spotify.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 style=\"margin-left: 200px;\">Building Spotify  Data Pipeline</h1>\n",
    "<img src='./spotify_arch.png'>\n",
    "<h4 style=\"text-align: left;\">Important Websites</h4>\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api'>Spotify Web API : </a>Retrieve metadata from Spotify content, control playback or get recommendations</p>\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api/concepts/apps'>Create an App : </a>The app provides, among others, the Client ID and Client Secret needed to implement any of the authorization flows.</p>\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api/concepts/authorization'>Authorization : </a>Authorization refers to the process of granting a user or application access permissions to Spotify data and features (e.g your application needs permission from a user to access their playlists).\n",
    "\n",
    "<p>Spotify implements the OAuth 2.0 authorization framework.</p>\n",
    "<img src='./spotify_auth.png' style=\"margin-left: 100px;\">\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api/tutorials/code-flow'>Authorization Code Flow : </a> We use the authorization code flow  because it is suitable for long-running applications where the user grants permission only once.</p>\n",
    "\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api/concepts/scopes'>Scopes : </a>Scopes provide Spotify users using third-party apps the confidence that only the information they choose to share will be shared, and nothing more. </p>\n",
    "<p> If the user is not logged in, they are prompted to do so using their Spotify credentials. When the user is logged in, they are asked to authorize access to the data sets or features defined in the scopes.</p>\n",
    "\n",
    "<p><a href='https://developer.spotify.com/documentation/web-api/tutorials/refreshing-tokens'>Refreshing tokens :</a>Access tokens are intentionally configured to have a limited lifespan (1 hour), at the end of which, new tokens can be obtained by providing the original refresh token acquired during the authorization token request response.</p>\n",
    "\n",
    "<p><a href='</p>https://pymongo.readthedocs.io/en/stable/examples/authentication.html'>PyMongo :  </a>PyMongo is a Python distribution containing tools for working with MongoDB, and is the recommended way to work with MongoDB from Python. This documentation attempts to explain everything you need to know to use PyMongo.</p>\n",
    "\n",
    "<p><a href='</p>https://flask.palletsprojects.com/en/3.0.x/quickstart/#routing'>Flask :  </a>Flask is a micro web framework written in Python.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from flask import Flask, redirect, request\n",
    "import pymongo\n",
    "from pymongo import MongoClient\n",
    "import logging as logger\n",
    "import pandas as pd\n",
    "import requests\n",
    "import json\n",
    "from datetime import datetime, timedelta\n",
    "from urllib.parse import quote_plus\n",
    "import os\n",
    "from dotenv import load_dotenv\n",
    "import pytz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load environment variables from a .env file\n",
    "load_dotenv()\n",
    "\n",
    "# Retrieve MongoDB connection string from environment variable\n",
    "mongodb_connection_string = os.getenv('MONGODB_CONNECTION_STRING')\n",
    "client = MongoClient(mongodb_connection_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['admin', 'config', 'employees', 'local']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.list_database_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Database(MongoClient(host=['127.0.0.1:27017'], document_class=dict, tz_aware=False, connect=True), 'employees')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db = client.employees \n",
    "db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['spotify_songs', 'staff']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db.list_collection_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "collection = db.spotify_songs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read token_info data from the JSON file\n",
    "with open('./token_info.json', 'r') as json_file:\n",
    "    token_info = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "token = token_info['access_token']\n",
    "headers =  ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up logging\n",
    "logger.basicConfig(filename='spotify_api.log', level=logger.DEBUG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up requests logger to capture HTTP requests\n",
    "requests_log = logger.getLogger(\"requests.packages.urllib3\")\n",
    "requests_log.setLevel(logger.DEBUG)\n",
    "requests_log.propagate = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fetch_web_api(endpoint, method='GET', body=None):\n",
    "    headers = {'Authorization': f'Bearer {token}'}\n",
    "    url = f'https://api.spotify.com/{endpoint}'\n",
    "    \n",
    "    # Log the request information\n",
    "    logger.debug(f\"Sending {method} request to {url} with headers {headers} and body {body}\")\n",
    "\n",
    "    response = requests.request(method, url, headers=headers, json=body)\n",
    "    \n",
    "    # Log the response information\n",
    "    logger.debug(f\"Received response with status code {response.status_code} and content {response.text}\")\n",
    "\n",
    "    # print(response.json())\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1700755685000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_date = datetime.now()\n",
    "yesterday_date = today_date - timedelta(days=4)\n",
    "yesterday_date_ux = int(yesterday_date.timestamp()) * 1000\n",
    "yesterday_date.timestamp()\n",
    "yesterday_date_ux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def recently_played():\n",
    "    try:\n",
    "        # Endpoint reference: https://developer.spotify.com/documentation/web-api/reference/\n",
    "        # endpoint = 'v1/me/following?type=artist&limit=50'\n",
    "        # endpoint = 'v1/me/top/tracks'\n",
    "        # endpoint = 'v1/browse/featured-playlists'\n",
    "        endpoint = 'v1/me/player/recently-played?after={time}&limit=50'.format(time=yesterday_date_ux, headers=headers)\n",
    "        return fetch_web_api(endpoint)\n",
    "    \n",
    "    except Exception as e:\n",
    "        logger.error(f\"Error while fetching top tracks: {e}\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Lorde'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recently_played_tracks = recently_played()\n",
    "# recently_played_tracks['artists']['items']\n",
    "# recently_played_tracks['items'][0]\n",
    "recently_played_tracks['items'][0]['track']['artists'][0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"items\": [{\"track\": {\"album\": {\"album_type\": \"album\", \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/163tK9Wjr9P9DmM0AVK7lm\"}, \"href\": \"https://api.spotify.com/v1/artists/163tK9Wjr9P9DmM0AVK7lm\", \"id\": \"163tK9Wjr9P9DmM0AVK7lm\", \"name\": \"Lorde\", \"type\": \"artist\", \"uri\": \"spotify:artist:163tK9Wjr9P9DmM0AVK7lm\"}], \"available_markets\": [\"AR\", \"AU\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DK\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"FI\", \"FR\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"MX\", \"NL\", \"NZ\", \"NI\", \"NO\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"SE\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"GB\", \"AD\", \"LI\", \"MC\", \"ID\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BT\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GE\", \"GD\", \"GW\", \"GY\", \"HT\", \"JM\", \"KI\", \"LS\", \"LR\", \"MW\", \"MV\", \"ML\", \"MH\", \"FM\", \"NA\", \"NR\", \"NE\", \"PW\", \"PG\", \"WS\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"SB\", \"KN\", \"LC\", \"VC\", \"SR\", \"TL\", \"TO\", \"TT\", \"TV\", \"VU\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"external_urls\": {\"spotify\": \"https://open.spotify.com/album/0rmhjUgoVa17LZuS8xWQ3v\"}, \"href\": \"https://api.spotify.com/v1/albums/0rmhjUgoVa17LZuS8xWQ3v\", \"id\": \"0rmhjUgoVa17LZuS8xWQ3v\", \"images\": [{\"height\": 640, \"url\": \"https://i.scdn.co/image/ab67616d0000b273187331e276c898d39764cc98\", \"width\": 640}, {\"height\": 300, \"url\": \"https://i.scdn.co/image/ab67616d00001e02187331e276c898d39764cc98\", \"width\": 300}, {\"height\": 64, \"url\": \"https://i.scdn.co/image/ab67616d00004851187331e276c898d39764cc98\", \"width\": 64}], \"name\": \"Pure Heroine\", \"release_date\": \"2013-09-27\", \"release_date_precision\": \"day\", \"total_tracks\": 10, \"type\": \"album\", \"uri\": \"spotify:album:0rmhjUgoVa17LZuS8xWQ3v\"}, \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/163tK9Wjr9P9DmM0AVK7lm\"}, \"href\": \"https://api.spotify.com/v1/artists/163tK9Wjr9P9DmM0AVK7lm\", \"id\": \"163tK9Wjr9P9DmM0AVK7lm\", \"name\": \"Lorde\", \"type\": \"artist\", \"uri\": \"spotify:artist:163tK9Wjr9P9DmM0AVK7lm\"}], \"available_markets\": [\"AR\", \"AU\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DK\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"FI\", \"FR\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"MX\", \"NL\", \"NZ\", \"NI\", \"NO\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"SE\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"GB\", \"AD\", \"LI\", \"MC\", \"ID\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BT\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GE\", \"GD\", \"GW\", \"GY\", \"HT\", \"JM\", \"KI\", \"LS\", \"LR\", \"MW\", \"MV\", \"ML\", \"MH\", \"FM\", \"NA\", \"NR\", \"NE\", \"PW\", \"PG\", \"WS\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"SB\", \"KN\", \"LC\", \"VC\", \"SR\", \"TL\", \"TO\", \"TT\", \"TV\", \"VU\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"disc_number\": 1, \"duration_ms\": 190185, \"explicit\": false, \"external_ids\": {\"isrc\": \"NZUM71200031\"}, \"external_urls\": {\"spotify\": \"https://open.spotify.com/track/2dLLR6qlu5UJ5gk0dKz0h3\"}, \"href\": \"https://api.spotify.com/v1/tracks/2dLLR6qlu5UJ5gk0dKz0h3\", \"id\": \"2dLLR6qlu5UJ5gk0dKz0h3\", \"is_local\": false, \"name\": \"Royals\", \"popularity\": 83, \"preview_url\": null, \"track_number\": 3, \"type\": \"track\", \"uri\": \"spotify:track:2dLLR6qlu5UJ5gk0dKz0h3\"}, \"played_at\": \"2023-11-27T09:13:57.637Z\", \"context\": {\"type\": \"playlist\", \"href\": \"https://api.spotify.com/v1/playlists/5X3xUdpkTK99GMGyUlVAhU\", \"external_urls\": {\"spotify\": \"https://open.spotify.com/playlist/5X3xUdpkTK99GMGyUlVAhU\"}, \"uri\": \"spotify:playlist:5X3xUdpkTK99GMGyUlVAhU\"}}, {\"track\": {\"album\": {\"album_type\": \"album\", \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/5MouCg6ta7zAxsfMEbc1uh\"}, \"href\": \"https://api.spotify.com/v1/artists/5MouCg6ta7zAxsfMEbc1uh\", \"id\": \"5MouCg6ta7zAxsfMEbc1uh\", \"name\": \"OMI\", \"type\": \"artist\", \"uri\": \"spotify:artist:5MouCg6ta7zAxsfMEbc1uh\"}], \"available_markets\": [\"US\"], \"external_urls\": {\"spotify\": \"https://open.spotify.com/album/1QwWTLYn9dntAj7l9FRJwY\"}, \"href\": \"https://api.spotify.com/v1/albums/1QwWTLYn9dntAj7l9FRJwY\", \"id\": \"1QwWTLYn9dntAj7l9FRJwY\", \"images\": [{\"height\": 640, \"url\": \"https://i.scdn.co/image/ab67616d0000b2731c61cec78c70409b783d1480\", \"width\": 640}, {\"height\": 300, \"url\": \"https://i.scdn.co/image/ab67616d00001e021c61cec78c70409b783d1480\", \"width\": 300}, {\"height\": 64, \"url\": \"https://i.scdn.co/image/ab67616d000048511c61cec78c70409b783d1480\", \"width\": 64}], \"name\": \"Me 4 U\", \"release_date\": \"2015-10-16\", \"release_date_precision\": \"day\", \"total_tracks\": 14, \"type\": \"album\", \"uri\": \"spotify:album:1QwWTLYn9dntAj7l9FRJwY\"}, \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/5MouCg6ta7zAxsfMEbc1uh\"}, \"href\": \"https://api.spotify.com/v1/artists/5MouCg6ta7zAxsfMEbc1uh\", \"id\": \"5MouCg6ta7zAxsfMEbc1uh\", \"name\": \"OMI\", \"type\": \"artist\", \"uri\": \"spotify:artist:5MouCg6ta7zAxsfMEbc1uh\"}], \"available_markets\": [\"US\"], \"disc_number\": 1, \"duration_ms\": 180560, \"explicit\": false, \"external_ids\": {\"isrc\": \"USQX91500448\"}, \"external_urls\": {\"spotify\": \"https://open.spotify.com/track/023OVLNzXhX0j7CxswUt6D\"}, \"href\": \"https://api.spotify.com/v1/tracks/023OVLNzXhX0j7CxswUt6D\", \"id\": \"023OVLNzXhX0j7CxswUt6D\", \"is_local\": false, \"name\": \"Cheerleader - Felix Jaehn Remix Radio Edit\", \"popularity\": 69, \"preview_url\": \"https://p.scdn.co/mp3-preview/7c046a20154486f109c5573e7fb015c86fb37b02?cid=c78157b315da4bab8ad3edb1a6be84c2\", \"track_number\": 1, \"type\": \"track\", \"uri\": \"spotify:track:023OVLNzXhX0j7CxswUt6D\"}, \"played_at\": \"2023-11-27T09:09:41.383Z\", \"context\": {\"type\": \"playlist\", \"href\": \"https://api.spotify.com/v1/playlists/5X3xUdpkTK99GMGyUlVAhU\", \"external_urls\": {\"spotify\": \"https://open.spotify.com/playlist/5X3xUdpkTK99GMGyUlVAhU\"}, \"uri\": \"spotify:playlist:5X3xUdpkTK99GMGyUlVAhU\"}}, {\"track\": {\"album\": {\"album_type\": \"album\", \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/6vWDO969PvNqNYHIOW5v0m\"}, \"href\": \"https://api.spotify.com/v1/artists/6vWDO969PvNqNYHIOW5v0m\", \"id\": \"6vWDO969PvNqNYHIOW5v0m\", \"name\": \"Beyonc\\\\u00e9\", \"type\": \"artist\", \"uri\": \"spotify:artist:6vWDO969PvNqNYHIOW5v0m\"}], \"available_markets\": [\"AR\", \"AT\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DK\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"FI\", \"FR\", \"GR\", \"GT\", \"HN\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"MT\", \"MX\", \"NZ\", \"NI\", \"NO\", \"PA\", \"PY\", \"PE\", \"PL\", \"PT\", \"SK\", \"ES\", \"SE\", \"CH\", \"TR\", \"UY\", \"US\", \"GB\", \"AD\", \"LI\", \"MC\", \"JP\", \"RO\", \"IL\", \"ZA\", \"MA\", \"DZ\", \"TN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GE\", \"GD\", \"GW\", \"GY\", \"HT\", \"JM\", \"LS\", \"LR\", \"MW\", \"ML\", \"NA\", \"NE\", \"WS\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"KN\", \"LC\", \"VC\", \"SR\", \"TT\", \"AZ\", 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\"https://api.spotify.com/v1/artists/3t5xRXzsuZmMDkQzgOX35S\", \"id\": \"3t5xRXzsuZmMDkQzgOX35S\", \"name\": \"Robin Schulz\", \"type\": \"artist\", \"uri\": \"spotify:artist:3t5xRXzsuZmMDkQzgOX35S\"}], \"available_markets\": [\"AR\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"NL\", \"NZ\", \"NI\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"LI\", \"ID\", \"JP\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GD\", \"GW\", \"HT\", \"JM\", \"LS\", \"LR\", \"MW\", \"ML\", \"FM\", \"NA\", \"NE\", \"PG\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"KN\", \"LC\", \"VC\", \"TL\", \"TT\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"external_urls\": {\"spotify\": \"https://open.spotify.com/album/6Ps0kbvAjuz75uK0uuZzWa\"}, \"href\": \"https://api.spotify.com/v1/albums/6Ps0kbvAjuz75uK0uuZzWa\", \"id\": \"6Ps0kbvAjuz75uK0uuZzWa\", \"images\": [{\"height\": 640, \"url\": \"https://i.scdn.co/image/ab67616d0000b2730538d5d965798a403219a470\", \"width\": 640}, {\"height\": 300, \"url\": \"https://i.scdn.co/image/ab67616d00001e020538d5d965798a403219a470\", \"width\": 300}, {\"height\": 64, \"url\": \"https://i.scdn.co/image/ab67616d000048510538d5d965798a403219a470\", \"width\": 64}], \"name\": \"Prayer in C\", \"release_date\": \"2014-05-16\", \"release_date_precision\": \"day\", \"total_tracks\": 2, \"type\": \"album\", \"uri\": \"spotify:album:6Ps0kbvAjuz75uK0uuZzWa\"}, \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/50OApTJurDusIo9dGTqSU4\"}, \"href\": \"https://api.spotify.com/v1/artists/50OApTJurDusIo9dGTqSU4\", \"id\": \"50OApTJurDusIo9dGTqSU4\", \"name\": \"Lilly Wood and The Prick\", \"type\": \"artist\", \"uri\": \"spotify:artist:50OApTJurDusIo9dGTqSU4\"}, {\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/3t5xRXzsuZmMDkQzgOX35S\"}, \"href\": \"https://api.spotify.com/v1/artists/3t5xRXzsuZmMDkQzgOX35S\", \"id\": \"3t5xRXzsuZmMDkQzgOX35S\", \"name\": \"Robin Schulz\", \"type\": \"artist\", \"uri\": \"spotify:artist:3t5xRXzsuZmMDkQzgOX35S\"}], \"available_markets\": [\"AR\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"NL\", \"NZ\", \"NI\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"LI\", \"ID\", \"JP\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GD\", \"GW\", \"HT\", \"JM\", \"LS\", \"LR\", \"MW\", \"ML\", \"FM\", \"NA\", \"NE\", \"PG\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"KN\", \"LC\", \"VC\", \"TL\", \"TT\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"disc_number\": 1, \"duration_ms\": 189413, \"explicit\": false, \"external_ids\": {\"isrc\": \"DEA621400286\"}, \"external_urls\": {\"spotify\": \"https://open.spotify.com/track/5fnA9mkIfScSqHIpeDyvck\"}, \"href\": \"https://api.spotify.com/v1/tracks/5fnA9mkIfScSqHIpeDyvck\", \"id\": \"5fnA9mkIfScSqHIpeDyvck\", \"is_local\": false, \"name\": \"Prayer in C - Robin Schulz Radio Edit\", \"popularity\": 76, \"preview_url\": \"https://p.scdn.co/mp3-preview/8b4ea0fb47a5c8f4db5125f1ff69daf10045cfbb?cid=c78157b315da4bab8ad3edb1a6be84c2\", \"track_number\": 1, \"type\": \"track\", \"uri\": \"spotify:track:5fnA9mkIfScSqHIpeDyvck\"}, \"played_at\": \"2023-11-24T13:18:07.177Z\", \"context\": null}, {\"track\": {\"album\": {\"album_type\": \"single\", \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/50OApTJurDusIo9dGTqSU4\"}, \"href\": \"https://api.spotify.com/v1/artists/50OApTJurDusIo9dGTqSU4\", \"id\": \"50OApTJurDusIo9dGTqSU4\", \"name\": \"Lilly Wood and The Prick\", \"type\": \"artist\", \"uri\": \"spotify:artist:50OApTJurDusIo9dGTqSU4\"}, {\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/3t5xRXzsuZmMDkQzgOX35S\"}, \"href\": \"https://api.spotify.com/v1/artists/3t5xRXzsuZmMDkQzgOX35S\", \"id\": \"3t5xRXzsuZmMDkQzgOX35S\", \"name\": \"Robin Schulz\", \"type\": \"artist\", \"uri\": \"spotify:artist:3t5xRXzsuZmMDkQzgOX35S\"}], \"available_markets\": [\"AR\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"NL\", \"NZ\", \"NI\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"LI\", \"ID\", \"JP\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GD\", \"GW\", \"HT\", \"JM\", \"LS\", \"LR\", \"MW\", \"ML\", \"FM\", \"NA\", \"NE\", \"PG\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"KN\", \"LC\", \"VC\", \"TL\", \"TT\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"external_urls\": {\"spotify\": \"https://open.spotify.com/album/6Ps0kbvAjuz75uK0uuZzWa\"}, \"href\": \"https://api.spotify.com/v1/albums/6Ps0kbvAjuz75uK0uuZzWa\", \"id\": \"6Ps0kbvAjuz75uK0uuZzWa\", \"images\": [{\"height\": 640, \"url\": \"https://i.scdn.co/image/ab67616d0000b2730538d5d965798a403219a470\", \"width\": 640}, {\"height\": 300, \"url\": \"https://i.scdn.co/image/ab67616d00001e020538d5d965798a403219a470\", \"width\": 300}, {\"height\": 64, \"url\": \"https://i.scdn.co/image/ab67616d000048510538d5d965798a403219a470\", \"width\": 64}], \"name\": \"Prayer in C\", \"release_date\": \"2014-05-16\", \"release_date_precision\": \"day\", \"total_tracks\": 2, \"type\": \"album\", \"uri\": \"spotify:album:6Ps0kbvAjuz75uK0uuZzWa\"}, \"artists\": [{\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/50OApTJurDusIo9dGTqSU4\"}, \"href\": \"https://api.spotify.com/v1/artists/50OApTJurDusIo9dGTqSU4\", \"id\": \"50OApTJurDusIo9dGTqSU4\", \"name\": \"Lilly Wood and The Prick\", \"type\": \"artist\", \"uri\": \"spotify:artist:50OApTJurDusIo9dGTqSU4\"}, {\"external_urls\": {\"spotify\": \"https://open.spotify.com/artist/3t5xRXzsuZmMDkQzgOX35S\"}, \"href\": \"https://api.spotify.com/v1/artists/3t5xRXzsuZmMDkQzgOX35S\", \"id\": \"3t5xRXzsuZmMDkQzgOX35S\", \"name\": \"Robin Schulz\", \"type\": \"artist\", \"uri\": \"spotify:artist:3t5xRXzsuZmMDkQzgOX35S\"}], \"available_markets\": [\"AR\", \"AT\", \"BE\", \"BO\", \"BR\", \"BG\", \"CA\", \"CL\", \"CO\", \"CR\", \"CY\", \"CZ\", \"DO\", \"DE\", \"EC\", \"EE\", \"SV\", \"GR\", \"GT\", \"HN\", \"HK\", \"HU\", \"IS\", \"IE\", \"IT\", \"LV\", \"LT\", \"LU\", \"MY\", \"MT\", \"NL\", \"NZ\", \"NI\", \"PA\", \"PY\", \"PE\", \"PH\", \"PL\", \"PT\", \"SG\", \"SK\", \"ES\", \"CH\", \"TW\", \"TR\", \"UY\", \"US\", \"LI\", \"ID\", \"JP\", \"TH\", \"VN\", \"RO\", \"IL\", \"ZA\", \"SA\", \"AE\", \"BH\", \"QA\", \"OM\", \"KW\", \"EG\", \"MA\", \"DZ\", \"TN\", \"LB\", \"JO\", \"PS\", \"IN\", \"BY\", \"KZ\", \"MD\", \"UA\", \"AL\", \"BA\", \"HR\", \"ME\", \"MK\", \"RS\", \"SI\", \"KR\", \"BD\", \"PK\", \"LK\", \"GH\", \"KE\", \"NG\", \"TZ\", \"UG\", \"AG\", \"AM\", \"BS\", \"BB\", \"BZ\", \"BW\", \"BF\", \"CV\", \"CW\", \"DM\", \"FJ\", \"GM\", \"GD\", \"GW\", \"HT\", \"JM\", \"LS\", \"LR\", \"MW\", \"ML\", \"FM\", \"NA\", \"NE\", \"PG\", \"SM\", \"ST\", \"SN\", \"SC\", \"SL\", \"KN\", \"LC\", \"VC\", \"TL\", \"TT\", \"AZ\", \"BN\", \"BI\", \"KH\", \"CM\", \"TD\", \"KM\", \"GQ\", \"SZ\", \"GA\", \"GN\", \"KG\", \"LA\", \"MO\", \"MR\", \"MN\", \"NP\", \"RW\", \"TG\", \"UZ\", \"ZW\", \"BJ\", \"MG\", \"MU\", \"MZ\", \"AO\", \"CI\", \"DJ\", \"ZM\", \"CD\", \"CG\", \"IQ\", \"LY\", \"TJ\", \"VE\", \"ET\", \"XK\"], \"disc_number\": 1, \"duration_ms\": 189413, \"explicit\": false, \"external_ids\": {\"isrc\": \"DEA621400286\"}, \"external_urls\": {\"spotify\": \"https://open.spotify.com/track/5fnA9mkIfScSqHIpeDyvck\"}, \"href\": \"https://api.spotify.com/v1/tracks/5fnA9mkIfScSqHIpeDyvck\", \"id\": \"5fnA9mkIfScSqHIpeDyvck\", \"is_local\": false, \"name\": \"Prayer in C - Robin Schulz Radio Edit\", \"popularity\": 76, \"preview_url\": \"https://p.scdn.co/mp3-preview/8b4ea0fb47a5c8f4db5125f1ff69daf10045cfbb?cid=c78157b315da4bab8ad3edb1a6be84c2\", \"track_number\": 1, \"type\": \"track\", \"uri\": \"spotify:track:5fnA9mkIfScSqHIpeDyvck\"}, \"played_at\": \"2023-11-24T09:03:03.014Z\", \"context\": null}], \"next\": \"https://api.spotify.com/v1/me/player/recently-played?after=1701076437637&limit=50\", \"cursors\": {\"after\": \"1701076437637\", \"before\": \"1700816583014\"}, \"limit\": 50, \"href\": \"https://api.spotify.com/v1/me/player/recently-played?after=1700755685000&limit=50\"}'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the JSON data to a formatted string\n",
    "formatted_json = json.dumps(recently_played_tracks)\n",
    "formatted_json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if 'artists' in following_artists:\n",
    "#     num_of_ff = 0\n",
    "#     for track in following_artists['artists']['items']:\n",
    "#         # print(track)\n",
    "#         artist_name = track['name']\n",
    "#         followers = track['followers']['total']\n",
    "#         num_of_ff = num_of_ff + 1\n",
    "#         print(f\"{artist_name} have {followers} followers\")\n",
    "        \n",
    "#     print(f'You follow {num_of_ff} artists!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if 'items' in top_played_tracks:\n",
    "#     for track in top_played_tracks['items']:\n",
    "#         name = track['name']\n",
    "#         artists = ', '.join(artist['name'] for artist in track['artists'])\n",
    "#         print(f\"{name} by {artists}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_format = \"%Y-%m-%dT%H:%M:%S\"\n",
    "\n",
    "def convert_utc_to_local(utc_time_str, local_timezone):\n",
    "    date_time_utc = datetime.strptime(utc_time_str, date_format).replace(tzinfo=pytz.UTC)\n",
    "    date_time_local = date_time_utc.astimezone(pytz.timezone(local_timezone))\n",
    "    return date_time_local\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pure Heroine by Lorde played at  2023-11-27 12:13:57\n",
      "Me 4 U by OMI played at  2023-11-27 12:09:41\n",
      "I AM...SASHA FIERCE by Beyoncé played at  2023-11-27 12:06:40\n",
      "The 20/20 Experience (Deluxe Version) by Justin Timberlake played at  2023-11-27 12:02:01\n",
      "Up All Night by One Direction played at  2023-11-27 11:52:22\n",
      "18 Months by Calvin Harris played at  2023-11-27 11:45:58\n",
      "Wanted on Voyage (Expanded Edition) by George Ezra played at  2023-11-27 11:42:30\n",
      "Feel Good Friday by Train played at  2023-11-27 11:39:09\n",
      "Get Lucky (Radio Edit) [feat. Pharrell Williams and Nile Rodgers] by Daft Punk, Pharrell Williams, Nile Rodgers played at  2023-11-27 11:34:28\n",
      "x (Deluxe Edition) by Ed Sheeran played at  2023-11-27 11:30:19\n",
      "Night Visions (Deluxe) by Imagine Dragons played at  2023-11-27 11:26:00\n",
      "Bad Blood by Bastille played at  2023-11-27 11:22:50\n",
      "Views by Drake, Wizkid, Kyla played at  2023-11-27 11:18:47\n",
      "Doo-Wops & Hooligans by Bruno Mars played at  2023-11-27 11:15:53\n",
      "Don't Kill the Magic by MAGIC! played at  2023-11-27 11:12:43\n",
      "Waves (Robin Schulz Radio Edit) by Mr. Probz, Robin Schulz played at  2023-11-27 11:08:58\n",
      "Faith by Pop Smoke, Kanye West, Pusha T played at  2023-11-24 19:04:36\n",
      "Spinback by Comethazine played at  2023-11-24 18:20:10\n",
      "Pon Mi - Single by Shenseea, Dunw3ll played at  2023-11-24 17:26:45\n",
      "Donda by Kanye West played at  2023-11-24 17:25:27\n",
      "PARKING LOT by VANT played at  2023-11-24 17:21:11\n",
      "The Marshall Mathers LP by Eminem played at  2023-11-24 17:12:38\n",
      "Encore (Deluxe Version) by Eminem played at  2023-11-24 17:07:28\n",
      "Recovery by Eminem played at  2023-11-24 17:01:25\n",
      "Curtain Call: The Hits (Deluxe Edition) by Eminem played at  2023-11-24 16:55:15\n",
      "Tuyo (Narcos Theme) [A Netflix Original Series Soundtrack] by Rodrigo Amarante played at  2023-11-24 16:46:58\n",
      "Game Of Thrones: Season 8 (Music from the HBO Series) by Ramin Djawadi played at  2023-11-24 16:45:29\n",
      "Bells by DBN Gogo, TNK MusiQ, DJ Stopper, EltonK played at  2023-11-24 16:43:12\n",
      "Cristale x TeeZandos x Fumez The Engineer - Plugged In by Fumez The Engineer, TeeZandos, Cristale played at  2023-11-24 16:36:33\n",
      "Cristale x TeeZandos x Fumez The Engineer - Plugged In by Fumez The Engineer, TeeZandos, Cristale played at  2023-11-24 16:34:05\n",
      "Tears of Gold by Faouzia played at  2023-11-24 16:31:36\n",
      "CITIZENS by Faouzia, John Legend played at  2023-11-24 16:28:49\n",
      "Prayer in C by Lilly Wood and The Prick, Robin Schulz played at  2023-11-24 16:18:07\n",
      "Prayer in C by Lilly Wood and The Prick, Robin Schulz played at  2023-11-24 12:03:03\n"
     ]
    }
   ],
   "source": [
    "if 'items' in recently_played_tracks:\n",
    "    for track in recently_played_tracks['items']:\n",
    "        artists_name = [artist['name'] for artist in track['track']['artists']]\n",
    "        artists_names = ', '.join(artists_name)\n",
    "        song_name = track['track']['album']['name']\n",
    "        # Extract the first 19 characters to get the datetime string\n",
    "        played_at_time = track['played_at'][:19]\n",
    "        # Convert UTC to local time (UTC+3)\n",
    "        played_local_time = convert_utc_to_local(played_at_time, 'Etc/GMT-3')\n",
    "        # Format the datetime without timezone offset\n",
    "        played_local_time = played_local_time.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "        print(f\"{song_name} by \"\n",
    "              f\"{artists_names} played at  \"\n",
    "              f\"{played_local_time}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Pure Heroine', 'Me 4 U', 'I AM...SASHA FIERCE', 'The 20/20 Experience (Deluxe Version)', 'Up All Night', '18 Months', 'Wanted on Voyage (Expanded Edition)', 'Feel Good Friday', 'Get Lucky (Radio Edit) [feat. Pharrell Williams and Nile Rodgers]', 'x (Deluxe Edition)', 'Night Visions (Deluxe)', 'Bad Blood', 'Views', 'Doo-Wops & Hooligans', \"Don't Kill the Magic\", 'Waves (Robin Schulz Radio Edit)', 'Faith', 'Spinback', 'Pon Mi - Single', 'Donda', 'PARKING LOT', 'The Marshall Mathers LP', 'Encore (Deluxe Version)', 'Recovery', 'Curtain Call: The Hits (Deluxe Edition)', 'Tuyo (Narcos Theme) [A Netflix Original Series Soundtrack]', 'Game Of Thrones: Season 8 (Music from the HBO Series)', 'Bells', 'Cristale x TeeZandos x Fumez The Engineer - Plugged In', 'Cristale x TeeZandos x Fumez The Engineer - Plugged In', 'Tears of Gold', 'CITIZENS', 'Prayer in C', 'Prayer in C'] \n",
      " ['Lorde', 'OMI', 'Beyoncé', 'Justin Timberlake', 'One Direction', 'Calvin Harris', 'George Ezra', 'Train', 'Daft Punk', 'Ed Sheeran', 'Imagine Dragons', 'Bastille', 'Drake', 'Bruno Mars', 'MAGIC!', 'Mr. Probz', 'Pop Smoke', 'Comethazine', 'Shenseea', 'Kanye West', 'VANT', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Rodrigo Amarante', 'Ramin Djawadi', 'DBN Gogo', 'Fumez The Engineer', 'Fumez The Engineer', 'Faouzia', 'Faouzia', 'Lilly Wood and The Prick', 'Lilly Wood and The Prick'] \n",
      " ['2023-11-27 12:13:57', '2023-11-27 12:09:41', '2023-11-27 12:06:40', '2023-11-27 12:02:01', '2023-11-27 11:52:22', '2023-11-27 11:45:58', '2023-11-27 11:42:30', '2023-11-27 11:39:09', '2023-11-27 11:34:28', '2023-11-27 11:30:19', '2023-11-27 11:26:00', '2023-11-27 11:22:50', '2023-11-27 11:18:47', '2023-11-27 11:15:53', '2023-11-27 11:12:43', '2023-11-27 11:08:58', '2023-11-24 19:04:36', '2023-11-24 18:20:10', '2023-11-24 17:26:45', '2023-11-24 17:25:27', '2023-11-24 17:21:11', '2023-11-24 17:12:38', '2023-11-24 17:07:28', '2023-11-24 17:01:25', '2023-11-24 16:55:15', '2023-11-24 16:46:58', '2023-11-24 16:45:29', '2023-11-24 16:43:12', '2023-11-24 16:36:33', '2023-11-24 16:34:05', '2023-11-24 16:31:36', '2023-11-24 16:28:49', '2023-11-24 16:18:07', '2023-11-24 12:03:03']\n"
     ]
    }
   ],
   "source": [
    "song_names = []\n",
    "artist_names = []\n",
    "played_at_list = []\n",
    "if 'items' in recently_played_tracks:\n",
    "    for track in recently_played_tracks['items']:\n",
    "        # print(track)\n",
    "        artist_names.append(track['track']['artists'][0]['name'])\n",
    "        song_names.append(track['track']['album']['name'])\n",
    "        played_at_time = track['played_at'][:19]\n",
    "        # Convert UTC to local time (UTC+3)\n",
    "        played_local_time = convert_utc_to_local(played_at_time, 'Etc/GMT-3')\n",
    "        # Format the datetime without timezone offset\n",
    "        played_local_time = played_local_time.strftime(\"%Y-%m-%d %H:%M:%S\")        \n",
    "        played_at_list.append(played_local_time)\n",
    "               \n",
    "print(f\"{song_names} \\n {artist_names} \\n {played_at_list}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "song_dict = {\n",
    "            \"song_name\" : song_names,\n",
    "            \"artist_name\": artist_names,\n",
    "            \"played_at\" : played_at_list,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs_df = pd.DataFrame(song_dict, columns=[\"song_name\", \"artist_name\",\"played_at\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs_df[\"played_at\"] = pd.to_datetime(songs_df[\"played_at\"]).dt.strftime('%d/%m/%y')\n",
    "songs_df[\"song_name\"] = songs_df[\"song_name\"].astype('str')\n",
    "songs_df[\"artist_name\"] = songs_df[\"artist_name\"].astype('str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# songs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# db.spotify_songs.insert_many(songs_df.to_dict('records'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs_df['identity'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "# songs_df.groupby('song_name').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# songs_df = songs_df.groupby('song_name').count()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\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>song_name</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>played_at</th>\n",
       "      <th>identity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Pure Heroine</td>\n",
       "      <td>Lorde</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Me 4 U</td>\n",
       "      <td>OMI</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I AM...SASHA FIERCE</td>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The 20/20 Experience (Deluxe Version)</td>\n",
       "      <td>Justin Timberlake</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Up All Night</td>\n",
       "      <td>One Direction</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>18 Months</td>\n",
       "      <td>Calvin Harris</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wanted on Voyage (Expanded Edition)</td>\n",
       "      <td>George Ezra</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Feel Good Friday</td>\n",
       "      <td>Train</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Get Lucky (Radio Edit) [feat. Pharrell William...</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>x (Deluxe Edition)</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Night Visions (Deluxe)</td>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bad Blood</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Views</td>\n",
       "      <td>Drake</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Doo-Wops &amp; Hooligans</td>\n",
       "      <td>Bruno Mars</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Don't Kill the Magic</td>\n",
       "      <td>MAGIC!</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Waves (Robin Schulz Radio Edit)</td>\n",
       "      <td>Mr. Probz</td>\n",
       "      <td>27/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Faith</td>\n",
       "      <td>Pop Smoke</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spinback</td>\n",
       "      <td>Comethazine</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Pon Mi - Single</td>\n",
       "      <td>Shenseea</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Donda</td>\n",
       "      <td>Kanye West</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>PARKING LOT</td>\n",
       "      <td>VANT</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The Marshall Mathers LP</td>\n",
       "      <td>Eminem</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Encore (Deluxe Version)</td>\n",
       "      <td>Eminem</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Recovery</td>\n",
       "      <td>Eminem</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Curtain Call: The Hits (Deluxe Edition)</td>\n",
       "      <td>Eminem</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tuyo (Narcos Theme) [A Netflix Original Series...</td>\n",
       "      <td>Rodrigo Amarante</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Game Of Thrones: Season 8 (Music from the HBO ...</td>\n",
       "      <td>Ramin Djawadi</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Bells</td>\n",
       "      <td>DBN Gogo</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cristale x TeeZandos x Fumez The Engineer - Pl...</td>\n",
       "      <td>Fumez The Engineer</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Cristale x TeeZandos x Fumez The Engineer - Pl...</td>\n",
       "      <td>Fumez The Engineer</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tears of Gold</td>\n",
       "      <td>Faouzia</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CITIZENS</td>\n",
       "      <td>Faouzia</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Prayer in C</td>\n",
       "      <td>Lilly Wood and The Prick</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Prayer in C</td>\n",
       "      <td>Lilly Wood and The Prick</td>\n",
       "      <td>24/11/23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            song_name  \\\n",
       "0                                        Pure Heroine   \n",
       "1                                              Me 4 U   \n",
       "2                                 I AM...SASHA FIERCE   \n",
       "3               The 20/20 Experience (Deluxe Version)   \n",
       "4                                        Up All Night   \n",
       "5                                           18 Months   \n",
       "6                 Wanted on Voyage (Expanded Edition)   \n",
       "7                                    Feel Good Friday   \n",
       "8   Get Lucky (Radio Edit) [feat. Pharrell William...   \n",
       "9                                  x (Deluxe Edition)   \n",
       "10                             Night Visions (Deluxe)   \n",
       "11                                          Bad Blood   \n",
       "12                                              Views   \n",
       "13                               Doo-Wops & Hooligans   \n",
       "14                               Don't Kill the Magic   \n",
       "15                    Waves (Robin Schulz Radio Edit)   \n",
       "16                                              Faith   \n",
       "17                                           Spinback   \n",
       "18                                    Pon Mi - Single   \n",
       "19                                              Donda   \n",
       "20                                        PARKING LOT   \n",
       "21                            The Marshall Mathers LP   \n",
       "22                            Encore (Deluxe Version)   \n",
       "23                                           Recovery   \n",
       "24            Curtain Call: The Hits (Deluxe Edition)   \n",
       "25  Tuyo (Narcos Theme) [A Netflix Original Series...   \n",
       "26  Game Of Thrones: Season 8 (Music from the HBO ...   \n",
       "27                                              Bells   \n",
       "28  Cristale x TeeZandos x Fumez The Engineer - Pl...   \n",
       "29  Cristale x TeeZandos x Fumez The Engineer - Pl...   \n",
       "30                                      Tears of Gold   \n",
       "31                                           CITIZENS   \n",
       "32                                        Prayer in C   \n",
       "33                                        Prayer in C   \n",
       "\n",
       "                 artist_name played_at  identity  \n",
       "0                      Lorde  27/11/23         1  \n",
       "1                        OMI  27/11/23         1  \n",
       "2                    Beyoncé  27/11/23         1  \n",
       "3          Justin Timberlake  27/11/23         1  \n",
       "4              One Direction  27/11/23         1  \n",
       "5              Calvin Harris  27/11/23         1  \n",
       "6                George Ezra  27/11/23         1  \n",
       "7                      Train  27/11/23         1  \n",
       "8                  Daft Punk  27/11/23         1  \n",
       "9                 Ed Sheeran  27/11/23         1  \n",
       "10           Imagine Dragons  27/11/23         1  \n",
       "11                  Bastille  27/11/23         1  \n",
       "12                     Drake  27/11/23         1  \n",
       "13                Bruno Mars  27/11/23         1  \n",
       "14                    MAGIC!  27/11/23         1  \n",
       "15                 Mr. Probz  27/11/23         1  \n",
       "16                 Pop Smoke  24/11/23         1  \n",
       "17               Comethazine  24/11/23         1  \n",
       "18                  Shenseea  24/11/23         1  \n",
       "19                Kanye West  24/11/23         1  \n",
       "20                      VANT  24/11/23         1  \n",
       "21                    Eminem  24/11/23         1  \n",
       "22                    Eminem  24/11/23         1  \n",
       "23                    Eminem  24/11/23         1  \n",
       "24                    Eminem  24/11/23         1  \n",
       "25          Rodrigo Amarante  24/11/23         1  \n",
       "26             Ramin Djawadi  24/11/23         1  \n",
       "27                  DBN Gogo  24/11/23         1  \n",
       "28        Fumez The Engineer  24/11/23         1  \n",
       "29        Fumez The Engineer  24/11/23         1  \n",
       "30                   Faouzia  24/11/23         1  \n",
       "31                   Faouzia  24/11/23         1  \n",
       "32  Lilly Wood and The Prick  24/11/23         1  \n",
       "33  Lilly Wood and The Prick  24/11/23         1  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "songs_df = songs_df.drop(['artist_name', 'played_at'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song_name</th>\n",
       "      <th>identity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Pure Heroine</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Me 4 U</td>\n",
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       "      <td>1</td>\n",
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       "      <th>3</th>\n",
       "      <td>The 20/20 Experience (Deluxe Version)</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Up All Night</td>\n",
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       "      <th>5</th>\n",
       "      <td>18 Months</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wanted on Voyage (Expanded Edition)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Feel Good Friday</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Get Lucky (Radio Edit) [feat. Pharrell William...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>x (Deluxe Edition)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Night Visions (Deluxe)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bad Blood</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Views</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Doo-Wops &amp; Hooligans</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Don't Kill the Magic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Waves (Robin Schulz Radio Edit)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Faith</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spinback</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Pon Mi - Single</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Donda</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>PARKING LOT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The Marshall Mathers LP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Encore (Deluxe Version)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Recovery</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Curtain Call: The Hits (Deluxe Edition)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tuyo (Narcos Theme) [A Netflix Original Series...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Game Of Thrones: Season 8 (Music from the HBO ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Bells</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cristale x TeeZandos x Fumez The Engineer - Pl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Cristale x TeeZandos x Fumez The Engineer - Pl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tears of Gold</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CITIZENS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Prayer in C</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Prayer in C</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            song_name  identity\n",
       "0                                        Pure Heroine         1\n",
       "1                                              Me 4 U         1\n",
       "2                                 I AM...SASHA FIERCE         1\n",
       "3               The 20/20 Experience (Deluxe Version)         1\n",
       "4                                        Up All Night         1\n",
       "5                                           18 Months         1\n",
       "6                 Wanted on Voyage (Expanded Edition)         1\n",
       "7                                    Feel Good Friday         1\n",
       "8   Get Lucky (Radio Edit) [feat. Pharrell William...         1\n",
       "9                                  x (Deluxe Edition)         1\n",
       "10                             Night Visions (Deluxe)         1\n",
       "11                                          Bad Blood         1\n",
       "12                                              Views         1\n",
       "13                               Doo-Wops & Hooligans         1\n",
       "14                               Don't Kill the Magic         1\n",
       "15                    Waves (Robin Schulz Radio Edit)         1\n",
       "16                                              Faith         1\n",
       "17                                           Spinback         1\n",
       "18                                    Pon Mi - Single         1\n",
       "19                                              Donda         1\n",
       "20                                        PARKING LOT         1\n",
       "21                            The Marshall Mathers LP         1\n",
       "22                            Encore (Deluxe Version)         1\n",
       "23                                           Recovery         1\n",
       "24            Curtain Call: The Hits (Deluxe Edition)         1\n",
       "25  Tuyo (Narcos Theme) [A Netflix Original Series...         1\n",
       "26  Game Of Thrones: Season 8 (Music from the HBO ...         1\n",
       "27                                              Bells         1\n",
       "28  Cristale x TeeZandos x Fumez The Engineer - Pl...         1\n",
       "29  Cristale x TeeZandos x Fumez The Engineer - Pl...         1\n",
       "30                                      Tears of Gold         1\n",
       "31                                           CITIZENS         1\n",
       "32                                        Prayer in C         1\n",
       "33                                        Prayer in C         1"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs_df = songs_df.groupby(['song_name']).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "song_name\n",
       "18 Months                                                            1\n",
       "Bad Blood                                                            1\n",
       "Bells                                                                1\n",
       "CITIZENS                                                             1\n",
       "Cristale x TeeZandos x Fumez The Engineer - Plugged In               2\n",
       "Curtain Call: The Hits (Deluxe Edition)                              1\n",
       "Don't Kill the Magic                                                 1\n",
       "Donda                                                                1\n",
       "Doo-Wops & Hooligans                                                 1\n",
       "Encore (Deluxe Version)                                              1\n",
       "Faith                                                                1\n",
       "Feel Good Friday                                                     1\n",
       "Game Of Thrones: Season 8 (Music from the HBO Series)                1\n",
       "Get Lucky (Radio Edit) [feat. Pharrell Williams and Nile Rodgers]    1\n",
       "I AM...SASHA FIERCE                                                  1\n",
       "Me 4 U                                                               1\n",
       "Night Visions (Deluxe)                                               1\n",
       "PARKING LOT                                                          1\n",
       "Pon Mi - Single                                                      1\n",
       "Prayer in C                                                          2\n",
       "Pure Heroine                                                         1\n",
       "Recovery                                                             1\n",
       "Spinback                                                             1\n",
       "Tears of Gold                                                        1\n",
       "The 20/20 Experience (Deluxe Version)                                1\n",
       "The Marshall Mathers LP                                              1\n",
       "Tuyo (Narcos Theme) [A Netflix Original Series Soundtrack]           1\n",
       "Up All Night                                                         1\n",
       "Views                                                                1\n",
       "Wanted on Voyage (Expanded Edition)                                  1\n",
       "Waves (Robin Schulz Radio Edit)                                      1\n",
       "x (Deluxe Edition)                                                   1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/izzy/anaconda3/envs/web-scrapping/lib/python3.12/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n",
      "/home/izzy/anaconda3/envs/web-scrapping/lib/python3.12/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n",
      "/home/izzy/anaconda3/envs/web-scrapping/lib/python3.12/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "%matplotlib inline\n",
    "base_color = sb.color_palette()[0]\n",
    "plt.figure(figsize=[10,5])\n",
    "sb.barplot(x=songs_df.values, y = songs_df.index, color=base_color);\n",
    "plt.ylabel('Song Name');\n",
    "plt.xlabel('Times Played');\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "web-scrapping",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}