experimentation.ipynb

{
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   "cell_type": "code",
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   "metadata": {
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     "end_time": "2020-12-30T19:57:55.547907Z",
     "start_time": "2020-12-30T19:57:55.534334Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import spotipy\n",
    "import pprint\n",
    "import yaml\n",
    "import spotipy.util as util\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spotipy Credentials and API Calls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T19:53:02.650805Z",
     "start_time": "2020-12-30T19:53:02.643961Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get Spotipy credentials from config\n",
    "def load_config():\n",
    "    stream = open('config.yaml')\n",
    "    user_config = yaml.load(stream, Loader=yaml.FullLoader)\n",
    "    return user_config\n",
    "\n",
    "user_config = load_config()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T22:34:53.069123Z",
     "start_time": "2020-12-30T22:34:52.782311Z"
    }
   },
   "outputs": [],
   "source": [
    "# Initialize Spotify API token\n",
    "token = util.prompt_for_user_token(user_config['username'], scope='user-read-recently-played', client_id=user_config['client_id'], client_secret=user_config['client_secret'], redirect_uri=user_config['redirect_uri'])\n",
    "sp = spotipy.Spotify(auth=token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T18:42:54.468003Z",
     "start_time": "2020-12-30T18:42:54.451971Z"
    }
   },
   "outputs": [],
   "source": [
    "# A function to extract track names and URIs from a playlist\n",
    "def get_playlist_info(username, playlist_uri):\n",
    "    # initialize vars\n",
    "    offset = 0\n",
    "    tracks, uris, names, artists = [], [], [], []\n",
    "\n",
    "    # get playlist id and name from URI\n",
    "    playlist_id = playlist_uri.split(':')[2]\n",
    "    playlist_name = sp.user_playlist(username, playlist_id)['name']\n",
    "\n",
    "    # get all tracks in given playlist (max limit is 100 at a time --> use offset)\n",
    "    while True:\n",
    "        results = sp.user_playlist_tracks(username, playlist_id, offset=offset)\n",
    "        tracks += results['items']\n",
    "        if results['next'] is not None:\n",
    "            offset += 100\n",
    "        else:\n",
    "            break\n",
    "        \n",
    "    # get track metadata\n",
    "    for track in tracks:\n",
    "        names.append(track['track']['name'])\n",
    "        artists.append(track['track']['artists'][0]['name'])\n",
    "        uris.append(track['track']['uri'])\n",
    "    \n",
    "    return playlist_name, names, artists, uris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T18:42:55.846138Z",
     "start_time": "2020-12-30T18:42:55.839990Z"
    }
   },
   "outputs": [],
   "source": [
    "# Extract features from each track in a playlist\n",
    "def get_features_for_playlist(df, username, uri):\n",
    "  \n",
    "    # get all track metadata from given playlist\n",
    "    playlist_name, names, artists, uris = get_playlist_info(username, uri)\n",
    "    \n",
    "    # iterate through each track to get audio features and save data into dataframe\n",
    "    for name, artist, track_uri in zip(names, artists, uris):\n",
    "        # print(json.dumps(track_uri, indent=4))              \n",
    "        # ^ DEBUG STATEMENT ^\n",
    "        \n",
    "        # access audio features for given track URI via spotipy \n",
    "        audio_features = sp.audio_features(track_uri)\n",
    "\n",
    "        # get relevant audio features\n",
    "        feature_subset = [audio_features[0][col] for col in df.columns if col not in [\"name\", \"artist\", \"track_URI\", \"playlist\"]]\n",
    "\n",
    "        # compose a row of the dataframe by flattening the list of audio features\n",
    "        row = [name, artist, track_uri, *feature_subset, playlist_name]\n",
    "        df.loc[len(df.index)] = row\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T18:42:57.075722Z",
     "start_time": "2020-12-30T18:42:57.045131Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(columns=['name', 'artist', 'track_URI', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'liveness', 'loudness', 'speechiness', 'tempo', 'valence', 'playlist'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T18:43:42.438456Z",
     "start_time": "2020-12-30T18:42:58.104613Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>artist</th>\n",
       "      <th>track_URI</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>valence</th>\n",
       "      <th>playlist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Way With Words</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>spotify:track:6ioeN8jQ8Qc3tS8dhpoAVi</td>\n",
       "      <td>0.35900</td>\n",
       "      <td>0.785</td>\n",
       "      <td>0.530</td>\n",
       "      <td>0.001980</td>\n",
       "      <td>0.0774</td>\n",
       "      <td>-6.995</td>\n",
       "      <td>0.0634</td>\n",
       "      <td>146.380</td>\n",
       "      <td>0.7290</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Caroline</td>\n",
       "      <td>Briston Maroney</td>\n",
       "      <td>spotify:track:3S5mohVxC0Xuj0tgZ7vU7g</td>\n",
       "      <td>0.72600</td>\n",
       "      <td>0.506</td>\n",
       "      <td>0.456</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>-10.635</td>\n",
       "      <td>0.0479</td>\n",
       "      <td>149.600</td>\n",
       "      <td>0.4060</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Hear Me Calling</td>\n",
       "      <td>Juice WRLD</td>\n",
       "      <td>spotify:track:13ZyrkCDmRz5xY3seuAWYk</td>\n",
       "      <td>0.30800</td>\n",
       "      <td>0.699</td>\n",
       "      <td>0.687</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>-3.997</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>88.932</td>\n",
       "      <td>0.4990</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>94 Bentley</td>\n",
       "      <td>SAINt JHN</td>\n",
       "      <td>spotify:track:0xxbDtdmc88FOV7YvpEtft</td>\n",
       "      <td>0.07920</td>\n",
       "      <td>0.696</td>\n",
       "      <td>0.558</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1620</td>\n",
       "      <td>-5.253</td>\n",
       "      <td>0.0512</td>\n",
       "      <td>113.000</td>\n",
       "      <td>0.2170</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I Feel Like I'm Drowning</td>\n",
       "      <td>Two Feet</td>\n",
       "      <td>spotify:track:5h0ODSutX73Vt4vZsmmph0</td>\n",
       "      <td>0.70500</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.003340</td>\n",
       "      <td>0.0899</td>\n",
       "      <td>-5.436</td>\n",
       "      <td>0.0460</td>\n",
       "      <td>104.894</td>\n",
       "      <td>0.2350</td>\n",
       "      <td>twenty</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Lay Your Head On Me (feat. Marcus Mumford) - J...</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>spotify:track:29v0kvBmnIurnEn34I2haX</td>\n",
       "      <td>0.00398</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.778</td>\n",
       "      <td>0.449000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>-6.063</td>\n",
       "      <td>0.0354</td>\n",
       "      <td>126.002</td>\n",
       "      <td>0.8760</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Damn (feat. 6lack)</td>\n",
       "      <td>Omah Lay</td>\n",
       "      <td>spotify:track:2SVObssPWzeJquNyR05NjL</td>\n",
       "      <td>0.32700</td>\n",
       "      <td>0.590</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1020</td>\n",
       "      <td>-5.975</td>\n",
       "      <td>0.2530</td>\n",
       "      <td>141.392</td>\n",
       "      <td>0.4930</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Bubba</td>\n",
       "      <td>Jack Larsen</td>\n",
       "      <td>spotify:track:0qOe0oNsO7459dYDAlomiV</td>\n",
       "      <td>0.53300</td>\n",
       "      <td>0.285</td>\n",
       "      <td>0.539</td>\n",
       "      <td>0.003420</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>-8.305</td>\n",
       "      <td>0.0273</td>\n",
       "      <td>170.007</td>\n",
       "      <td>0.0466</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Perfect Blue</td>\n",
       "      <td>Elle Valenci</td>\n",
       "      <td>spotify:track:0u834tjHl0zB9xdPO5KrQX</td>\n",
       "      <td>0.89500</td>\n",
       "      <td>0.540</td>\n",
       "      <td>0.273</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>-12.123</td>\n",
       "      <td>0.0918</td>\n",
       "      <td>70.875</td>\n",
       "      <td>0.2860</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Good Days</td>\n",
       "      <td>SZA</td>\n",
       "      <td>spotify:track:3YJJjQPAbDT7mGpX3WtQ9A</td>\n",
       "      <td>0.22600</td>\n",
       "      <td>0.456</td>\n",
       "      <td>0.784</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.7170</td>\n",
       "      <td>-6.289</td>\n",
       "      <td>0.0592</td>\n",
       "      <td>121.199</td>\n",
       "      <td>0.5250</td>\n",
       "      <td>twenty</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>449 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  name           artist  \\\n",
       "0                                       Way With Words          Bahamas   \n",
       "1                                             Caroline  Briston Maroney   \n",
       "2                                      Hear Me Calling       Juice WRLD   \n",
       "3                                           94 Bentley        SAINt JHN   \n",
       "4                             I Feel Like I'm Drowning         Two Feet   \n",
       "..                                                 ...              ...   \n",
       "444  Lay Your Head On Me (feat. Marcus Mumford) - J...      Major Lazer   \n",
       "445                                 Damn (feat. 6lack)         Omah Lay   \n",
       "446                                              Bubba      Jack Larsen   \n",
       "447                                       Perfect Blue     Elle Valenci   \n",
       "448                                          Good Days              SZA   \n",
       "\n",
       "                                track_URI  acousticness  danceability  energy  \\\n",
       "0    spotify:track:6ioeN8jQ8Qc3tS8dhpoAVi       0.35900         0.785   0.530   \n",
       "1    spotify:track:3S5mohVxC0Xuj0tgZ7vU7g       0.72600         0.506   0.456   \n",
       "2    spotify:track:13ZyrkCDmRz5xY3seuAWYk       0.30800         0.699   0.687   \n",
       "3    spotify:track:0xxbDtdmc88FOV7YvpEtft       0.07920         0.696   0.558   \n",
       "4    spotify:track:5h0ODSutX73Vt4vZsmmph0       0.70500         0.719   0.575   \n",
       "..                                    ...           ...           ...     ...   \n",
       "444  spotify:track:29v0kvBmnIurnEn34I2haX       0.00398         0.679   0.778   \n",
       "445  spotify:track:2SVObssPWzeJquNyR05NjL       0.32700         0.590   0.434   \n",
       "446  spotify:track:0qOe0oNsO7459dYDAlomiV       0.53300         0.285   0.539   \n",
       "447  spotify:track:0u834tjHl0zB9xdPO5KrQX       0.89500         0.540   0.273   \n",
       "448  spotify:track:3YJJjQPAbDT7mGpX3WtQ9A       0.22600         0.456   0.784   \n",
       "\n",
       "     instrumentalness  liveness  loudness  speechiness    tempo  valence  \\\n",
       "0            0.001980    0.0774    -6.995       0.0634  146.380   0.7290   \n",
       "1            0.000037    0.1100   -10.635       0.0479  149.600   0.4060   \n",
       "2            0.000036    0.1210    -3.997       0.1060   88.932   0.4990   \n",
       "3            0.000000    0.1620    -5.253       0.0512  113.000   0.2170   \n",
       "4            0.003340    0.0899    -5.436       0.0460  104.894   0.2350   \n",
       "..                ...       ...       ...          ...      ...      ...   \n",
       "444          0.449000    0.2500    -6.063       0.0354  126.002   0.8760   \n",
       "445          0.000000    0.1020    -5.975       0.2530  141.392   0.4930   \n",
       "446          0.003420    0.0995    -8.305       0.0273  170.007   0.0466   \n",
       "447          0.002230    0.1010   -12.123       0.0918   70.875   0.2860   \n",
       "448          0.000079    0.7170    -6.289       0.0592  121.199   0.5250   \n",
       "\n",
       "    playlist  \n",
       "0     twenty  \n",
       "1     twenty  \n",
       "2     twenty  \n",
       "3     twenty  \n",
       "4     twenty  \n",
       "..       ...  \n",
       "444   twenty  \n",
       "445   twenty  \n",
       "446   twenty  \n",
       "447   twenty  \n",
       "448   twenty  \n",
       "\n",
       "[449 rows x 13 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = get_features_for_playlist(df, user_config['username'], 'spotify:playlist:3VZCYCHOtahASqlkxE8vJx')\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T22:35:14.086362Z",
     "start_time": "2020-12-30T22:35:13.781887Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'items': [{'track': {'album': {'album_type': 'single',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6UcJxoeHWWWyT5HZP064om'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6UcJxoeHWWWyT5HZP064om',\n",
       "       'id': '6UcJxoeHWWWyT5HZP064om',\n",
       "       'name': 'Chet Faker',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6UcJxoeHWWWyT5HZP064om'}],\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",
       "      '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",
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       "     'uri': 'spotify:album:0P3oVJBFOv3TDXlYRhGL7s'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "      'id': '1Xyo4u8uXC1ZmMpatF05PJ',\n",
       "      'name': 'The Weeknd',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:1Xyo4u8uXC1ZmMpatF05PJ'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/2feDdbD5araYcm6JhFHHw7'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/2feDdbD5araYcm6JhFHHw7',\n",
       "      'id': '2feDdbD5araYcm6JhFHHw7',\n",
       "      'name': 'Labrinth',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:2feDdbD5araYcm6JhFHHw7'}],\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': 281146,\n",
       "    'explicit': True,\n",
       "    'external_ids': {'isrc': 'USUG11500915'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/1bAvtmTl0F9loyz9AwPwp7'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/1bAvtmTl0F9loyz9AwPwp7',\n",
       "    'id': '1bAvtmTl0F9loyz9AwPwp7',\n",
       "    'is_local': False,\n",
       "    'name': 'Losers',\n",
       "    'popularity': 62,\n",
       "    'preview_url': 'https://p.scdn.co/mp3-preview/8a3b52e83cd4875a60dab040d1caf8d15f8bdf16?cid=596a6d95b0904fdfa3988f5c7752dd55',\n",
       "    'track_number': 2,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:1bAvtmTl0F9loyz9AwPwp7'},\n",
       "   'played_at': '2020-12-29T07:15:47.329Z',\n",
       "   'context': {'external_urls': {'spotify': 'https://open.spotify.com/playlist/1wSwbl8OSSIqorQp6hlWTh'},\n",
       "    'href': 'https://api.spotify.com/v1/playlists/1wSwbl8OSSIqorQp6hlWTh',\n",
       "    'type': 'playlist',\n",
       "    'uri': 'spotify:playlist:1wSwbl8OSSIqorQp6hlWTh'}}],\n",
       " 'next': 'https://api.spotify.com/v1/me/player/recently-played?before=1609226147329&limit=50',\n",
       " 'cursors': {'after': '1609361582118', 'before': '1609226147329'},\n",
       " 'limit': 50,\n",
       " 'href': 'https://api.spotify.com/v1/me/player/recently-played?limit=50'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp.current_user_recently_played()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-30T23:08:15.627241Z",
     "start_time": "2020-12-30T23:08:15.352787Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'display_name': 'Sejal Dua',\n",
      " 'external_urls': {'spotify': 'https://open.spotify.com/user/srrzaa61gi4hzx02avrosh1n9'},\n",
      " 'followers': {'href': None, 'total': 24},\n",
      " 'href': 'https://api.spotify.com/v1/users/srrzaa61gi4hzx02avrosh1n9',\n",
      " 'id': 'srrzaa61gi4hzx02avrosh1n9',\n",
      " 'images': [{'height': None,\n",
      "             'url': 'https://i.scdn.co/image/ab6775700000ee85d34ef02977f41b325d7e54d3',\n",
      "             'width': None}],\n",
      " 'type': 'user',\n",
      " 'uri': 'spotify:user:srrzaa61gi4hzx02avrosh1n9'}\n"
     ]
    }
   ],
   "source": [
    "sp.trace = True\n",
    "user = sp.current_user()\n",
    "pprint.pprint(user)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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