td>\n",
       "      <td>215173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sara Bareilles</td>\n",
       "      <td>Love Song</td>\n",
       "      <td>4E6cwWJWZw2zWf7VFbH7wf</td>\n",
       "      <td>https://open.spotify.com/artist/2Sqr0DXoaYABbj...</td>\n",
       "      <td>https://open.spotify.com/track/4E6cwWJWZw2zWf7...</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>0.583</td>\n",
       "      <td>0.786</td>\n",
       "      <td>2</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0301</td>\n",
       "      <td>0.0208</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1880</td>\n",
       "      <td>0.573</td>\n",
       "      <td>123.052</td>\n",
       "      <td>258827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jason Mraz</td>\n",
       "      <td>I Won't Give Up</td>\n",
       "      <td>53QF56cjZA9RTuuMZDrSA6</td>\n",
       "      <td>https://open.spotify.com/artist/4phGZZrJZRo4El...</td>\n",
       "      <td>https://open.spotify.com/track/53QF56cjZA9RTuu...</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>0.585</td>\n",
       "      <td>0.303</td>\n",
       "      <td>4</td>\n",
       "      <td>-10.058</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0398</td>\n",
       "      <td>0.6940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.142</td>\n",
       "      <td>136.703</td>\n",
       "      <td>240166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        artist_name          track_name                track_id  \\\n",
       "0        Jason Mraz           I'm Yours  1EzrEOXmMH3G43AXT1y7pA   \n",
       "1  Chord Overstreet             Hold On  5vjLSffimiIP26QG5WcN2K   \n",
       "2    Matt Nathanson  Come On Get Higher  38YgZVHPWOWsKrsCXz6JyP   \n",
       "3    Sara Bareilles           Love Song  4E6cwWJWZw2zWf7VFbH7wf   \n",
       "4        Jason Mraz     I Won't Give Up  53QF56cjZA9RTuuMZDrSA6   \n",
       "\n",
       "                                         artist_href  \\\n",
       "0  https://open.spotify.com/artist/4phGZZrJZRo4El...   \n",
       "1  https://open.spotify.com/artist/5D3muNJhYYunbR...   \n",
       "2  https://open.spotify.com/artist/4NGiEU3Pkd8ASR...   \n",
       "3  https://open.spotify.com/artist/2Sqr0DXoaYABbj...   \n",
       "4  https://open.spotify.com/artist/4phGZZrJZRo4El...   \n",
       "\n",
       "                                          track_href genre_name  danceability  \\\n",
       "0  https://open.spotify.com/track/1EzrEOXmMH3G43A...   acoustic         0.686   \n",
       "1  https://open.spotify.com/track/5vjLSffimiIP26Q...   acoustic         0.618   \n",
       "2  https://open.spotify.com/track/38YgZVHPWOWsKrs...   acoustic         0.672   \n",
       "3  https://open.spotify.com/track/4E6cwWJWZw2zWf7...   acoustic         0.583   \n",
       "4  https://open.spotify.com/track/53QF56cjZA9RTuu...   acoustic         0.585   \n",
       "\n",
       "   energy  key  loudness  mode  speechiness  acousticness  instrumentalness  \\\n",
       "0   0.457   11    -8.322     1       0.0468        0.5950               0.0   \n",
       "1   0.443    2    -9.681     1       0.0526        0.4690               0.0   \n",
       "2   0.623    9    -5.699     1       0.0297        0.2410               0.0   \n",
       "3   0.786    2    -3.142     0       0.0301        0.0208               0.0   \n",
       "4   0.303    4   -10.058     1       0.0398        0.6940               0.0   \n",
       "\n",
       "   liveness  valence    tempo  duration_ms  \n",
       "0    0.1050    0.718  150.953       242187  \n",
       "1    0.0829    0.167  119.949       198853  \n",
       "2    0.0848    0.617   92.018       215173  \n",
       "3    0.1880    0.573  123.052       258827  \n",
       "4    0.1150    0.142  136.703       240166  "
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Cleanup - now we merge user inner to make sure we only keep track ids present\n",
    "\n",
    "clean_df = pd.merge(spotify_dataframe,audio_features_df,on='track_id',how='inner')\n",
    "clean_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 114831 entries, 0 to 114830\n",
      "Data columns (total 18 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   artist_name       114831 non-null  object \n",
      " 1   track_name        114831 non-null  object \n",
      " 2   track_id          114831 non-null  object \n",
      " 3   artist_href       114831 non-null  object \n",
      " 4   track_href        114831 non-null  object \n",
      " 5   genre_name        114831 non-null  object \n",
      " 6   danceability      114831 non-null  float64\n",
      " 7   energy            114831 non-null  float64\n",
      " 8   key               114831 non-null  int64  \n",
      " 9   loudness          114831 non-null  float64\n",
      " 10  mode              114831 non-null  int64  \n",
      " 11  speechiness       114831 non-null  float64\n",
      " 12  acousticness      114831 non-null  float64\n",
      " 13  instrumentalness  114831 non-null  float64\n",
      " 14  liveness          114831 non-null  float64\n",
      " 15  valence           114831 non-null  float64\n",
      " 16  tempo             114831 non-null  float64\n",
      " 17  duration_ms       114831 non-null  int64  \n",
      "dtypes: float64(9), int64(3), object(6)\n",
      "memory usage: 16.6+ MB\n"
     ]
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "clean_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist_href</th>\n",
       "      <th>track_href</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>duration_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [artist_name, track_name, track_id, artist_href, track_href, genre_name, danceability, energy, key, loudness, mode, speechiness, acousticness, instrumentalness, liveness, valence, tempo, duration_ms]\n",
       "Index: []"
      ]
     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration\n",
    "\n",
    "# make sure no duplicates\n",
    "\n",
    "clean_df[clean_df.duplicated(subset=['artist_name','track_name'],keep=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://open.spotify.com/track/5IChlGHDTx5f9lsd8IlwU2'"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Cleanup - making everything lower case\n",
    "\n",
    "clean_df['track_name'] = clean_df['track_name'].apply(lambda row: row.lower())\n",
    "clean_df['artist_name'] = clean_df['artist_name'].apply(lambda row: row.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artist_name                                         climax blues band\n",
       "track_name                                      couldn't get it right\n",
       "track_id                                       7GSCnEFxiD6Im98CbfySDw\n",
       "artist_href         https://open.spotify.com/artist/4eeRviM714mXXe...\n",
       "track_href          https://open.spotify.com/track/7GSCnEFxiD6Im98...\n",
       "genre_name                                                      blues\n",
       "danceability                                                    0.727\n",
       "energy                                                          0.641\n",
       "key                                                                 2\n",
       "loudness                                                      -11.074\n",
       "mode                                                                1\n",
       "speechiness                                                    0.0392\n",
       "acousticness                                                   0.0234\n",
       "instrumentalness                                               0.0136\n",
       "liveness                                                        0.109\n",
       "valence                                                         0.652\n",
       "tempo                                                         102.589\n",
       "duration_ms                                                    198947\n",
       "Name: 11000, dtype: object"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Exploration - example of output\n",
    "\n",
    "clean_df.iloc[11000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Cleanup - dropping and renaming columns\n",
    "\n",
    "# columns_to_drop = ['analysis_url','type','uri', 'track_href','time_signature']\n",
    "# ML_df = clean_df.drop(columns_to_drop, axis=1,inplace=True)\n",
    "\n",
    "# ML_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert to csv\n",
    "\n",
    "\n",
    "clean_df.to_csv ('spotify_df.csv', index = False, header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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