Experiment1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c816a96c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "10623c18",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data_final.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "23cf7bcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0                 Artist              Title  Top100  Danceability  \\\n",
      "0           0            linkin park         in the end       0         0.556   \n",
      "1           1      the white stripes  seven nation army       0         0.737   \n",
      "2           2  red hot chili peppers         by the way       0         0.618   \n",
      "3           3            evanescence   bring me to life       0         0.331   \n",
      "4           4             papa roach        last resort       0         0.589   \n",
      "\n",
      "   Energy  Liveness     Tempo  \\\n",
      "0   0.864     0.209  0.345391   \n",
      "1   0.463     0.255  0.455924   \n",
      "2   0.938     0.167  0.264647   \n",
      "3   0.943     0.242  0.283270   \n",
      "4   0.890     0.201  0.259592   \n",
      "\n",
      "                                              lyrics  explicit  ...  \\\n",
      "0  It starts with\\nOne thing I don't know why\\nIt...         0  ...   \n",
      "1  I'm gonna fight 'em all\\nA seven nation army c...         1  ...   \n",
      "2  Standing in line\\nTo see the show tonight\\nAnd...         1  ...   \n",
      "3  How can you see into my eyes, like open doors?...         0  ...   \n",
      "4  Cut my life into pieces\\nThis is my last resor...         1  ...   \n",
      "\n",
      "   Genre_alternative  Genre_classical  Genre_country  Genre_edm  Genre_jazz  \\\n",
      "0                  0                0              0          0           0   \n",
      "1                  0                0              0          0           0   \n",
      "2                  0                0              0          0           0   \n",
      "3                  1                0              0          0           0   \n",
      "4                  0                0              0          0           0   \n",
      "\n",
      "   Genre_metal  Genre_pop  Genre_rap  Genre_reggae  Genre_rock  \n",
      "0            1          0          0             0           0  \n",
      "1            0          0          0             0           1  \n",
      "2            0          0          0             0           1  \n",
      "3            0          0          0             0           0  \n",
      "4            1          0          0             0           0  \n",
      "\n",
      "[5 rows x 21 columns]\n"
     ]
    }
   ],
   "source": [
    "print(df.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de68b791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    7725\n",
       "1    1501\n",
       "Name: Top100, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Top100'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "498e5158",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1501\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1    894\n",
       "0    607\n",
       "Name: Genre_pop, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = df[df['Top100']==1]\n",
    "print(len(x))\n",
    "x['Genre_pop'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85bc28ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "from spotify_client import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a866059c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "q=track%3Ano+lie&type=track\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'tracks': {'href': 'https://api.spotify.com/v1/search?query=track%3Ano+lie&type=track&offset=0&limit=20',\n",
       "  'items': [{'album': {'album_type': 'single',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6LuN9FCkKOj5PcnpouEgny'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/6LuN9FCkKOj5PcnpouEgny',\n",
       "       'id': '6LuN9FCkKOj5PcnpouEgny',\n",
       "       'name': 'Khalid',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:6LuN9FCkKOj5PcnpouEgny'},\n",
       "      {'external_urls': {'spotify': 'https://open.spotify.com/artist/2cWZOOzeOm4WmBJRnD5R7I'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/2cWZOOzeOm4WmBJRnD5R7I',\n",
       "       'id': '2cWZOOzeOm4WmBJRnD5R7I',\n",
       "       'name': 'Normani',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:2cWZOOzeOm4WmBJRnD5R7I'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AE',\n",
       "      'AG',\n",
       "      'AL',\n",
       "      'AM',\n",
       "      'AO',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'AZ',\n",
       "      'BA',\n",
       "      'BB',\n",
       "      'BD',\n",
       "      'BE',\n",
       "      'BF',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BI',\n",
       "      'BJ',\n",
       "      'BN',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'BS',\n",
       "      'BT',\n",
       "      'BW',\n",
       "      'BY',\n",
       "      'BZ',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CI',\n",
       "      'CL',\n",
       "      'CM',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CV',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DJ',\n",
       "      'DK',\n",
       "      'DM',\n",
       "      'DO',\n",
       "      'DZ',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FJ',\n",
       "      'FM',\n",
       "      'FR',\n",
       "      'GA',\n",
       "      'GB',\n",
       "      'GD',\n",
       "      'GE',\n",
       "      'GH',\n",
       "      'GM',\n",
       "      'GN',\n",
       "      'GQ',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'GW',\n",
       "      'GY',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HR',\n",
       "      'HT',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JM',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KE',\n",
       "      'KG',\n",
       "      'KH',\n",
       "      'KI',\n",
       "      'KM',\n",
       "      'KN',\n",
       "      'KR',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LA',\n",
       "      'LB',\n",
       "      'LC',\n",
       "      'LI',\n",
       "      'LK',\n",
       "      'LR',\n",
       "      'LS',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'MD',\n",
       "      'ME',\n",
       "      'MG',\n",
       "      'MH',\n",
       "      'MK',\n",
       "      'ML',\n",
       "      'MN',\n",
       "      'MO',\n",
       "      'MR',\n",
       "      'MT',\n",
       "      'MU',\n",
       "      'MV',\n",
       "      'MW',\n",
       "      'MX',\n",
       "      'MY',\n",
       "      'MZ',\n",
       "      'NA',\n",
       "      'NE',\n",
       "      'NG',\n",
       "      'NI',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'NP',\n",
       "      'NR',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'PG',\n",
       "      'PH',\n",
       "      'PK',\n",
       "      'PL',\n",
       "      'PS',\n",
       "      'PT',\n",
       "      'PW',\n",
       "      'PY',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RS',\n",
       "      'RU',\n",
       "      'RW',\n",
       "      'SA',\n",
       "      'SB',\n",
       "      'SC',\n",
       "      'SE',\n",
       "      'SG',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SL',\n",
       "      'SM',\n",
       "      'SN',\n",
       "      'SR',\n",
       "      'ST',\n",
       "      'SV',\n",
       "      'SZ',\n",
       "      'TD',\n",
       "      'TG',\n",
       "      'TH',\n",
       "      'TL',\n",
       "      'TN',\n",
       "      'TO',\n",
       "      'TR',\n",
       "      'TT',\n",
       "      'TV',\n",
       "      'TW',\n",
       "      'TZ',\n",
       "      'UA',\n",
       "      'UG',\n",
       "      'US',\n",
       "      'UY',\n",
       "      'UZ',\n",
       "      'VC',\n",
       "      'VN',\n",
       "      'VU',\n",
       "      'WS',\n",
       "      'XK',\n",
       "      'ZA',\n",
       "      'ZM',\n",
       "      'ZW'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/4CEAev7neETRdqBFtzA8B9'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/4CEAev7neETRdqBFtzA8B9',\n",
       "     'id': '4CEAev7neETRdqBFtzA8B9',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d0000b273dd7eaf261543814a6d715d67',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00001e02dd7eaf261543814a6d715d67',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00004851dd7eaf261543814a6d715d67',\n",
       "       'width': 64}],\n",
       "     'name': 'Love Lies (with Normani)',\n",
       "     'release_date': '2018-02-14',\n",
       "     'release_date_precision': 'day',\n",
       "     'total_tracks': 1,\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:4CEAev7neETRdqBFtzA8B9'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6LuN9FCkKOj5PcnpouEgny'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/6LuN9FCkKOj5PcnpouEgny',\n",
       "      'id': '6LuN9FCkKOj5PcnpouEgny',\n",
       "      'name': 'Khalid',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:6LuN9FCkKOj5PcnpouEgny'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/2cWZOOzeOm4WmBJRnD5R7I'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/2cWZOOzeOm4WmBJRnD5R7I',\n",
       "      'id': '2cWZOOzeOm4WmBJRnD5R7I',\n",
       "      'name': 'Normani',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:2cWZOOzeOm4WmBJRnD5R7I'}],\n",
       "    'available_markets': ['AD',\n",
       "     'AE',\n",
       "     'AG',\n",
       "     'AL',\n",
       "     'AM',\n",
       "     'AO',\n",
       "     'AR',\n",
       "     'AT',\n",
       "     'AU',\n",
       "     'AZ',\n",
       "     'BA',\n",
       "     'BB',\n",
       "     'BD',\n",
       "     'BE',\n",
       "     'BF',\n",
       "     'BG',\n",
       "     'BH',\n",
       "     'BI',\n",
       "     'BJ',\n",
       "     'BN',\n",
       "     'BO',\n",
       "     'BR',\n",
       "     'BS',\n",
       "     'BT',\n",
       "     'BW',\n",
       "     'BY',\n",
       "     'BZ',\n",
       "     'CA',\n",
       "     'CH',\n",
       "     'CI',\n",
       "     'CL',\n",
       "     'CM',\n",
       "     'CO',\n",
       "     'CR',\n",
       "     'CV',\n",
       "     'CY',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DJ',\n",
       "     'DK',\n",
       "     'DM',\n",
       "     'DO',\n",
       "     'DZ',\n",
       "     'EC',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'ES',\n",
       "     'FI',\n",
       "     'FJ',\n",
       "     'FM',\n",
       "     'FR',\n",
       "     'GA',\n",
       "     'GB',\n",
       "     'GD',\n",
       "     'GE',\n",
       "     'GH',\n",
       "     'GM',\n",
       "     'GN',\n",
       "     'GQ',\n",
       "     'GR',\n",
       "     'GT',\n",
       "     'GW',\n",
       "     'GY',\n",
       "     'HK',\n",
       "     'HN',\n",
       "     'HR',\n",
       "     'HT',\n",
       "     'HU',\n",
       "     'ID',\n",
       "     'IE',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'IS',\n",
       "     'IT',\n",
       "     'JM',\n",
       "     'JO',\n",
       "     'JP',\n",
       "     'KE',\n",
       "     'KG',\n",
       "     'KH',\n",
       "     'KI',\n",
       "     'KM',\n",
       "     'KN',\n",
       "     'KR',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LA',\n",
       "     'LB',\n",
       "     'LC',\n",
       "     'LI',\n",
       "     'LK',\n",
       "     'LR',\n",
       "     'LS',\n",
       "     'LT',\n",
       "     'LU',\n",
       "     'LV',\n",
       "     'MA',\n",
       "     'MC',\n",
       "     'MD',\n",
       "     'ME',\n",
       "     'MG',\n",
       "     'MH',\n",
       "     'MK',\n",
       "     'ML',\n",
       "     'MN',\n",
       "     'MO',\n",
       "     'MR',\n",
       "     'MT',\n",
       "     'MU',\n",
       "     'MV',\n",
       "     'MW',\n",
       "     'MX',\n",
       "     'MY',\n",
       "     'MZ',\n",
       "     'NA',\n",
       "     'NE',\n",
       "     'NG',\n",
       "     'NI',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'NP',\n",
       "     'NR',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'PG',\n",
       "     'PH',\n",
       "     'PK',\n",
       "     'PL',\n",
       "     'PS',\n",
       "     'PT',\n",
       "     'PW',\n",
       "     'PY',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RS',\n",
       "     'RU',\n",
       "     'RW',\n",
       "     'SA',\n",
       "     'SB',\n",
       "     'SC',\n",
       "     'SE',\n",
       "     'SG',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SL',\n",
       "     'SM',\n",
       "     'SN',\n",
       "     'SR',\n",
       "     'ST',\n",
       "     'SV',\n",
       "     'SZ',\n",
       "     'TD',\n",
       "     'TG',\n",
       "     'TH',\n",
       "     'TL',\n",
       "     'TN',\n",
       "     'TO',\n",
       "     'TR',\n",
       "     'TT',\n",
       "     'TV',\n",
       "     'TW',\n",
       "     'TZ',\n",
       "     'UA',\n",
       "     'UG',\n",
       "     'US',\n",
       "     'UY',\n",
       "     'UZ',\n",
       "     'VC',\n",
       "     'VN',\n",
       "     'VU',\n",
       "     'WS',\n",
       "     'XK',\n",
       "     'ZA',\n",
       "     'ZM',\n",
       "     'ZW'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 201707,\n",
       "    'explicit': False,\n",
       "    'external_ids': {'isrc': 'USRC11703646'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/45Egmo7icyopuzJN0oMEdk'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/45Egmo7icyopuzJN0oMEdk',\n",
       "    'id': '45Egmo7icyopuzJN0oMEdk',\n",
       "    'is_local': False,\n",
       "    'name': 'Love Lies (with Normani)',\n",
       "    'popularity': 75,\n",
       "    'preview_url': 'https://p.scdn.co/mp3-preview/d53d5678b946219bd6df0b3d04ce0b3554f167d4?cid=4c81dd6f9b5f40a58e40942fb4172c5c',\n",
       "    'track_number': 1,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:45Egmo7icyopuzJN0oMEdk'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3Isy6kedDrgPYoTS1dazA9'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/3Isy6kedDrgPYoTS1dazA9',\n",
       "       'id': '3Isy6kedDrgPYoTS1dazA9',\n",
       "       'name': 'Sean Paul',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:3Isy6kedDrgPYoTS1dazA9'}],\n",
       "     'available_markets': ['AD',\n",
       "      'AE',\n",
       "      'AG',\n",
       "      'AL',\n",
       "      'AM',\n",
       "      'AO',\n",
       "      'AR',\n",
       "      'AT',\n",
       "      'AU',\n",
       "      'AZ',\n",
       "      'BA',\n",
       "      'BB',\n",
       "      'BD',\n",
       "      'BE',\n",
       "      'BF',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BI',\n",
       "      'BJ',\n",
       "      'BN',\n",
       "      'BO',\n",
       "      'BR',\n",
       "      'BS',\n",
       "      'BT',\n",
       "      'BW',\n",
       "      'BY',\n",
       "      'BZ',\n",
       "      'CA',\n",
       "      'CH',\n",
       "      'CI',\n",
       "      'CL',\n",
       "      'CM',\n",
       "      'CO',\n",
       "      'CR',\n",
       "      'CV',\n",
       "      'CW',\n",
       "      'CY',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DJ',\n",
       "      'DK',\n",
       "      'DM',\n",
       "      'DO',\n",
       "      'DZ',\n",
       "      'EC',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'ES',\n",
       "      'FI',\n",
       "      'FJ',\n",
       "      'FM',\n",
       "      'FR',\n",
       "      'GA',\n",
       "      'GB',\n",
       "      'GD',\n",
       "      'GE',\n",
       "      'GH',\n",
       "      'GM',\n",
       "      'GN',\n",
       "      'GQ',\n",
       "      'GR',\n",
       "      'GT',\n",
       "      'GW',\n",
       "      'GY',\n",
       "      'HK',\n",
       "      'HN',\n",
       "      'HR',\n",
       "      'HT',\n",
       "      'HU',\n",
       "      'ID',\n",
       "      'IE',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'IS',\n",
       "      'IT',\n",
       "      'JM',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KE',\n",
       "      'KG',\n",
       "      'KH',\n",
       "      'KI',\n",
       "      'KM',\n",
       "      'KN',\n",
       "      'KR',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LA',\n",
       "      'LB',\n",
       "      'LC',\n",
       "      'LI',\n",
       "      'LK',\n",
       "      'LR',\n",
       "      'LS',\n",
       "      'LT',\n",
       "      'LU',\n",
       "      'LV',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'MD',\n",
       "      'ME',\n",
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       "     'BS',\n",
       "     'CA',\n",
       "     'CW',\n",
       "     'DM',\n",
       "     'DO',\n",
       "     'GD',\n",
       "     'GY',\n",
       "     'HT',\n",
       "     'KN',\n",
       "     'LC',\n",
       "     'TT',\n",
       "     'US',\n",
       "     'VC',\n",
       "     'CO',\n",
       "     'EC',\n",
       "     'JM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'BZ',\n",
       "     'CR',\n",
       "     'GT',\n",
       "     'HN',\n",
       "     'MX',\n",
       "     'NI',\n",
       "     'SV'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 418000,\n",
       "    'explicit': False,\n",
       "    'external_ids': {'isrc': 'SEWDL9775808'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/7IYaCAqFly5NUW8FyuQJ7v'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/7IYaCAqFly5NUW8FyuQJ7v',\n",
       "    'id': '7IYaCAqFly5NUW8FyuQJ7v',\n",
       "    'is_local': False,\n",
       "    'name': 'Liebesträume, S. 541: No. 1, Hohe Liebe',\n",
       "    'popularity': 0,\n",
       "    'preview_url': 'https://p.scdn.co/mp3-preview/cd68b8708e027f813c7afb171c1a1b61cc3f0387?cid=4c81dd6f9b5f40a58e40942fb4172c5c',\n",
       "    'track_number': 22,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:7IYaCAqFly5NUW8FyuQJ7v'},\n",
       "   {'album': {'album_type': 'album',\n",
       "     'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/0LyfQWJT6nXafLPZqxe9Of'},\n",
       "       'href': 'https://api.spotify.com/v1/artists/0LyfQWJT6nXafLPZqxe9Of',\n",
       "       'id': '0LyfQWJT6nXafLPZqxe9Of',\n",
       "       'name': 'Various Artists',\n",
       "       'type': 'artist',\n",
       "       'uri': 'spotify:artist:0LyfQWJT6nXafLPZqxe9Of'}],\n",
       "     'available_markets': ['AE',\n",
       "      'AM',\n",
       "      'AU',\n",
       "      'AZ',\n",
       "      'BD',\n",
       "      'BG',\n",
       "      'BH',\n",
       "      'BI',\n",
       "      'BN',\n",
       "      'BT',\n",
       "      'BW',\n",
       "      'BY',\n",
       "      'CY',\n",
       "      'DJ',\n",
       "      'EE',\n",
       "      'EG',\n",
       "      'FI',\n",
       "      'FJ',\n",
       "      'FM',\n",
       "      'GE',\n",
       "      'GR',\n",
       "      'HK',\n",
       "      'ID',\n",
       "      'IL',\n",
       "      'IN',\n",
       "      'JO',\n",
       "      'JP',\n",
       "      'KE',\n",
       "      'KG',\n",
       "      'KH',\n",
       "      'KI',\n",
       "      'KM',\n",
       "      'KR',\n",
       "      'KW',\n",
       "      'KZ',\n",
       "      'LA',\n",
       "      'LB',\n",
       "      'LK',\n",
       "      'LS',\n",
       "      'LT',\n",
       "      'LV',\n",
       "      'MD',\n",
       "      'MG',\n",
       "      'MH',\n",
       "      'MN',\n",
       "      'MO',\n",
       "      'MU',\n",
       "      'MV',\n",
       "      'MW',\n",
       "      'MY',\n",
       "      'MZ',\n",
       "      'NA',\n",
       "      'NP',\n",
       "      'NR',\n",
       "      'NZ',\n",
       "      'OM',\n",
       "      'PG',\n",
       "      'PH',\n",
       "      'PK',\n",
       "      'PS',\n",
       "      'PW',\n",
       "      'QA',\n",
       "      'RO',\n",
       "      'RU',\n",
       "      'RW',\n",
       "      'SA',\n",
       "      'SB',\n",
       "      'SC',\n",
       "      'SG',\n",
       "      'SZ',\n",
       "      'TH',\n",
       "      'TL',\n",
       "      'TO',\n",
       "      'TR',\n",
       "      'TV',\n",
       "      'TW',\n",
       "      'TZ',\n",
       "      'UA',\n",
       "      'UG',\n",
       "      'UZ',\n",
       "      'VN',\n",
       "      'VU',\n",
       "      'WS',\n",
       "      'ZA',\n",
       "      'ZM',\n",
       "      'ZW',\n",
       "      'AD',\n",
       "      'AL',\n",
       "      'AO',\n",
       "      'AT',\n",
       "      'BA',\n",
       "      'BE',\n",
       "      'BJ',\n",
       "      'CH',\n",
       "      'CM',\n",
       "      'CZ',\n",
       "      'DE',\n",
       "      'DK',\n",
       "      'DZ',\n",
       "      'ES',\n",
       "      'FR',\n",
       "      'GA',\n",
       "      'GQ',\n",
       "      'HR',\n",
       "      'HU',\n",
       "      'IT',\n",
       "      'LI',\n",
       "      'LU',\n",
       "      'MA',\n",
       "      'MC',\n",
       "      'ME',\n",
       "      'MK',\n",
       "      'MT',\n",
       "      'NE',\n",
       "      'NG',\n",
       "      'NL',\n",
       "      'NO',\n",
       "      'PL',\n",
       "      'RS',\n",
       "      'SE',\n",
       "      'SI',\n",
       "      'SK',\n",
       "      'SM',\n",
       "      'TD',\n",
       "      'TN',\n",
       "      'XK',\n",
       "      'BF',\n",
       "      'CI',\n",
       "      'GB',\n",
       "      'GH',\n",
       "      'GM',\n",
       "      'GN',\n",
       "      'GW',\n",
       "      'IE',\n",
       "      'IS',\n",
       "      'LR',\n",
       "      'ML',\n",
       "      'MR',\n",
       "      'PT',\n",
       "      'SL',\n",
       "      'SN',\n",
       "      'ST',\n",
       "      'TG',\n",
       "      'CV',\n",
       "      'AR',\n",
       "      'BR',\n",
       "      'CL',\n",
       "      'PY',\n",
       "      'SR',\n",
       "      'UY',\n",
       "      'AG',\n",
       "      'BB',\n",
       "      'BO',\n",
       "      'BS',\n",
       "      'CA',\n",
       "      'DM',\n",
       "      'DO',\n",
       "      'GD',\n",
       "      'GY',\n",
       "      'HT',\n",
       "      'KN',\n",
       "      'LC',\n",
       "      'TT',\n",
       "      'US',\n",
       "      'VC',\n",
       "      'CO',\n",
       "      'EC',\n",
       "      'JM',\n",
       "      'PA',\n",
       "      'PE',\n",
       "      'BZ',\n",
       "      'CR',\n",
       "      'GT',\n",
       "      'HN',\n",
       "      'MX',\n",
       "      'NI',\n",
       "      'SV'],\n",
       "     'external_urls': {'spotify': 'https://open.spotify.com/album/4GMLooiHG7VLReXtyO4XJD'},\n",
       "     'href': 'https://api.spotify.com/v1/albums/4GMLooiHG7VLReXtyO4XJD',\n",
       "     'id': '4GMLooiHG7VLReXtyO4XJD',\n",
       "     'images': [{'height': 640,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d0000b2734bf6c96fa0f448b5c3f4281b',\n",
       "       'width': 640},\n",
       "      {'height': 300,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d00001e024bf6c96fa0f448b5c3f4281b',\n",
       "       'width': 300},\n",
       "      {'height': 64,\n",
       "       'url': 'https://i.scdn.co/image/ab67616d000048514bf6c96fa0f448b5c3f4281b',\n",
       "       'width': 64}],\n",
       "     'name': 'The 50 Greatest Piano Sonatas',\n",
       "     'release_date': '2021-11-06',\n",
       "     'release_date_precision': 'day',\n",
       "     'total_tracks': 50,\n",
       "     'type': 'album',\n",
       "     'uri': 'spotify:album:4GMLooiHG7VLReXtyO4XJD'},\n",
       "    'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1385hLNbrnbCJGokfH2ac2'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/1385hLNbrnbCJGokfH2ac2',\n",
       "      'id': '1385hLNbrnbCJGokfH2ac2',\n",
       "      'name': 'Franz Liszt',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:1385hLNbrnbCJGokfH2ac2'},\n",
       "     {'external_urls': {'spotify': 'https://open.spotify.com/artist/1WCGM94WQwqQnisq2QEOHl'},\n",
       "      'href': 'https://api.spotify.com/v1/artists/1WCGM94WQwqQnisq2QEOHl',\n",
       "      'id': '1WCGM94WQwqQnisq2QEOHl',\n",
       "      'name': 'Henrik Måwe',\n",
       "      'type': 'artist',\n",
       "      'uri': 'spotify:artist:1WCGM94WQwqQnisq2QEOHl'}],\n",
       "    'available_markets': ['AE',\n",
       "     'AM',\n",
       "     'AU',\n",
       "     'AZ',\n",
       "     'BD',\n",
       "     'BG',\n",
       "     'BH',\n",
       "     'BI',\n",
       "     'BN',\n",
       "     'BT',\n",
       "     'BW',\n",
       "     'BY',\n",
       "     'CY',\n",
       "     'DJ',\n",
       "     'EE',\n",
       "     'EG',\n",
       "     'FI',\n",
       "     'FJ',\n",
       "     'FM',\n",
       "     'GE',\n",
       "     'GR',\n",
       "     'HK',\n",
       "     'ID',\n",
       "     'IL',\n",
       "     'IN',\n",
       "     'JO',\n",
       "     'JP',\n",
       "     'KE',\n",
       "     'KG',\n",
       "     'KH',\n",
       "     'KI',\n",
       "     'KM',\n",
       "     'KR',\n",
       "     'KW',\n",
       "     'KZ',\n",
       "     'LA',\n",
       "     'LB',\n",
       "     'LK',\n",
       "     'LS',\n",
       "     'LT',\n",
       "     'LV',\n",
       "     'MD',\n",
       "     'MG',\n",
       "     'MH',\n",
       "     'MN',\n",
       "     'MO',\n",
       "     'MU',\n",
       "     'MV',\n",
       "     'MW',\n",
       "     'MY',\n",
       "     'MZ',\n",
       "     'NA',\n",
       "     'NP',\n",
       "     'NR',\n",
       "     'NZ',\n",
       "     'OM',\n",
       "     'PG',\n",
       "     'PH',\n",
       "     'PK',\n",
       "     'PS',\n",
       "     'PW',\n",
       "     'QA',\n",
       "     'RO',\n",
       "     'RU',\n",
       "     'RW',\n",
       "     'SA',\n",
       "     'SB',\n",
       "     'SC',\n",
       "     'SG',\n",
       "     'SZ',\n",
       "     'TH',\n",
       "     'TL',\n",
       "     'TO',\n",
       "     'TR',\n",
       "     'TV',\n",
       "     'TW',\n",
       "     'TZ',\n",
       "     'UA',\n",
       "     'UG',\n",
       "     'UZ',\n",
       "     'VN',\n",
       "     'VU',\n",
       "     'WS',\n",
       "     'ZA',\n",
       "     'ZM',\n",
       "     'ZW',\n",
       "     'AD',\n",
       "     'AL',\n",
       "     'AO',\n",
       "     'AT',\n",
       "     'BA',\n",
       "     'BE',\n",
       "     'BJ',\n",
       "     'CH',\n",
       "     'CM',\n",
       "     'CZ',\n",
       "     'DE',\n",
       "     'DK',\n",
       "     'DZ',\n",
       "     'ES',\n",
       "     'FR',\n",
       "     'GA',\n",
       "     'GQ',\n",
       "     'HR',\n",
       "     'HU',\n",
       "     'IT',\n",
       "     'LI',\n",
       "     'LU',\n",
       "     'MA',\n",
       "     'MC',\n",
       "     'ME',\n",
       "     'MK',\n",
       "     'MT',\n",
       "     'NE',\n",
       "     'NG',\n",
       "     'NL',\n",
       "     'NO',\n",
       "     'PL',\n",
       "     'RS',\n",
       "     'SE',\n",
       "     'SI',\n",
       "     'SK',\n",
       "     'SM',\n",
       "     'TD',\n",
       "     'TN',\n",
       "     'XK',\n",
       "     'BF',\n",
       "     'CI',\n",
       "     'GB',\n",
       "     'GH',\n",
       "     'GM',\n",
       "     'GN',\n",
       "     'GW',\n",
       "     'IE',\n",
       "     'IS',\n",
       "     'LR',\n",
       "     'ML',\n",
       "     'MR',\n",
       "     'PT',\n",
       "     'SL',\n",
       "     'SN',\n",
       "     'ST',\n",
       "     'TG',\n",
       "     'CV',\n",
       "     'AR',\n",
       "     'BR',\n",
       "     'CL',\n",
       "     'PY',\n",
       "     'SR',\n",
       "     'UY',\n",
       "     'AG',\n",
       "     'BB',\n",
       "     'BO',\n",
       "     'BS',\n",
       "     'CA',\n",
       "     'DM',\n",
       "     'DO',\n",
       "     'GD',\n",
       "     'GY',\n",
       "     'HT',\n",
       "     'KN',\n",
       "     'LC',\n",
       "     'TT',\n",
       "     'US',\n",
       "     'VC',\n",
       "     'CO',\n",
       "     'EC',\n",
       "     'JM',\n",
       "     'PA',\n",
       "     'PE',\n",
       "     'BZ',\n",
       "     'CR',\n",
       "     'GT',\n",
       "     'HN',\n",
       "     'MX',\n",
       "     'NI',\n",
       "     'SV'],\n",
       "    'disc_number': 1,\n",
       "    'duration_ms': 288113,\n",
       "    'explicit': False,\n",
       "    'external_ids': {'isrc': 'SEWDL6018052'},\n",
       "    'external_urls': {'spotify': 'https://open.spotify.com/track/5KRO1M13X8NkoX2trNfvn0'},\n",
       "    'href': 'https://api.spotify.com/v1/tracks/5KRO1M13X8NkoX2trNfvn0',\n",
       "    'id': '5KRO1M13X8NkoX2trNfvn0',\n",
       "    'is_local': False,\n",
       "    'name': 'Liebesträume, S. 541: No. 3, Oh lieb, so lang du lieben kannst',\n",
       "    'popularity': 0,\n",
       "    'preview_url': 'https://p.scdn.co/mp3-preview/008789f60b4f251eb73b85c7b3162fd57b2f6f1b?cid=4c81dd6f9b5f40a58e40942fb4172c5c',\n",
       "    'track_number': 17,\n",
       "    'type': 'track',\n",
       "    'uri': 'spotify:track:5KRO1M13X8NkoX2trNfvn0'}],\n",
       "  'limit': 20,\n",
       "  'next': 'https://api.spotify.com/v1/search?query=track%3Ano+lie&type=track&offset=20&limit=20',\n",
       "  'offset': 0,\n",
       "  'previous': None,\n",
       "  'total': 10000}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spotify.search({\"track\":\"no lie\"},search_type=\"track\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "45f3e370",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hi\n"
     ]
    }
   ],
   "source": [
    "print(\"hi\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8b8655d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dasar\\Downloads\\college\\SEM V\\MP\\Hit Song Prediction\n"
     ]
    }
   ],
   "source": [
    "%cd \"C:/Users/dasar/Downloads/college/SEM V/MP/Hit Song Prediction\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a38eaa1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "details = json.load(open(\"ex.json\",'r'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ccb4833e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'463CkQjx2Zk1yXoBuierM9': 'Dua Lipa,DaBaby',\n",
       " '5nujrmhLynf4yMoMtj8AQF': 'Dua Lipa,DaBaby',\n",
       " '39LLxExYz6ewLAcYrzQQyP': 'Dua Lipa',\n",
       " '0v2boHmWtxMTD2REGN8MbK': 'Dua Lipa,DaBaby',\n",
       " '1dI77VhaLcQSgQLSnIs03D': 'Dua Lipa',\n",
       " '0QGl113Wm50br1F5V6kIt2': 'Dua Lipa,Don Diablo,DaBaby',\n",
       " '6eqWA6blXyJWkt2BjZdX8d': 'Milky Chance',\n",
       " '41z2bSbbtJ9wiIee4RXdi5': 'Dua Lipa',\n",
       " '0pk1hxhJLBSZZ5RKBhcwOa': 'Dua Lipa,Madonna,Missy Elliott,The Blessed Madonna',\n",
       " '0jElcVB3zyu75HmlrbA8XE': 'Kidz Bop Kids',\n",
       " '6x0bQ6nSI5JpU017rQS7sS': 'Altair Blake',\n",
       " '32WqGPDrC1c0CPqrUGeUpV': 'Mooney Tunes',\n",
       " '2teLMUL3K2IZXYsz7TDZ8d': 'invention_',\n",
       " '7jLRhH9Wwh7yfMekTdZ3nK': 'Dua Lipa,KUU,DaBaby',\n",
       " '4xNqJFUTz6zuHIIiHvy8dD': 'Philip',\n",
       " '49SUqwYACakEEvO20DcLlt': 'Josiah Mitchell',\n",
       " '5Z7oxZVQQQn4Ej6uOJepYO': 'Archers',\n",
       " '7m2vAXNpppWZoPungWEtsg': 'veggi',\n",
       " '3fiCSQSEJrAP2NvPEuQnKm': 'Dua Lipa,The Blessed Madonna,Madonna,Missy Elliott',\n",
       " '2mFCrg9vNJI9uuCcDdkL4w': 'Dua Lipa,DaBaby'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ids = []\n",
    "artis = []\n",
    "for item in details['tracks']['items']:\n",
    "    ids.append(item['id'])\n",
    "    artists = []\n",
    "    for artist in item['artists']:\n",
    "        artists.append(artist['name'])\n",
    "    artis.append(','.join(artists))\n",
    "\n",
    "res = {id : artists for id,artists in zip(ids,artis)}\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6d9cafc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Dua Lipa,DaBaby': '2mFCrg9vNJI9uuCcDdkL4w',\n",
       " 'Dua Lipa': '41z2bSbbtJ9wiIee4RXdi5',\n",
       " 'Dua Lipa,Don Diablo,DaBaby': '0QGl113Wm50br1F5V6kIt2',\n",
       " 'Milky Chance': '6eqWA6blXyJWkt2BjZdX8d',\n",
       " 'Dua Lipa,Madonna,Missy Elliott,The Blessed Madonna': '0pk1hxhJLBSZZ5RKBhcwOa',\n",
       " 'Kidz Bop Kids': '0jElcVB3zyu75HmlrbA8XE',\n",
       " 'Altair Blake': '6x0bQ6nSI5JpU017rQS7sS',\n",
       " 'Mooney Tunes': '32WqGPDrC1c0CPqrUGeUpV',\n",
       " 'invention_': '2teLMUL3K2IZXYsz7TDZ8d',\n",
       " 'Dua Lipa,KUU,DaBaby': '7jLRhH9Wwh7yfMekTdZ3nK',\n",
       " 'Philip': '4xNqJFUTz6zuHIIiHvy8dD',\n",
       " 'Josiah Mitchell': '49SUqwYACakEEvO20DcLlt',\n",
       " 'Archers': '5Z7oxZVQQQn4Ej6uOJepYO',\n",
       " 'veggi': '7m2vAXNpppWZoPungWEtsg',\n",
       " 'Dua Lipa,The Blessed Madonna,Madonna,Missy Elliott': '3fiCSQSEJrAP2NvPEuQnKm'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res1 = {artists : id for id,artists in zip(ids,artis)}\n",
    "res1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9ebf1b68",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7jLRhH9Wwh7yfMekTdZ3nK\n"
     ]
    }
   ],
   "source": [
    "ex = 'Dua Lipa,KUU,DaBaby'\n",
    "print(res1[ex])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa9d4acc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "2005d3b13e1080ec30d6733d2a45669ece18a2c7e3412ade66dc438ac9c8b2eb"
  },
  "kernelspec": {
   "display_name": "Python 3.9.6 64-bit",
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