iTunes API - Passing parameters, investigating output, structuring and exporting data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The documentation for this particular API can be found here:\n",
    "# https://affiliate.itunes.apple.com/resources/documentation/itunes-store-web-service-search-api/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Passing parameters in the request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#define base URL\n",
    "base_site = 'https://itunes.apple.com/search'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding parameters to search for 'The Beatles' in the 'US' store\n",
    "url = base_site + '?term=the+beatles&country=US'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#submit a GET request with needed parameters\n",
    "requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note, that the space in 'the beatles' was replaced with a '+' in the URL\n",
    "# Having to worry about special symbols in the URL can make the code harder to write and 'more buggy'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Another way of expressing the parameters is to pass them to the get() method\n",
    "#We pass the key:value parameter pairs in a dictionary to 'params':\n",
    "\n",
    "r = requests.get(base_site, params = {'term':'the+beatles', 'country':'US'})\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://itunes.apple.com/search?term=the%2Bbeatles&country=US'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The request package incorporates those paramaters into the URL automatically\n",
    "# check the URL we submitted the request to\n",
    "r.url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This way of stating parameters is the preferred one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Investigating the output and parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The request went through OK\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "            \"artworkUrl100\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 12.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"1963-04-11T12:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 1,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 27,\n",
      "            \"trackNumber\": 2,\n",
      "            \"trackTimeMillis\": 116160,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1440833098,\n",
      "            \"trackId\": 1440833545,\n",
      "            \"artistName\": \"The Beatles\",\n",
      "            \"collectionName\": \"1 (2015 Version)\",\n",
      "            \"trackName\": \"I Feel Fine\",\n",
      "            \"collectionCensoredName\": \"1 (2015 Version)\",\n",
      "            \"trackCensoredName\": \"I Feel Fine (2015 Stereo Mix)\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/i-feel-fine-2015-stereo-mix/1440833098?i=1440833545&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/i-feel-fine-2015-stereo-mix/1440833098?i=1440833545&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/a6/e0/c1/a6e0c1cc-f8ac-aa13-9ea4-70ac330d1010/mzaf_2905547089034391315.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 12.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"1964-11-24T12:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 1,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 27,\n",
      "            \"trackNumber\": 7,\n",
      "            \"trackTimeMillis\": 139347,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1440831973,\n",
      "            \"trackId\": 1440832610,\n",
      "            \"artistName\": \"The Beatles\",\n",
      "            \"collectionName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackName\": \"Happy Birthday Dear Saturday Club\",\n",
      "            \"collectionCensoredName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackCensoredName\": \"Happy Birthday Dear Saturday Club (Live at the BBC for \\\"Saturday Club\\\" / 5th October, 1963)\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/happy-birthday-dear-saturday-club-live-at-bbc-for-saturday/1440831973?i=1440832610&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/happy-birthday-dear-saturday-club-live-at-bbc-for-saturday/1440831973?i=1440832610&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/7f/8b/ea/7f8bea7f-c2cd-0af8-5060-f83ddc2c0387/mzaf_3108837291925620939.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 29.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"2003-11-11T08:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 3,\n",
      "            \"discNumber\": 2,\n",
      "            \"trackCount\": 29,\n",
      "            \"trackNumber\": 7,\n",
      "            \"trackTimeMillis\": 33853,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1440833098,\n",
      "            \"trackId\": 1440834242,\n",
      "            \"artistName\": \"The Beatles\",\n",
      "            \"collectionName\": \"1 (2015 Version)\",\n",
      "            \"trackName\": \"Come Together\",\n",
      "            \"collectionCensoredName\": \"1 (2015 Version)\",\n",
      "            \"trackCensoredName\": \"Come Together (2015 Stereo Mix)\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/come-together-2015-stereo-mix/1440833098?i=1440834242&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/come-together-2015-stereo-mix/1440833098?i=1440834242&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/a9/5b/a2/a95ba23a-fa48-b282-56e1-601a2e50c95a/mzaf_5687338690458062822.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 12.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"1969-10-06T12:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 1,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 27,\n",
      "            \"trackNumber\": 25,\n",
      "            \"trackTimeMillis\": 258693,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1445522423,\n",
      "            \"trackId\": 1445522960,\n",
      "            \"artistName\": \"The Beatles\",\n",
      "            \"collectionName\": \"Live at the BBC\",\n",
      "            \"trackName\": \"I Saw Her Standing There\",\n",
      "            \"collectionCensoredName\": \"Live at the BBC\",\n",
      "            \"trackCensoredName\": \"I Saw Her Standing There (Live at the BBC for \\\"Easy Beat\\\" / 20th October 1963)\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/i-saw-her-standing-there-live-at-bbc-for-easy-beat/1445522423?i=1445522960&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/i-saw-her-standing-there-live-at-bbc-for-easy-beat/1445522423?i=1445522960&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/40/5c/61/405c61a2-c38f-ab46-6332-869fc529d4a1/mzaf_1953992207690385446.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is1-ssl.mzstatic.com/image/thumb/Music118/v4/b5/48/3b/b5483b47-bcb3-dc0c-a42b-7546ee5d5c69/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is1-ssl.mzstatic.com/image/thumb/Music118/v4/b5/48/3b/b5483b47-bcb3-dc0c-a42b-7546ee5d5c69/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is1-ssl.mzstatic.com/image/thumb/Music118/v4/b5/48/3b/b5483b47-bcb3-dc0c-a42b-7546ee5d5c69/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 29.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"1994-11-30T12:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 2,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 35,\n",
      "            \"trackNumber\": 28,\n",
      "            \"trackTimeMillis\": 155133,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1441133180,\n",
      "            \"trackId\": 1441133644,\n",
      "            \"artistName\": \"The Beatles\",\n",
      "            \"collectionName\": \"The Beatles (The White Album)\",\n",
      "            \"trackName\": \"While My Guitar Gently Weeps\",\n",
      "            \"collectionCensoredName\": \"The Beatles (The White Album)\",\n",
      "            \"trackCensoredName\": \"While My Guitar Gently Weeps\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/while-my-guitar-gently-weeps/1441133180?i=1441133644&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/while-my-guitar-gently-weeps/1441133180?i=1441133644&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/dd/81/c8/dd81c8bd-f4f8-9f8b-f7dd-2ecadbce4874/mzaf_3364500251211459515.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 19.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"1968-11-22T12:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 3,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 17,\n",
      "            \"trackNumber\": 7,\n",
      "            \"trackTimeMillis\": 285000,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Rock\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1440831973,\n",
      "            \"trackId\": 1440833079,\n",
      "            \"artistName\": \"The Beatles & Bernie Andrews\",\n",
      "            \"collectionName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackName\": \"That\\u2019s What We\\u2019re Here For (Spoken Word)\",\n",
      "            \"collectionCensoredName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackCensoredName\": \"That\\u2019s What We\\u2019re Here For (Spoken Word) [Live at the BBC for \\\"Top Gear\\\" / 26th November, 1964]\",\n",
      "            \"collectionArtistName\": \"The Beatles\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/thats-what-were-here-for-spoken-word-live-at-bbc-for/1440831973?i=1440833079&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/thats-what-were-here-for-spoken-word-live-at-bbc-for/1440831973?i=1440833079&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/d8/96/66/d89666e9-9c66-d55f-28da-0705446469b0/mzaf_8638298700573209724.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 29.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"2003-11-11T08:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 3,\n",
      "            \"discNumber\": 2,\n",
      "            \"trackCount\": 29,\n",
      "            \"trackNumber\": 26,\n",
      "            \"trackTimeMillis\": 24133,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Spoken Word\",\n",
      "            \"isStreamable\": true\n",
      "        },\n",
      "        {\n",
      "            \"wrapperType\": \"track\",\n",
      "            \"kind\": \"song\",\n",
      "            \"artistId\": 136975,\n",
      "            \"collectionId\": 1440831973,\n",
      "            \"trackId\": 1440832374,\n",
      "            \"artistName\": \"The Beatles & Rodney Burke\",\n",
      "            \"collectionName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackName\": \"Bye, Bye (Spoken Word)\",\n",
      "            \"collectionCensoredName\": \"On Air: Live at the BBC, Vol. 2\",\n",
      "            \"trackCensoredName\": \"Bye, Bye (Spoken Word) [Live at the BBC for \\\"Pop Go The Beatles\\\" / 24th September, 1963]\",\n",
      "            \"collectionArtistName\": \"The Beatles\",\n",
      "            \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "            \"collectionViewUrl\": \"https://music.apple.com/us/album/bye-bye-spoken-word-live-at-bbc-for-pop-go-beatles/1440831973?i=1440832374&uo=4\",\n",
      "            \"trackViewUrl\": \"https://music.apple.com/us/album/bye-bye-spoken-word-live-at-bbc-for-pop-go-beatles/1440831973?i=1440832374&uo=4\",\n",
      "            \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/c2/95/f6/c295f649-b814-0fb5-9b2e-f6af2c1f38ce/mzaf_4754023772858555674.plus.aac.p.m4a\",\n",
      "            \"artworkUrl30\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/30x30bb.jpg\",\n",
      "            \"artworkUrl60\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/60x60bb.jpg\",\n",
      "            \"artworkUrl100\": \"https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/f4/78/be/f478be27-596d-7842-8727-98b2d7aa4b32/source/100x100bb.jpg\",\n",
      "            \"collectionPrice\": 29.99,\n",
      "            \"trackPrice\": 1.29,\n",
      "            \"releaseDate\": \"2003-11-11T08:00:00Z\",\n",
      "            \"collectionExplicitness\": \"notExplicit\",\n",
      "            \"trackExplicitness\": \"notExplicit\",\n",
      "            \"discCount\": 3,\n",
      "            \"discNumber\": 1,\n",
      "            \"trackCount\": 34,\n",
      "            \"trackNumber\": 32,\n",
      "            \"trackTimeMillis\": 24067,\n",
      "            \"country\": \"USA\",\n",
      "            \"currency\": \"USD\",\n",
      "            \"primaryGenreName\": \"Spoken Word\",\n",
      "            \"isStreamable\": true\n",
      "        }\n",
      "    ]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "info = r.json()\n",
    "print(json.dumps(info, indent = 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['resultCount', 'results'])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This seems to contain a lot of data\n",
    "# Let's check if there are some keys we don't see at first glance in the outermost dictionary\n",
    "info.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#There are indeed only these two keys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"wrapperType\": \"track\",\n",
      "    \"kind\": \"song\",\n",
      "    \"artistId\": 136975,\n",
      "    \"collectionId\": 1440833098,\n",
      "    \"trackId\": 1440833905,\n",
      "    \"artistName\": \"The Beatles\",\n",
      "    \"collectionName\": \"1 (2015 Version)\",\n",
      "    \"trackName\": \"Eleanor Rigby\",\n",
      "    \"collectionCensoredName\": \"1 (2015 Version)\",\n",
      "    \"trackCensoredName\": \"Eleanor Rigby (2015 Stereo Mix)\",\n",
      "    \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "    \"collectionViewUrl\": \"https://music.apple.com/us/album/eleanor-rigby-2015-stereo-mix/1440833098?i=1440833905&uo=4\",\n",
      "    \"trackViewUrl\": \"https://music.apple.com/us/album/eleanor-rigby-2015-stereo-mix/1440833098?i=1440833905&uo=4\",\n",
      "    \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/9d/ec/19/9dec1995-b48e-49f0-c699-ca60ae62d4ba/mzaf_3039771311118919537.plus.aac.p.m4a\",\n",
      "    \"artworkUrl30\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/30x30bb.jpg\",\n",
      "    \"artworkUrl60\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/60x60bb.jpg\",\n",
      "    \"artworkUrl100\": \"https://is4-ssl.mzstatic.com/image/thumb/Music118/v4/0e/9b/d1/0e9bd186-2bb4-af3f-f4d0-62feb7a556da/source/100x100bb.jpg\",\n",
      "    \"collectionPrice\": 12.99,\n",
      "    \"trackPrice\": 1.29,\n",
      "    \"releaseDate\": \"1966-08-05T12:00:00Z\",\n",
      "    \"collectionExplicitness\": \"notExplicit\",\n",
      "    \"trackExplicitness\": \"notExplicit\",\n",
      "    \"discCount\": 1,\n",
      "    \"discNumber\": 1,\n",
      "    \"trackCount\": 27,\n",
      "    \"trackNumber\": 16,\n",
      "    \"trackTimeMillis\": 125867,\n",
      "    \"country\": \"USA\",\n",
      "    \"currency\": \"USD\",\n",
      "    \"primaryGenreName\": \"Rock\",\n",
      "    \"isStreamable\": true\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# The second one contains a list of all the results\n",
    "# Let's look at one such result\n",
    "print(json.dumps(info['results'][0], indent=4))\n",
    "\n",
    "# It's a simple dictionary with a lot of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The first one states how many results are shown (by default, 50)\n",
    "info[\"resultCount\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The number of results can be set (to a maximum of 200) with the 'limit' parameter\n",
    "r = requests.get(base_site, params = {\"term\": \"the beatles\", \"country\": \"us\", \"limit\": 200})\n",
    "r.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'resultCount': 200,\n",
       " 'results': [{'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441133100,\n",
       "   'trackId': 1441133277,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'The Beatles 1967-1970 (The Blue Album)',\n",
       "   'trackName': 'Hey Jude',\n",
       "   'collectionCensoredName': 'The Beatles 1967-1970 (The Blue Album)',\n",
       "   'trackCensoredName': 'Hey Jude',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/hey-jude/1441133100?i=1441133277&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/hey-jude/1441133100?i=1441133277&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/3a/10/49/3a10492d-3398-8ac3-536a-28f4fa4221d9/mzaf_3774318058101163645.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/100x100bb.jpg',\n",
       "   'collectionPrice': 19.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1968-08-26T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 2,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 14,\n",
       "   'trackNumber': 13,\n",
       "   'trackTimeMillis': 431333,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441164495,\n",
       "   'trackId': 1441164738,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'Let It Be',\n",
       "   'trackName': 'Let It Be',\n",
       "   'collectionCensoredName': 'Let It Be',\n",
       "   'trackCensoredName': 'Let It Be',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/let-it-be/1441164495?i=1441164738&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/let-it-be/1441164495?i=1441164738&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/01/ff/05/01ff05d6-7892-4176-5efb-41a5438802d7/mzaf_8251314256578817405.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is2-ssl.mzstatic.com/image/thumb/Music118/v4/63/9b/2c/639b2caf-0186-39c3-b165-cac5eae1f38e/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is2-ssl.mzstatic.com/image/thumb/Music118/v4/63/9b/2c/639b2caf-0186-39c3-b165-cac5eae1f38e/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is2-ssl.mzstatic.com/image/thumb/Music118/v4/63/9b/2c/639b2caf-0186-39c3-b165-cac5eae1f38e/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1970-03-06T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 12,\n",
       "   'trackNumber': 6,\n",
       "   'trackTimeMillis': 243027,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1474815798,\n",
       "   'trackId': 1474815799,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'Abbey Road (2019 Mix)',\n",
       "   'trackName': 'Come Together',\n",
       "   'collectionCensoredName': 'Abbey Road (2019 Mix)',\n",
       "   'trackCensoredName': 'Come Together (2019 Mix)',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/come-together-2019-mix/1474815798?i=1474815799&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/come-together-2019-mix/1474815798?i=1474815799&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview123/v4/3b/63/fb/3b63fbd0-d512-fa28-0278-8d0d4f01adad/mzaf_11251898970775172830.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/100x100bb.jpg',\n",
       "   'collectionPrice': 9.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1969-09-26T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 17,\n",
       "   'trackNumber': 1,\n",
       "   'trackTimeMillis': 260200,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': False},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1474815798,\n",
       "   'trackId': 1474815898,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'Abbey Road (2019 Mix)',\n",
       "   'trackName': 'Here Comes the Sun',\n",
       "   'collectionCensoredName': 'Abbey Road (2019 Mix)',\n",
       "   'trackCensoredName': 'Here Comes the Sun (2019 Mix)',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/here-comes-the-sun-2019-mix/1474815798?i=1474815898&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/here-comes-the-sun-2019-mix/1474815798?i=1474815898&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview123/v4/a4/d6/36/a4d6368e-731a-b2dc-d1a2-786e7886fbc1/mzaf_10527553788341453800.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is2-ssl.mzstatic.com/image/thumb/Music123/v4/6e/db/f5/6edbf5a8-b990-8f89-af12-8cc464f03da1/source/100x100bb.jpg',\n",
       "   'collectionPrice': 9.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1969-09-26T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 17,\n",
       "   'trackNumber': 7,\n",
       "   'trackTimeMillis': 185707,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': False},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441164359,\n",
       "   'trackId': 1441164829,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'Rubber Soul',\n",
       "   'trackName': 'In My Life',\n",
       "   'collectionCensoredName': 'Rubber Soul',\n",
       "   'trackCensoredName': 'In My Life',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/in-my-life/1441164359?i=1441164829&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/in-my-life/1441164359?i=1441164829&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/31/ed/2f/31ed2f33-40e5-e7e9-1135-590c11b5449f/mzaf_5601204790489984849.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is4-ssl.mzstatic.com/image/thumb/Music128/v4/4b/3b/6f/4b3b6fd1-56d9-db57-a599-86e9a3579fd3/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is4-ssl.mzstatic.com/image/thumb/Music128/v4/4b/3b/6f/4b3b6fd1-56d9-db57-a599-86e9a3579fd3/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is4-ssl.mzstatic.com/image/thumb/Music128/v4/4b/3b/6f/4b3b6fd1-56d9-db57-a599-86e9a3579fd3/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1965-12-03T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 14,\n",
       "   'trackNumber': 11,\n",
       "   'trackTimeMillis': 146333,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441133180,\n",
       "   'trackId': 1441133613,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'The Beatles (The White Album)',\n",
       "   'trackName': 'Ob-La-Di, Ob-La-Da',\n",
       "   'collectionCensoredName': 'The Beatles (The White Album)',\n",
       "   'trackCensoredName': 'Ob-La-Di, Ob-La-Da',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/ob-la-di-ob-la-da/1441133180?i=1441133613&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/ob-la-di-ob-la-da/1441133180?i=1441133613&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/9f/d3/e7/9fd3e794-0283-2460-a7cb-770f12c30f6d/mzaf_4329926607449068829.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/100x100bb.jpg',\n",
       "   'collectionPrice': 19.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1968-11-22T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 3,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 17,\n",
       "   'trackNumber': 4,\n",
       "   'trackTimeMillis': 188960,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441132965,\n",
       "   'trackId': 1441133496,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'The Beatles 1962-1966 (The Red Album)',\n",
       "   'trackName': 'Yesterday',\n",
       "   'collectionCensoredName': 'The Beatles 1962-1966 (The Red Album)',\n",
       "   'trackCensoredName': 'Yesterday',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/yesterday/1441132965?i=1441133496&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/yesterday/1441132965?i=1441133496&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/a3/ba/52/a3ba52d3-47d7-8b15-46bd-1dd2fb86d97d/mzaf_7788405983902907608.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is3-ssl.mzstatic.com/image/thumb/Music128/v4/37/ea/23/37ea235c-1c40-c896-4ec5-eba461650a99/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is3-ssl.mzstatic.com/image/thumb/Music128/v4/37/ea/23/37ea235c-1c40-c896-4ec5-eba461650a99/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is3-ssl.mzstatic.com/image/thumb/Music128/v4/37/ea/23/37ea235c-1c40-c896-4ec5-eba461650a99/source/100x100bb.jpg',\n",
       "   'collectionPrice': 19.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1965-08-06T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 2,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 13,\n",
       "   'trackNumber': 13,\n",
       "   'trackTimeMillis': 123524,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441133180,\n",
       "   'trackId': 1441133834,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'The Beatles (The White Album)',\n",
       "   'trackName': 'Blackbird',\n",
       "   'collectionCensoredName': 'The Beatles (The White Album)',\n",
       "   'trackCensoredName': 'Blackbird',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/blackbird/1441133180?i=1441133834&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/blackbird/1441133180?i=1441133834&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/5d/42/3f/5d423ff6-a4f4-7810-a3db-3a92f3aeb203/mzaf_3688254684324179394.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/6f/d1/7a/6fd17a58-e715-54e1-e9d3-d63575108a4e/source/100x100bb.jpg',\n",
       "   'collectionPrice': 19.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1968-11-22T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 3,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 17,\n",
       "   'trackNumber': 11,\n",
       "   'trackTimeMillis': 138387,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441133180,\n",
       "   'trackId': 1441133644,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'The Beatles (The White Album)',\n",
       "   'trackName': 'While My Guitar Gently Weeps',\n",
       "   'collectionCensoredName': 'The Beatles (The White Album)',\n",
       "   'trackCensoredName': 'While My Guitar Gently Weeps',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/while-my-guitar-gently-weeps/1441133180?i=1441133644&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/while-my-guitar-gently-weeps/1441133180?i=1441133644&uo=4',\n",
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       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/3f/18/06/3f1806e5-a774-1e7e-6686-72c886962eba/mzaf_1149267746948470183.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1965-08-06T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 14,\n",
       "   'trackNumber': 6,\n",
       "   'trackTimeMillis': 138667,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441164524,\n",
       "   'trackId': 1441164800,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': 'Help!',\n",
       "   'trackName': 'Tell Me What You See',\n",
       "   'collectionCensoredName': 'Help!',\n",
       "   'trackCensoredName': 'Tell Me What You See',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/tell-me-what-you-see/1441164524?i=1441164800&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/tell-me-what-you-see/1441164524?i=1441164800&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/54/03/13/54031309-8067-09ac-9052-842cc3eee0c4/mzaf_3698411337320711922.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/93/c3/8f/93c38f80-85f1-fb06-1e94-e272f966d4c8/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1965-06-14T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 14,\n",
       "   'trackNumber': 11,\n",
       "   'trackTimeMillis': 157987,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441164416,\n",
       "   'trackId': 1441164419,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': \"A Hard Day's Night\",\n",
       "   'trackName': 'If I Fell',\n",
       "   'collectionCensoredName': \"A Hard Day's Night\",\n",
       "   'trackCensoredName': 'If I Fell',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/if-i-fell/1441164416?i=1441164419&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/if-i-fell/1441164416?i=1441164419&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview128/v4/70/8f/5e/708f5e9a-f8ee-3ffe-73fa-cb1a3bb0b12b/mzaf_2210614811414790081.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1964-07-10T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 13,\n",
       "   'trackNumber': 3,\n",
       "   'trackTimeMillis': 139467,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True},\n",
       "  {'wrapperType': 'track',\n",
       "   'kind': 'song',\n",
       "   'artistId': 136975,\n",
       "   'collectionId': 1441164416,\n",
       "   'trackId': 1441164421,\n",
       "   'artistName': 'The Beatles',\n",
       "   'collectionName': \"A Hard Day's Night\",\n",
       "   'trackName': 'And I Love Her',\n",
       "   'collectionCensoredName': \"A Hard Day's Night\",\n",
       "   'trackCensoredName': 'And I Love Her',\n",
       "   'artistViewUrl': 'https://music.apple.com/us/artist/the-beatles/136975?uo=4',\n",
       "   'collectionViewUrl': 'https://music.apple.com/us/album/and-i-love-her/1441164416?i=1441164421&uo=4',\n",
       "   'trackViewUrl': 'https://music.apple.com/us/album/and-i-love-her/1441164416?i=1441164421&uo=4',\n",
       "   'previewUrl': 'https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/45/32/68/453268f5-a70e-25ac-a2f4-0f3adf2ca15c/mzaf_688035700130791945.plus.aac.p.m4a',\n",
       "   'artworkUrl30': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/30x30bb.jpg',\n",
       "   'artworkUrl60': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/60x60bb.jpg',\n",
       "   'artworkUrl100': 'https://is3-ssl.mzstatic.com/image/thumb/Music118/v4/2b/06/72/2b067288-54b5-db4e-7ef2-65df9728935e/source/100x100bb.jpg',\n",
       "   'collectionPrice': 12.99,\n",
       "   'trackPrice': 1.29,\n",
       "   'releaseDate': '1964-07-10T12:00:00Z',\n",
       "   'collectionExplicitness': 'notExplicit',\n",
       "   'trackExplicitness': 'notExplicit',\n",
       "   'discCount': 1,\n",
       "   'discNumber': 1,\n",
       "   'trackCount': 13,\n",
       "   'trackNumber': 5,\n",
       "   'trackTimeMillis': 149693,\n",
       "   'country': 'USA',\n",
       "   'currency': 'USD',\n",
       "   'primaryGenreName': 'Rock',\n",
       "   'isStreamable': True}]}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = r.json()\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(info['results'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finally, let's check the response to an invalid input\n",
    "check_resp = requests.get(base_site, params = {'term': 'alternative', 'country': 'US', 'media': 'hahaha'})\n",
    "check_resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "400"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_resp.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'errorMessage': 'Invalid value(s) for key(s): [mediaType]',\n",
       " 'queryParameters': {'output': 'json',\n",
       "  'callback': 'A javascript function to handle your search results',\n",
       "  'country': 'ISO-2A country code',\n",
       "  'limit': 'The number of search results to return',\n",
       "  'term': 'A search string',\n",
       "  'lang': 'ISO-2A language code'}}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Error message:\n",
    "check_resp.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Structuring and exporting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# It may be useful to store the data in a structured form\n",
    "# The pandas package is great for that, as we can use its dataframe (basically a table)\n",
    "# Since the results is a list of 'shallow' dictionaries, it neatly fits into a table\n",
    "# A more complicated, nested dictionary may not be easily transformable into a table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wrapperType</th>\n",
       "      <th>kind</th>\n",
       "      <th>artistId</th>\n",
       "      <th>collectionId</th>\n",
       "      <th>trackId</th>\n",
       "      <th>artistName</th>\n",
       "      <th>collectionName</th>\n",
       "      <th>trackName</th>\n",
       "      <th>collectionCensoredName</th>\n",
       "      <th>trackCensoredName</th>\n",
       "      <th>...</th>\n",
       "      <th>discCount</th>\n",
       "      <th>discNumber</th>\n",
       "      <th>trackCount</th>\n",
       "      <th>trackNumber</th>\n",
       "      <th>trackTimeMillis</th>\n",
       "      <th>country</th>\n",
       "      <th>currency</th>\n",
       "      <th>primaryGenreName</th>\n",
       "      <th>isStreamable</th>\n",
       "      <th>collectionArtistName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441133100</td>\n",
       "      <td>1441133277</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>The Beatles 1967-1970 (The Blue Album)</td>\n",
       "      <td>Hey Jude</td>\n",
       "      <td>The Beatles 1967-1970 (The Blue Album)</td>\n",
       "      <td>Hey Jude</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>431333</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
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       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164495</td>\n",
       "      <td>1441164738</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Let It Be</td>\n",
       "      <td>Let It Be</td>\n",
       "      <td>Let It Be</td>\n",
       "      <td>Let It Be</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>243027</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1474815798</td>\n",
       "      <td>1474815799</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Abbey Road (2019 Mix)</td>\n",
       "      <td>Come Together</td>\n",
       "      <td>Abbey Road (2019 Mix)</td>\n",
       "      <td>Come Together (2019 Mix)</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>260200</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1474815798</td>\n",
       "      <td>1474815898</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Abbey Road (2019 Mix)</td>\n",
       "      <td>Here Comes the Sun</td>\n",
       "      <td>Abbey Road (2019 Mix)</td>\n",
       "      <td>Here Comes the Sun (2019 Mix)</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>185707</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164359</td>\n",
       "      <td>1441164829</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Rubber Soul</td>\n",
       "      <td>In My Life</td>\n",
       "      <td>Rubber Soul</td>\n",
       "      <td>In My Life</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>146333</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>195</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164524</td>\n",
       "      <td>1441164669</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Help!</td>\n",
       "      <td>Ticket to Ride</td>\n",
       "      <td>Help!</td>\n",
       "      <td>Ticket to Ride</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>189680</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>196</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164524</td>\n",
       "      <td>1441164668</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Help!</td>\n",
       "      <td>You're Going to Lose That Girl</td>\n",
       "      <td>Help!</td>\n",
       "      <td>You're Going to Lose That Girl</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>138667</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>197</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164524</td>\n",
       "      <td>1441164800</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>Help!</td>\n",
       "      <td>Tell Me What You See</td>\n",
       "      <td>Help!</td>\n",
       "      <td>Tell Me What You See</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>157987</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>198</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164416</td>\n",
       "      <td>1441164419</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>A Hard Day's Night</td>\n",
       "      <td>If I Fell</td>\n",
       "      <td>A Hard Day's Night</td>\n",
       "      <td>If I Fell</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>139467</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>199</td>\n",
       "      <td>track</td>\n",
       "      <td>song</td>\n",
       "      <td>136975</td>\n",
       "      <td>1441164416</td>\n",
       "      <td>1441164421</td>\n",
       "      <td>The Beatles</td>\n",
       "      <td>A Hard Day's Night</td>\n",
       "      <td>And I Love Her</td>\n",
       "      <td>A Hard Day's Night</td>\n",
       "      <td>And I Love Her</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>149693</td>\n",
       "      <td>USA</td>\n",
       "      <td>USD</td>\n",
       "      <td>Rock</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    wrapperType  kind  artistId  collectionId     trackId   artistName  \\\n",
       "0         track  song    136975    1441133100  1441133277  The Beatles   \n",
       "1         track  song    136975    1441164495  1441164738  The Beatles   \n",
       "2         track  song    136975    1474815798  1474815799  The Beatles   \n",
       "3         track  song    136975    1474815798  1474815898  The Beatles   \n",
       "4         track  song    136975    1441164359  1441164829  The Beatles   \n",
       "..          ...   ...       ...           ...         ...          ...   \n",
       "195       track  song    136975    1441164524  1441164669  The Beatles   \n",
       "196       track  song    136975    1441164524  1441164668  The Beatles   \n",
       "197       track  song    136975    1441164524  1441164800  The Beatles   \n",
       "198       track  song    136975    1441164416  1441164419  The Beatles   \n",
       "199       track  song    136975    1441164416  1441164421  The Beatles   \n",
       "\n",
       "                             collectionName                       trackName  \\\n",
       "0    The Beatles 1967-1970 (The Blue Album)                        Hey Jude   \n",
       "1                                 Let It Be                       Let It Be   \n",
       "2                     Abbey Road (2019 Mix)                   Come Together   \n",
       "3                     Abbey Road (2019 Mix)              Here Comes the Sun   \n",
       "4                               Rubber Soul                      In My Life   \n",
       "..                                      ...                             ...   \n",
       "195                                   Help!                  Ticket to Ride   \n",
       "196                                   Help!  You're Going to Lose That Girl   \n",
       "197                                   Help!            Tell Me What You See   \n",
       "198                      A Hard Day's Night                       If I Fell   \n",
       "199                      A Hard Day's Night                  And I Love Her   \n",
       "\n",
       "                     collectionCensoredName               trackCensoredName  \\\n",
       "0    The Beatles 1967-1970 (The Blue Album)                        Hey Jude   \n",
       "1                                 Let It Be                       Let It Be   \n",
       "2                     Abbey Road (2019 Mix)        Come Together (2019 Mix)   \n",
       "3                     Abbey Road (2019 Mix)   Here Comes the Sun (2019 Mix)   \n",
       "4                               Rubber Soul                      In My Life   \n",
       "..                                      ...                             ...   \n",
       "195                                   Help!                  Ticket to Ride   \n",
       "196                                   Help!  You're Going to Lose That Girl   \n",
       "197                                   Help!            Tell Me What You See   \n",
       "198                      A Hard Day's Night                       If I Fell   \n",
       "199                      A Hard Day's Night                  And I Love Her   \n",
       "\n",
       "     ... discCount discNumber trackCount trackNumber trackTimeMillis country  \\\n",
       "0    ...         2          1         14          13          431333     USA   \n",
       "1    ...         1          1         12           6          243027     USA   \n",
       "2    ...         1          1         17           1          260200     USA   \n",
       "3    ...         1          1         17           7          185707     USA   \n",
       "4    ...         1          1         14          11          146333     USA   \n",
       "..   ...       ...        ...        ...         ...             ...     ...   \n",
       "195  ...         1          1         14           7          189680     USA   \n",
       "196  ...         1          1         14           6          138667     USA   \n",
       "197  ...         1          1         14          11          157987     USA   \n",
       "198  ...         1          1         13           3          139467     USA   \n",
       "199  ...         1          1         13           5          149693     USA   \n",
       "\n",
       "    currency  primaryGenreName  isStreamable collectionArtistName  \n",
       "0        USD              Rock          True                  NaN  \n",
       "1        USD              Rock          True                  NaN  \n",
       "2        USD              Rock         False                  NaN  \n",
       "3        USD              Rock         False                  NaN  \n",
       "4        USD              Rock          True                  NaN  \n",
       "..       ...               ...           ...                  ...  \n",
       "195      USD              Rock          True                  NaN  \n",
       "196      USD              Rock          True                  NaN  \n",
       "197      USD              Rock          True                  NaN  \n",
       "198      USD              Rock          True                  NaN  \n",
       "199      USD              Rock          True                  NaN  \n",
       "\n",
       "[200 rows x 32 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Creating the dataframe and populating it with the results of our search\n",
    "songs_df = pd.DataFrame(info['results'])\n",
    "songs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exporting the data to a CSV (Comma Separated Values) file\n",
    "songs_df.to_csv(\"songs_info.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"wrapperType\": \"track\",\n",
      "    \"kind\": \"song\",\n",
      "    \"artistId\": 136975,\n",
      "    \"collectionId\": 1441133100,\n",
      "    \"trackId\": 1441133277,\n",
      "    \"artistName\": \"The Beatles\",\n",
      "    \"collectionName\": \"The Beatles 1967-1970 (The Blue Album)\",\n",
      "    \"trackName\": \"Hey Jude\",\n",
      "    \"collectionCensoredName\": \"The Beatles 1967-1970 (The Blue Album)\",\n",
      "    \"trackCensoredName\": \"Hey Jude\",\n",
      "    \"artistViewUrl\": \"https://music.apple.com/us/artist/the-beatles/136975?uo=4\",\n",
      "    \"collectionViewUrl\": \"https://music.apple.com/us/album/hey-jude/1441133100?i=1441133277&uo=4\",\n",
      "    \"trackViewUrl\": \"https://music.apple.com/us/album/hey-jude/1441133100?i=1441133277&uo=4\",\n",
      "    \"previewUrl\": \"https://audio-ssl.itunes.apple.com/itunes-assets/AudioPreview118/v4/3a/10/49/3a10492d-3398-8ac3-536a-28f4fa4221d9/mzaf_3774318058101163645.plus.aac.p.m4a\",\n",
      "    \"artworkUrl30\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/30x30bb.jpg\",\n",
      "    \"artworkUrl60\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/60x60bb.jpg\",\n",
      "    \"artworkUrl100\": \"https://is5-ssl.mzstatic.com/image/thumb/Music128/v4/27/70/11/2770116d-0a57-f107-ba91-bd3679d44e5f/source/100x100bb.jpg\",\n",
      "    \"collectionPrice\": 19.99,\n",
      "    \"trackPrice\": 1.29,\n",
      "    \"releaseDate\": \"1968-08-26T12:00:00Z\",\n",
      "    \"collectionExplicitness\": \"notExplicit\",\n",
      "    \"trackExplicitness\": \"notExplicit\",\n",
      "    \"discCount\": 2,\n",
      "    \"discNumber\": 1,\n",
      "    \"trackCount\": 14,\n",
      "    \"trackNumber\": 13,\n",
      "    \"trackTimeMillis\": 431333,\n",
      "    \"country\": \"USA\",\n",
      "    \"currency\": \"USD\",\n",
      "    \"primaryGenreName\": \"Rock\",\n",
      "    \"isStreamable\": true\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#Inspect only the details of the first result\n",
    "print(json.dumps(info['results'][0], indent = 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hey Jude'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Find where the name is located\n",
    "info['results'][0]['trackName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1968-08-26T12:00:00Z'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Find where releaseDate is located\n",
    "info['results'][0]['releaseDate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hey Jude\n",
      "Let It Be\n",
      "Come Together\n",
      "Here Comes the Sun\n",
      "In My Life\n",
      "Ob-La-Di, Ob-La-Da\n",
      "Yesterday\n",
      "Blackbird\n",
      "While My Guitar Gently Weeps\n",
      "All You Need Is Love\n",
      "Penny Lane\n",
      "Can't Buy Me Love\n",
      "With a Little Help From My Friends\n",
      "Hey Jude\n",
      "Help!\n",
      "A Day In the Life\n",
      "The Long and Winding Road\n",
      "Eleanor Rigby\n",
      "Get Back\n",
      "Yesterday\n",
      "Yellow Submarine\n",
      "Lucy In the Sky with Diamonds\n",
      "I Want to Hold Your Hand\n",
      "Revolution\n",
      "We Can Work It Out\n",
      "A Hard Day's Night\n",
      "Hello, Goodbye\n",
      "Love Me Do\n",
      "Let It Be\n",
      "She Loves You\n",
      "From Me to You\n",
      "Paperback Writer\n",
      "Day Tripper\n",
      "When I'm Sixty-Four\n",
      "Something\n",
      "Come Together\n",
      "Birthday\n",
      "Eight Days a Week\n",
      "The Ballad of John and Yoko\n",
      "I Feel Fine\n",
      "Lady Madonna\n",
      "Something\n",
      "She Came in Through the Bathroom Window\n",
      "Ticket to Ride\n",
      "Twist and Shout\n",
      "Oh! Darling\n",
      "Sgt. Pepper's Lonely Hearts Club Band\n",
      "Golden Slumbers\n",
      "Strawberry Fields Forever\n",
      "Octopus's Garden\n",
      "Back In the U.S.S.R.\n",
      "I Want You (She's So Heavy)\n",
      "Being For the Benefit of Mr. Kite!\n",
      "Eleanor Rigby\n",
      "Maxwell's Silver Hammer\n",
      "Helter Skelter\n",
      "Because\n",
      "Carry That Weight\n",
      "Rocky Raccoon\n",
      "You Never Give Me Your Money\n",
      "The End\n",
      "Mother Nature's Son\n",
      "Don't Let Me Down\n",
      "I Want to Hold Your Hand\n",
      "Everybody's Got Something to Hide Except Me and My Monkey\n",
      "Get Back\n",
      "Mean Mr Mustard\n",
      "Polythene Pam\n",
      "Dear Prudence\n",
      "I Am the Walrus\n",
      "Sun King\n",
      "Back In the U.S.S.R.\n",
      "Let It Be\n",
      "I Will\n",
      "Her Majesty\n",
      "All You Need Is Love\n",
      "She's Leaving Home\n",
      "Octopus's Garden\n",
      "Happiness Is a Warm Gun\n",
      "Sgt. Pepper's Lonely Hearts Club Band\n",
      "Getting Better\n",
      "Penny Lane\n",
      "Hello, Goodbye\n",
      "With a Little Help From My Friends\n",
      "Julia\n",
      "Lovely Rita\n",
      "Revolution 1\n",
      "Fixing a Hole\n",
      "Lucy In the Sky with Diamonds\n",
      "Within You Without You\n",
      "Sgt. Pepper's Lonely Hearts Club Band\n",
      "Why Don't We Do It In the Road?\n",
      "Glass Onion\n",
      "Here Comes the Sun\n",
      "Norwegian Wood (This Bird Has Flown)\n",
      "Good Night\n",
      "Yer Blues\n",
      "Across the Universe\n",
      "I'm So Tired\n",
      "Don't Pass Me By\n",
      "In My Life\n",
      "Long, Long, Long\n",
      "Drive My Car\n",
      "Cry Baby Cry\n",
      "Wild Honey Pie\n",
      "Honey Pie\n",
      "Good Morning Good Morning\n",
      "Sexy Sadie\n",
      "Martha My Dear\n",
      "The Beatles\n",
      "Savoy Truffle\n",
      "Nowhere Man\n",
      "Here, There and Everywhere\n",
      "Yellow Submarine\n",
      "Come Together\n",
      "I'm Looking Through You\n",
      "While My Guitar Gently Weeps\n",
      "A Day In the Life\n",
      "Piggies\n",
      "The Ballad of John and Yoko\n",
      "Michelle\n",
      "Lady Madonna\n",
      "Help!\n",
      "Got to Get You Into My Life\n",
      "The Fool On the Hill\n",
      "The Long and Winding Road\n",
      "The Continuing Story of Bungalow Bill\n",
      "Tomorrow Never Knows\n",
      "Ticket to Ride\n",
      "Ob-La-Di, Ob-La-Da\n",
      "Revolution 9\n",
      "Good Day Sunshine\n",
      "Get Back\n",
      "Here Comes the Sun\n",
      "Magical Mystery Tour\n",
      "Sgt. Pepper's Lonely Hearts Club Band\n",
      "Something\n",
      "Old Brown Shoe\n",
      "I'm Only Sleeping\n",
      "Magical Mystery Tour\n",
      "Strawberry Fields Forever\n",
      "Taxman\n",
      "If I Needed Someone\n",
      "Run For Your Life\n",
      "Yesterday\n",
      "And I Love Her\n",
      "I Am the Walrus\n",
      "Girl\n",
      "All You Need Is Love\n",
      "Here Comes the Sun / The Inner Light\n",
      "For No One\n",
      "Help!\n",
      "You Won't See Me\n",
      "A Hard Day's Night\n",
      "All My Loving\n",
      "Love Me Do\n",
      "She Loves You\n",
      "Think For Yourself\n",
      "The Long and Winding Road\n",
      "And Your Bird Can Sing\n",
      "We Can Work It Out\n",
      "Day Tripper\n",
      "Wait\n",
      "Penny Lane\n",
      "What Goes On\n",
      "Paperback Writer\n",
      "Can't Buy Me Love\n",
      "Eleanor Rigby\n",
      "Eight Days a Week\n",
      "Norwegian Wood (This Bird Has Flown)\n",
      "Yellow Submarine\n",
      "Being For the Benefit of Mr Kite! / I Want You (She's So Heavy) / Helter Skelter\n",
      "She Said She Said\n",
      "Doctor Robert\n",
      "I Feel Fine\n",
      "Love You To\n",
      "Nowhere Man\n",
      "Across the Universe\n",
      "Drive My Car\n",
      "Michelle\n",
      "Hello, Goodbye\n",
      "I Want to Tell You\n",
      "I Saw Her Standing There\n",
      "Please Please Me\n",
      "From Me to You\n",
      "A Hard Day's Night\n",
      "Can't Buy Me Love\n",
      "The Word\n",
      "I've Just Seen a Face\n",
      "Girl\n",
      "You've Got to Hide Your Love Away\n",
      "You've Got to Hide Your Love Away\n",
      "Two of Us\n",
      "Rubber Soul\n",
      "The Fool On the Hill\n",
      "Ticket to Ride\n",
      "You're Going to Lose That Girl\n",
      "Tell Me What You See\n",
      "If I Fell\n",
      "And I Love Her\n"
     ]
    }
   ],
   "source": [
    "#Cycle through all results and print their trackName\n",
    "for result in info['results']:\n",
    "    print(result['trackName'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1968-08-26T12:00:00Z\n",
      "1970-03-06T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1965-08-06T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1967-07-07T12:00:00Z\n",
      "1967-02-13T12:00:00Z\n",
      "1964-03-16T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1968-08-26T12:00:00Z\n",
      "1965-07-19T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1970-05-11T12:00:00Z\n",
      "1966-08-05T12:00:00Z\n",
      "1969-04-11T12:00:00Z\n",
      "1965-09-13T12:00:00Z\n",
      "1966-08-05T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1963-11-29T12:00:00Z\n",
      "1968-08-26T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1964-07-10T12:00:00Z\n",
      "1967-11-24T12:00:00Z\n",
      "1962-10-05T12:00:00Z\n",
      "1970-03-06T12:00:00Z\n",
      "1963-08-23T12:00:00Z\n",
      "1963-04-11T12:00:00Z\n",
      "1966-05-30T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1969-10-06T12:00:00Z\n",
      "1969-10-06T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1964-12-04T12:00:00Z\n",
      "1969-05-30T12:00:00Z\n",
      "1964-11-24T12:00:00Z\n",
      "1968-03-15T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1965-04-09T12:00:00Z\n",
      "1963-03-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1967-02-13T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1966-08-05T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-04-11T12:00:00Z\n",
      "1963-11-29T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-04-11T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1967-11-24T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1970-03-06T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1967-07-07T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "2019-05-22T07:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1967-02-13T12:00:00Z\n",
      "1967-11-24T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
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      "1967-06-01T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-09-26T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1969-12-12T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
      "1967-06-01T12:00:00Z\n",
      "1968-11-22T12:00:00Z\n",
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      "2019-05-22T07:00:00Z\n",
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      "2006-11-17T12:00:00Z\n",
      "1966-08-05T12:00:00Z\n",
      "1966-06-20T12:00:00Z\n",
      "1964-11-23T12:00:00Z\n",
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      "1964-07-10T12:00:00Z\n",
      "1964-03-16T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1965-08-06T12:00:00Z\n",
      "1965-12-03T12:00:00Z\n",
      "1965-08-06T12:00:00Z\n",
      "1965-08-06T12:00:00Z\n",
      "1970-05-08T12:00:00Z\n",
      "2019-05-22T07:00:00Z\n",
      "1967-11-27T12:00:00Z\n",
      "1965-04-09T12:00:00Z\n",
      "1965-08-06T12:00:00Z\n",
      "1965-06-14T12:00:00Z\n",
      "1964-07-10T12:00:00Z\n",
      "1964-07-10T12:00:00Z\n"
     ]
    }
   ],
   "source": [
    "# Cycle through all results and print their release date\n",
    "for result in info['results']:\n",
    "    print(result['releaseDate'])"
   ]
  }
 ],
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