My Songs on Spotify.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd #Dataframe, Series\n",
    "import numpy as np\n",
    "\n",
    "from sklearn import tree\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import graphviz\n",
    "import pydotplus\n",
    "import io\n",
    "\n",
    "from scipy import misc\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "import spotipy\n",
    "import spotipy.util as util\n",
    "sp = spotipy.Spotify() \n",
    "from spotipy.oauth2 import SpotifyClientCredentials "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cid =\"0cadd882a6ab4ff485c80b8b02aa3b0c\" \n",
    "secret = \"04d0f737e18a4a92abee1da25d70766b\"\n",
    "username = \"\"\n",
    "\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=cid, client_secret=secret) \n",
    "sp = spotipy.Spotify(client_credentials_manager=client_credentials_manager)\n",
    "\n",
    "scope = 'user-library-read playlist-read-private'\n",
    "token = util.prompt_for_user_token(username, scope)\n",
    "\n",
    "if token:\n",
    "    sp = spotipy.Spotify(auth=token)\n",
    "else:\n",
    "    print(\"Can't get token for\", username)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'added_at': '2018-02-22T07:04:10Z',\n",
       "  'id': '7ej7R4LjMWP6sdCtoayJSN',\n",
       "  'trackName': 'The River'},\n",
       " {'added_at': '2018-02-19T19:23:33Z',\n",
       "  'id': '57waeauCsihehcGXgZQMar',\n",
       "  'trackName': 'Streetlights on Mars'},\n",
       " {'added_at': '2018-02-19T03:47:23Z',\n",
       "  'id': '3kE3u6ZqtcNbebDOD5RcIe',\n",
       "  'trackName': 'Us'},\n",
       " {'added_at': '2018-02-14T07:33:06Z',\n",
       "  'id': '0AVs4KwMZncK8PVJPmff4A',\n",
       "  'trackName': 'Ready Yet'},\n",
       " {'added_at': '2018-02-14T07:32:56Z',\n",
       "  'id': '3bjLCKsBNSFyx6Gfsb7X4h',\n",
       "  'trackName': 'love ride'},\n",
       " {'added_at': '2018-02-12T20:17:43Z',\n",
       "  'id': '10O3TrugQwEBsd6l3M6zG2',\n",
       "  'trackName': 'Awkward'},\n",
       " {'added_at': '2018-02-12T19:46:27Z',\n",
       "  'id': '4tTzdneIuunKksESB71cws',\n",
       "  'trackName': 'Play Me Like a Violin'},\n",
       " {'added_at': '2018-02-09T18:30:49Z',\n",
       "  'id': '5yFSF6qQA1rcLsQRnBsZgb',\n",
       "  'trackName': 'All Falls Down'},\n",
       " {'added_at': '2018-02-09T18:15:00Z',\n",
       "  'id': '4hOyjY9EUksjyylV1QZaF3',\n",
       "  'trackName': 'Normal'},\n",
       " {'added_at': '2018-02-09T08:19:10Z',\n",
       "  'id': '7ahYQRrOQSXJ5OhsLnpfU8',\n",
       "  'trackName': \"You're Not Missing Me\"},\n",
       " {'added_at': '2018-02-06T21:25:03Z',\n",
       "  'id': '7kN7x78q8p0NRc5ughSrc9',\n",
       "  'trackName': 'Call Me'},\n",
       " {'added_at': '2018-02-03T01:46:35Z',\n",
       "  'id': '6UYMm9Jx9a05o0FDUBzNgr',\n",
       "  'trackName': 'Just The Same'},\n",
       " {'added_at': '2018-02-01T14:52:30Z',\n",
       "  'id': '7jqDzXJS0K0Re8uphYNit0',\n",
       "  'trackName': 'Sick Boy'},\n",
       " {'added_at': '2018-01-25T02:34:50Z',\n",
       "  'id': '4SIbvTFE5GQsWw8TfK3ETh',\n",
       "  'trackName': 'Show Me (feat. Madison Ryann Ward)'},\n",
       " {'added_at': '2018-01-24T17:29:10Z',\n",
       "  'id': '5Gu0PDLN4YJeW75PpBSg9p',\n",
       "  'trackName': 'Let Me Go (with Alesso, Florida Georgia Line & watt)'},\n",
       " {'added_at': '2018-01-24T16:17:52Z',\n",
       "  'id': '3vHyrKNvqFvanTgymPXMSN',\n",
       "  'trackName': 'Slow (feat. Noah Cyrus) - CID Remix'},\n",
       " {'added_at': '2018-01-24T16:17:51Z',\n",
       "  'id': '5Leb8e1Nirv6IFHrmvJNv3',\n",
       "  'trackName': \"Don't Call\"},\n",
       " {'added_at': '2018-01-24T16:17:50Z',\n",
       "  'id': '5poevcmYCOZ8uZQnUuOPxC',\n",
       "  'trackName': 'Always'},\n",
       " {'added_at': '2018-01-22T17:33:17Z',\n",
       "  'id': '2bPAIl3v544ssvDi9ww5sE',\n",
       "  'trackName': 'Catch My Breath - VIP'},\n",
       " {'added_at': '2018-01-22T16:05:59Z',\n",
       "  'id': '6Wgh8KuahUMTr1EGQAsTGZ',\n",
       "  'trackName': 'Love You Better'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '5743xMYXTQJvCIIiSRTXTZ',\n",
       "  'trackName': 'wrong'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '4IWBM3QbriYkFLVrIBAHwx',\n",
       "  'trackName': 'take care'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '7yKRfKppKVW3MdhRbGHtI0',\n",
       "  'trackName': 'start//end'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '2dua8jWJY9wZ0y5Y5I7bhG',\n",
       "  'trackName': 'wings'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '6pPPm7T9JJOGdfjCTct54l',\n",
       "  'trackName': 'icarus'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '5b7dneE3n3E6STLGvTbqbr',\n",
       "  'trackName': 'lost//found'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '7EkMIQ2PzEzwQroLl6dUvw',\n",
       "  'trackName': 'crash'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '3jZihewg1kioufCyUKhm7w',\n",
       "  'trackName': 'gold'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '1C0wUTyX5wZA4AbZaZfZAB',\n",
       "  'trackName': 'forever//over'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '35PyN97gilboEXCn2HdzQa',\n",
       "  'trackName': 'float'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '3qXvTE8lZCCO5192IBxRwB',\n",
       "  'trackName': 'wonder'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '4z3eCIpMNMqy02VbRaWTRz',\n",
       "  'trackName': 'love; not wrong (brave)'},\n",
       " {'added_at': '2018-01-19T19:19:18Z',\n",
       "  'id': '7siokedVFaQOmRvAIwdmML',\n",
       "  'trackName': 'falling in reverse'},\n",
       " {'added_at': '2018-01-12T06:13:44Z',\n",
       "  'id': '3AqPL1n1wKc5DVFFnYuJhp',\n",
       "  'trackName': 'To Build A Home'},\n",
       " {'added_at': '2018-01-09T07:12:50Z',\n",
       "  'id': '2PhlrsYp7TSkK96ngbmL38',\n",
       "  'trackName': 'Into You'},\n",
       " {'added_at': '2018-01-08T16:15:51Z',\n",
       "  'id': '1doPgSHDy7zhJb0KCUx2Rd',\n",
       "  'trackName': 'Drama - Recorded at Spotify Studios NYC'},\n",
       " {'added_at': '2018-01-07T19:54:04Z',\n",
       "  'id': '3yWsWi2PAo9s6elIhnywIS',\n",
       "  'trackName': 'One Foot'},\n",
       " {'added_at': '2018-01-04T22:24:26Z',\n",
       "  'id': '5HI8Cc6mjgewOXmnrZAbYX',\n",
       "  'trackName': 'Heart Of Steel'},\n",
       " {'added_at': '2017-12-31T17:39:49Z',\n",
       "  'id': '0EN1Ws77lFPkluxnoQPbGY',\n",
       "  'trackName': 'Lost & Found'},\n",
       " {'added_at': '2017-12-22T01:23:39Z',\n",
       "  'id': '0OI7AFifLSoGzpb8bdBLLV',\n",
       "  'trackName': 'Home (with Machine Gun Kelly, X Ambassadors & Bebe Rexha)'},\n",
       " {'added_at': '2017-12-19T03:26:33Z',\n",
       "  'id': '2IQB5iBapo0Y37Yc0PtIZc',\n",
       "  'trackName': 'Contact'},\n",
       " {'added_at': '2017-12-19T02:17:33Z',\n",
       "  'id': '0W68dlJ9e4OcVWbECODJDM',\n",
       "  'trackName': 'Written In The Scars (feat. Wrabel)'},\n",
       " {'added_at': '2017-12-19T02:06:50Z',\n",
       "  'id': '3VuLFnOmk8EjVyehCJfzhT',\n",
       "  'trackName': 'Feel Good (feat. Daya) - Acoustic'},\n",
       " {'added_at': '2017-12-16T05:31:37Z',\n",
       "  'id': '12C6ufD5zOWsQGHQY7aXRM',\n",
       "  'trackName': 'The Violence'},\n",
       " {'added_at': '2017-12-09T22:05:56Z',\n",
       "  'id': '2D1dO1C8Cf0dTpPdXkXPly',\n",
       "  'trackName': 'If We Were Alone'},\n",
       " {'added_at': '2017-12-07T07:52:55Z',\n",
       "  'id': '2V1jR8mxrYCD9nXaem1tMz',\n",
       "  'trackName': 'Come Hang Out'},\n",
       " {'added_at': '2017-12-07T07:52:50Z',\n",
       "  'id': '1EwRTHXHW7knKiXN5s74R0',\n",
       "  'trackName': 'No Grass Today'},\n",
       " {'added_at': '2017-12-07T07:52:48Z',\n",
       "  'id': '4FquNAgja6onlomj4QLNvH',\n",
       "  'trackName': 'Turning Out'},\n",
       " {'added_at': '2017-12-06T18:42:56Z',\n",
       "  'id': '763v0n4szIsWp3HOsfi7qq',\n",
       "  'trackName': 'Good Together'},\n",
       " {'added_at': '2017-12-01T16:10:53Z',\n",
       "  'id': '7xHfguzndSR2jOpMxzqh3r',\n",
       "  'trackName': 'Glad You Came'},\n",
       " {'added_at': '2017-11-29T15:09:36Z',\n",
       "  'id': '7sHmFPQFdnXffbBSQy8aws',\n",
       "  'trackName': \"We Won't Leave You (Paperwings Remix)\"},\n",
       " {'added_at': '2017-11-29T15:09:34Z',\n",
       "  'id': '2Jlx7CGCVi3mRbKcA53YOn',\n",
       "  'trackName': 'Drew Barrymore'},\n",
       " {'added_at': '2017-11-17T15:16:35Z',\n",
       "  'id': '0RGUIOZtmOXTWOy5EjvQbP',\n",
       "  'trackName': 'Paris in the Rain'},\n",
       " {'added_at': '2017-11-10T17:26:17Z',\n",
       "  'id': '4nXFPq4VJcAJo5VAGfoWIq',\n",
       "  'trackName': 'Sweeter Without You - Zack Martino Remix'},\n",
       " {'added_at': '2017-11-07T22:19:14Z',\n",
       "  'id': '4tERsdVCLtLtrGdFBf9DGC',\n",
       "  'trackName': 'New'},\n",
       " {'added_at': '2017-11-02T20:18:03Z',\n",
       "  'id': '4Z1t1aMRif8ES212kTN8H2',\n",
       "  'trackName': 'Whole Heart'},\n",
       " {'added_at': '2017-11-02T20:17:59Z',\n",
       "  'id': '6LIe9o2p1xfj72rx4NDY8k',\n",
       "  'trackName': 'First Time - Gryffin Remix'},\n",
       " {'added_at': '2017-11-02T20:17:56Z',\n",
       "  'id': '4xLDWc1ymSHUhPUIoAcH8P',\n",
       "  'trackName': 'Love In Ruins (feat. Sinead Harnett)'},\n",
       " {'added_at': '2017-11-02T20:17:54Z',\n",
       "  'id': '4yeWP0EabOteKT2MzPyeJ8',\n",
       "  'trackName': 'Feel It Still - Gryffin Remix'},\n",
       " {'added_at': '2017-11-01T00:41:01Z',\n",
       "  'id': '1DkX0AcEDzuFeh4TEAl143',\n",
       "  'trackName': 'GRRRLS'},\n",
       " {'added_at': '2017-10-30T20:53:13Z',\n",
       "  'id': '1AkZj3zeUjpGUyZAjWQAc8',\n",
       "  'trackName': 'Worlds On Fire'},\n",
       " {'added_at': '2017-09-27T04:24:38Z',\n",
       "  'id': '0olfuwyx3RDaru9Bh7WatV',\n",
       "  'trackName': 'Crash Land (Ye. Remix)'},\n",
       " {'added_at': '2017-09-25T14:58:46Z',\n",
       "  'id': '4f1QbCjIAgQwnf7ms9NXWx',\n",
       "  'trackName': 'Me You'},\n",
       " {'added_at': '2017-09-25T01:26:15Z',\n",
       "  'id': '6HK4YGOpZr1ost68QP3ul0',\n",
       "  'trackName': 'Ride Slow'},\n",
       " {'added_at': '2017-09-25T01:26:09Z',\n",
       "  'id': '26OhjtaTamFocE08t83ml6',\n",
       "  'trackName': 'Psycho, Pt. 2'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '4d42YQbGZxwYq7YZiCkTDb',\n",
       "  'trackName': 'Needed You'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '0q7oMII7kWTj1ZSX6GT6LU',\n",
       "  'trackName': 'Crawl Outta Love'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '2uA2UMcHR5gztUSECJjK8k',\n",
       "  'trackName': 'No Time Like Now'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '4ZAerT2NicBmzZ4VkpmWEn',\n",
       "  'trackName': 'Free Fall'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '2oL0HIuo0cxIycDtJWbpuN',\n",
       "  'trackName': \"Where'd U Go\"},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '4G3IXyVRxSx5lLhUvv3fu3',\n",
       "  'trackName': 'Fractures'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '5XlvOh5YbJMp7CU3NoksNf',\n",
       "  'trackName': 'Leaving'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '4rIAqwhHGfWChQvQGYwEfR',\n",
       "  'trackName': 'Lost'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '5WggjuxMubr94bo33Aan4K',\n",
       "  'trackName': 'Sound of Walking Away'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '1bI9jePC8sxwC8wGtCDCqR',\n",
       "  'trackName': 'Taking Me Higher'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '0e0UxWGgjXoYAYUFhJgwji',\n",
       "  'trackName': 'Feel Good'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '4pWawf1Rq4qHDv4Ktqjg2D',\n",
       "  'trackName': 'Beautiful Creatures (feat. MAX)'},\n",
       " {'added_at': '2017-09-22T17:08:50Z',\n",
       "  'id': '43hcHVoAiHpkJ2gMbmO72h',\n",
       "  'trackName': 'Let You Go'},\n",
       " {'added_at': '2017-09-22T05:39:19Z',\n",
       "  'id': '6Pgkp4qUoTmJIPn7ReaGxL',\n",
       "  'trackName': 'Without You (feat. Sandro Cavazza)'},\n",
       " {'added_at': '2017-09-19T03:50:31Z',\n",
       "  'id': '7cM9Kqto11iJpY2RwgVJSq',\n",
       "  'trackName': 'Flare Guns'},\n",
       " {'added_at': '2017-09-19T03:50:13Z',\n",
       "  'id': '03t3IRKAyXPGeAWCidF03q',\n",
       "  'trackName': 'Hurt Somebody'},\n",
       " {'added_at': '2017-09-19T01:06:16Z',\n",
       "  'id': '4nGW06TRJOIrVRfjnuK4se',\n",
       "  'trackName': 'Out Of My Head'},\n",
       " {'added_at': '2017-09-19T01:06:06Z',\n",
       "  'id': '3nKatogrQGQkY1BGPPoiiK',\n",
       "  'trackName': 'Sixteen'},\n",
       " {'added_at': '2017-09-19T01:06:04Z',\n",
       "  'id': '74WO7vLynAEE2paZdck6bO',\n",
       "  'trackName': 'You Make Me'},\n",
       " {'added_at': '2017-09-19T01:05:53Z',\n",
       "  'id': '7eBtmw3nmUU1feJ9R4GPej',\n",
       "  'trackName': 'Paper Love'},\n",
       " {'added_at': '2017-09-19T01:05:43Z',\n",
       "  'id': '4kR9wpwM0AMHnLXesuY1AR',\n",
       "  'trackName': 'Virgo'},\n",
       " {'added_at': '2017-09-15T21:20:19Z',\n",
       "  'id': '26zQeCZTTfLg6O67jyKSc1',\n",
       "  'trackName': 'Sometimes Phoenix'},\n",
       " {'added_at': '2017-09-14T07:23:48Z',\n",
       "  'id': '2mTvrbkjut8EeWhC9oru6d',\n",
       "  'trackName': 'Leaving'},\n",
       " {'added_at': '2017-09-11T20:07:16Z',\n",
       "  'id': '1hLKGOpquBi12snIayBz3e',\n",
       "  'trackName': 'After Hours'},\n",
       " {'added_at': '2017-09-11T20:07:14Z',\n",
       "  'id': '1KZrUPMciRaJNDRtTVgokL',\n",
       "  'trackName': 'Blueblack'},\n",
       " {'added_at': '2017-09-10T01:46:08Z',\n",
       "  'id': '4YaNLEPw3MrIgkGOkBrAh2',\n",
       "  'trackName': 'Across The Room (feat. Leon Bridges)'},\n",
       " {'added_at': '2017-09-04T18:32:19Z',\n",
       "  'id': '6ghGfGpipODLLDyzcolTGW',\n",
       "  'trackName': 'Pray for Me (feat. Origami)'},\n",
       " {'added_at': '2017-09-03T16:14:25Z',\n",
       "  'id': '5vFshmrfuOng89bVtW33J9',\n",
       "  'trackName': 'The Sky Is A Neighborhood'},\n",
       " {'added_at': '2017-09-03T16:14:20Z',\n",
       "  'id': '28KYBZXnvRk560ty8mdVIQ',\n",
       "  'trackName': 'Run'},\n",
       " {'added_at': '2017-08-28T21:12:42Z',\n",
       "  'id': '0aCsQvJk7VXZ6HCHfV5vtj',\n",
       "  'trackName': 'The Little Things - Kasbo Remix'},\n",
       " {'added_at': '2017-08-25T16:31:59Z',\n",
       "  'id': '5oAgI7Pzg6vxuKrfapg3Pi',\n",
       "  'trackName': 'Pizza'},\n",
       " {'added_at': '2017-08-21T20:12:15Z',\n",
       "  'id': '32zkKx35Et6A515oZKxDkD',\n",
       "  'trackName': 'Life Itself'},\n",
       " {'added_at': '2017-08-19T21:29:17Z',\n",
       "  'id': '7vGuf3Y35N4wmASOKLUVVU',\n",
       "  'trackName': 'Silence'},\n",
       " {'added_at': '2017-08-19T20:29:31Z',\n",
       "  'id': '2EEeOnHehOozLq4aS0n6SL',\n",
       "  'trackName': 'iSpy (feat. Lil Yachty)'},\n",
       " {'added_at': '2017-08-17T18:09:27Z',\n",
       "  'id': '5bvNpG6wiIEf1PA13TkTu2',\n",
       "  'trackName': 'Phone Down'},\n",
       " {'added_at': '2017-08-17T17:22:08Z',\n",
       "  'id': '4sJAm5WXrKBycKF20bgEqB',\n",
       "  'trackName': 'Be There'},\n",
       " {'added_at': '2017-08-17T02:36:11Z',\n",
       "  'id': '0xOZTzwpERp1jrRk9Qly3Q',\n",
       "  'trackName': 'One Red Thread'},\n",
       " {'added_at': '2017-08-15T04:30:58Z',\n",
       "  'id': '6vWk151OrbHfKe4D6Z6tdV',\n",
       "  'trackName': 'Crawl Outta Love'},\n",
       " {'added_at': '2017-08-15T04:30:46Z',\n",
       "  'id': '4Df6RCPoJkH3YotB6Tu6vy',\n",
       "  'trackName': 'Good Thing'},\n",
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       "  'id': '4iWYPj04kHXcZK0st5yzZf',\n",
       "  'trackName': 'Courtesy Call'},\n",
       " {'added_at': '2015-02-24T22:28:28Z',\n",
       "  'id': '4BpJ6i8k3eS4JSL4SMu4O9',\n",
       "  'trackName': 'Black Soap'},\n",
       " {'added_at': '2015-02-22T19:58:04Z',\n",
       "  'id': '3A8FzVWAnRTurd7PCJy1Xg',\n",
       "  'trackName': 'Black Sun'},\n",
       " {'added_at': '2015-02-03T16:36:42Z',\n",
       "  'id': '6V0A3jkb9ntudO0kmcJ1xd',\n",
       "  'trackName': 'Figure It Out'},\n",
       " {'added_at': '2015-01-25T19:16:54Z',\n",
       "  'id': '5PcaFI3LnZBx8hHxqN8M8c',\n",
       "  'trackName': 'Kathleen'},\n",
       " {'added_at': '2015-01-23T03:46:44Z',\n",
       "  'id': '6JugKFXssO9L2tN8omeTPt',\n",
       "  'trackName': 'Thunder Clatter'},\n",
       " {'added_at': '2015-01-20T04:30:20Z',\n",
       "  'id': '1BMkpZPCz55RlfFqa5vaPb',\n",
       "  'trackName': 'Flames'},\n",
       " {'added_at': '2015-01-18T22:28:26Z',\n",
       "  'id': '0RDobfQ4AtlQ4EBKkiQkln',\n",
       "  'trackName': 'Overdose'},\n",
       " {'added_at': '2015-01-18T22:09:11Z',\n",
       "  'id': '3FNnWal7OeG4UZGpJ1mnTG',\n",
       "  'trackName': 'Outright'},\n",
       " {'added_at': '2015-01-18T21:49:26Z',\n",
       "  'id': '0vu0lY3Aj1DXAEDxvOSKuB',\n",
       "  'trackName': 'Stand Up'},\n",
       " {'added_at': '2015-01-18T19:44:08Z',\n",
       "  'id': '3cwmXVXmWwdtPqkakwAcDI',\n",
       "  'trackName': 'Trick Of The Light'},\n",
       " {'added_at': '2015-01-09T06:38:23Z',\n",
       "  'id': '0zgCM3xWaSKm7EA6WsxvDj',\n",
       "  'trackName': 'Beware the Dog'},\n",
       " {'added_at': '2015-01-09T06:32:06Z',\n",
       "  'id': '2sw0WCGMT1UtIwF9UHtkAT',\n",
       "  'trackName': 'All Over'},\n",
       " {'added_at': '2015-01-08T02:58:54Z',\n",
       "  'id': '13qqdlSeF8FcxsRyapDMZ0',\n",
       "  'trackName': 'Changes'},\n",
       " {'added_at': '2015-01-08T02:58:30Z',\n",
       "  'id': '3k9FFXVPn3ua8dlpkxlCvZ',\n",
       "  'trackName': 'Prayer In C - Robin Schulz Remix'},\n",
       " {'added_at': '2015-01-02T16:46:48Z',\n",
       "  'id': '2bCDjVF0utbJIHpG7osTvY',\n",
       "  'trackName': 'Neopolitan Dreams'},\n",
       " {'added_at': '2015-01-02T06:31:43Z',\n",
       "  'id': '1ACrlmuj2uFnUQ5BXIe549',\n",
       "  'trackName': 'The Wolfpack'},\n",
       " {'added_at': '2014-12-31T21:41:02Z',\n",
       "  'id': '5L95vS64rG1YMIFm1hLjyZ',\n",
       "  'trackName': 'Rollercoaster'},\n",
       " {'added_at': '2014-12-30T05:46:27Z',\n",
       "  'id': '4PvD06Pmbm2rHG2JjSlElF',\n",
       "  'trackName': 'Beggin For Thread'},\n",
       " {'added_at': '2014-12-28T07:54:26Z',\n",
       "  'id': '27RpK4R1y388Z3IiilCQG3',\n",
       "  'trackName': 'Afterlife'},\n",
       " {'added_at': '2014-12-24T18:06:11Z',\n",
       "  'id': '7jJH8F3PHlNvxfqEAAfFDl',\n",
       "  'trackName': 'I Choose You'},\n",
       " {'added_at': '2014-12-24T08:28:01Z',\n",
       "  'id': '5xrjJANQXCLXeMbNMugyaZ',\n",
       "  'trackName': 'Jubel - Original Mix'},\n",
       " {'added_at': '2014-12-22T00:55:38Z',\n",
       "  'id': '0z9UVN8VBHJ9HdfYsOuuNf',\n",
       "  'trackName': 'Safe & Sound - from The Hunger Games Soundtrack'},\n",
       " {'added_at': '2014-12-16T01:50:24Z',\n",
       "  'id': '50Un8I686hgpqk55uvSZUo',\n",
       "  'trackName': 'Say You Like Me'},\n",
       " {'added_at': '2014-12-16T01:50:10Z',\n",
       "  'id': '3igu6bCzkaIrioZIhK3p2n',\n",
       "  'trackName': 'Bad'},\n",
       " {'added_at': '2014-12-16T01:50:09Z',\n",
       "  'id': '49rpdsNYJirTTf6p6mMvag',\n",
       "  'trackName': 'Angel With A Shotgun'},\n",
       " {'added_at': '2014-12-11T15:07:22Z',\n",
       "  'id': '416MsJxvxSKY96DCmbJIRs',\n",
       "  'trackName': 'The Hanging Tree'},\n",
       " {'added_at': '2014-12-11T15:07:03Z',\n",
       "  'id': '0Nf53RDPZEjFrQE4B5n6Vf',\n",
       "  'trackName': 'Yellow Flicker Beat'},\n",
       " {'added_at': '2014-12-10T15:22:14Z',\n",
       "  'id': '1zxXEG06gL5D4AHO2DhLxe',\n",
       "  'trackName': 'Cardiac Arrest'},\n",
       " {'added_at': '2014-12-10T15:21:53Z',\n",
       "  'id': '6hrgeEo1WQOHVeF8QMv68S',\n",
       "  'trackName': 'Breathe Me'},\n",
       " {'added_at': '2014-12-10T15:21:39Z',\n",
       "  'id': '2on7Fof01DmUW0hrkIc6tz',\n",
       "  'trackName': 'Transpose'},\n",
       " {'added_at': '2014-12-09T18:43:02Z',\n",
       "  'id': '1almCHdsfikRPfVB9VrEdT',\n",
       "  'trackName': 'Little Do You Know'},\n",
       " {'added_at': '2014-12-09T18:43:01Z',\n",
       "  'id': '6Brmhk7BOshEQpEq8Fi9WB',\n",
       "  'trackName': 'Scarecrow'},\n",
       " {'added_at': '2014-11-17T14:47:31Z',\n",
       "  'id': '0aGSUNleFqs5HNEJcwqvXJ',\n",
       "  'trackName': 'First'},\n",
       " {'added_at': '2014-11-12T04:44:25Z',\n",
       "  'id': '2ubncjpv82GY5uES29L5ik',\n",
       "  'trackName': 'Compass'},\n",
       " {'added_at': '2014-11-10T02:16:22Z',\n",
       "  'id': '47ZZG0h29dfhpSvnwbWWO0',\n",
       "  'trackName': 'Hope in Front of Me'},\n",
       " {'added_at': '2014-11-10T02:16:05Z',\n",
       "  'id': '1RMVgmV8a5WohvIkPSnGtL',\n",
       "  'trackName': 'More Of You'},\n",
       " {'added_at': '2014-11-10T02:11:42Z',\n",
       "  'id': '2xspAutvFiUPSljSuWdimQ',\n",
       "  'trackName': 'Kings Die Like Other Men'},\n",
       " {'added_at': '2014-11-08T18:08:35Z',\n",
       "  'id': '19pQaJUSEtn31fpO6RozaH',\n",
       "  'trackName': 'A Million Little Pieces'},\n",
       " {'added_at': '2014-11-06T18:51:12Z',\n",
       "  'id': '2AGP16NS5LsvnskU9PdafD',\n",
       "  'trackName': 'Warriors'},\n",
       " {'added_at': '2014-11-06T18:51:10Z',\n",
       "  'id': '1K66si1ZELsRZzg7m7mcps',\n",
       "  'trackName': 'Shut Up and Dance'},\n",
       " {'added_at': '2014-11-04T21:44:34Z',\n",
       "  'id': '3c7vquF4xacCmFrxztLUVH',\n",
       "  'trackName': 'Dreaming'},\n",
       " {'added_at': '2014-11-02T22:27:44Z',\n",
       "  'id': '2RUhtNBh43RtSg0WBPPq3m',\n",
       "  'trackName': 'Naive'},\n",
       " {'added_at': '2014-10-22T03:36:02Z',\n",
       "  'id': '37sINbJZcFdHFAsVNsPq1i',\n",
       "  'trackName': 'Superheroes'},\n",
       " {'added_at': '2014-10-13T22:12:02Z',\n",
       "  'id': '5y1ojCNp0g9IU7tmsrXPQk',\n",
       "  'trackName': 'God Made Girls'},\n",
       " {'added_at': '2014-10-12T16:24:08Z',\n",
       "  'id': '6L6ra9mTlyQPmh7zGw58y1',\n",
       "  'trackName': 'Life Of The Party'},\n",
       " {'added_at': '2014-10-03T21:02:49Z',\n",
       "  'id': '5tjrH5xrpkgKgYd8zQgU8X',\n",
       "  'trackName': 'Stolen Dance'},\n",
       " {'added_at': '2014-09-26T04:21:42Z',\n",
       "  'id': '1EavLSmwRWtmkKEmlCfFzT',\n",
       "  'trackName': 'Wasted'},\n",
       " {'added_at': '2014-09-23T22:19:52Z',\n",
       "  'id': '4o0NjemqhmsYLIMwlcosvW',\n",
       "  'trackName': 'The Funeral'},\n",
       " {'added_at': '2014-09-22T17:58:42Z',\n",
       "  'id': '09mSRgoEyU5IBmSlOFbRYy',\n",
       "  'trackName': 'Zigzagging Toward the Light'},\n",
       " {'added_at': '2014-09-17T18:28:07Z',\n",
       "  'id': '13P5rwmk2EsoFRIz9UCeh9',\n",
       "  'trackName': 'Cool Kids'},\n",
       " {'added_at': '2014-09-17T04:57:11Z',\n",
       "  'id': '6Bj6CdIxDsBIQjDPsElCTs',\n",
       "  'trackName': 'Little Numbers - Acoustic Version'},\n",
       " {'added_at': '2014-09-17T04:28:57Z',\n",
       "  'id': '1bwDVeM0zQ8o9ua27PRXa4',\n",
       "  'trackName': 'River - Acoustic Version'},\n",
       " {'added_at': '2014-09-17T02:28:55Z',\n",
       "  'id': '5lxNrjf5UJhcsd8zx9AB1Y',\n",
       "  'trackName': 'Home'},\n",
       " {'added_at': '2014-09-17T00:43:30Z',\n",
       "  'id': '1dYGSsernyg8N0bMRgtO9Y',\n",
       "  'trackName': \"I Was Only 19 (Live From 'The People Speak')\"},\n",
       " {'added_at': '2014-09-14T21:08:05Z',\n",
       "  'id': '6d0wEqM0jJTNv1asKflGGi',\n",
       "  'trackName': 'Take Me to Church - Live From Spotify London'},\n",
       " {'added_at': '2014-09-09T18:16:55Z',\n",
       "  'id': '3EGObjEhLmWZ8uKcVRGtIi',\n",
       "  'trackName': 'How He Loves'},\n",
       " {'added_at': '2014-09-04T18:38:24Z',\n",
       "  'id': '25nzKGDiua1lE9Qo5V19GL',\n",
       "  'trackName': 'Young Blood'},\n",
       " {'added_at': '2014-09-04T02:05:29Z',\n",
       "  'id': '4PDXtZQ83AJzfLWX0lcJux',\n",
       "  'trackName': 'Shine'},\n",
       " {'added_at': '2014-09-03T23:57:40Z',\n",
       "  'id': '11KFOsPj1gf2nHnXBURLD0',\n",
       "  'trackName': 'Mother & Father'},\n",
       " {'added_at': '2014-09-02T22:31:39Z',\n",
       "  'id': '5whgXDGk9qpDMTZStyejg7',\n",
       "  'trackName': 'Waves'},\n",
       " {'added_at': '2014-09-02T17:13:14Z',\n",
       "  'id': '3B8wF7MFVcYTfbtwtZadTv',\n",
       "  'trackName': 'Girls Chase Boys'},\n",
       " {'added_at': '2014-09-01T16:27:31Z',\n",
       "  'id': '1vyrrrnb7182SL6iOMor3O',\n",
       "  'trackName': 'Youth'},\n",
       " {'added_at': '2014-08-28T16:31:21Z',\n",
       "  'id': '4u36UgoEkEBKED0BoqYscP',\n",
       "  'trackName': 'What You Know'},\n",
       " {'added_at': '2014-08-25T19:29:08Z',\n",
       "  'id': '24rFwAcC6eqPvyMuPynVGH',\n",
       "  'trackName': 'Home/Dirty Paws'},\n",
       " {'added_at': '2014-08-19T01:33:04Z',\n",
       "  'id': '7GJClzimvMSghjcrKxuf1M',\n",
       "  'trackName': 'Budapest'},\n",
       " {'added_at': '2014-08-03T04:55:10Z',\n",
       "  'id': '6fDppxd3UJGF8j9bRe2RVX',\n",
       "  'trackName': 'Mess Is Mine'},\n",
       " {'added_at': '2014-08-03T04:55:00Z',\n",
       "  'id': '3zr2s3o2Ye1j6t0ZMdoUYi',\n",
       "  'trackName': 'Song For Zula'},\n",
       " {'added_at': '2014-07-29T16:43:07Z',\n",
       "  'id': '3W2G2Bwt9UAM0sgUVhOC6E',\n",
       "  'trackName': 'The One That Got Away'},\n",
       " {'added_at': '2014-07-28T21:08:00Z',\n",
       "  'id': '7HoXQMOnJsat6T6KWKbIpi',\n",
       "  'trackName': 'Jezebel'},\n",
       " {'added_at': '2014-07-28T21:02:59Z',\n",
       "  'id': '1HNkqx9Ahdgi1Ixy2xkKkL',\n",
       "  'trackName': 'Photograph'},\n",
       " {'added_at': '2014-07-22T15:24:04Z',\n",
       "  'id': '2BBb3UMJBNlofpC25pbSp4',\n",
       "  'trackName': 'Call Me In The Afternoon'},\n",
       " {'added_at': '2014-07-22T06:20:35Z',\n",
       "  'id': '1KYzBXiEVwOnnhQnPDiVNo',\n",
       "  'trackName': 'Habits (Stay High)'}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = []\n",
    "tracks = sp.current_user_saved_tracks()\n",
    "while tracks[\"next\"]:\n",
    "    for track in tracks[\"items\"]:\n",
    "        newObject = {}\n",
    "        newObject[\"added_at\"] = track[\"added_at\"]\n",
    "        newObject[\"trackName\"] = track[\"track\"][\"name\"]\n",
    "        newObject[\"id\"] = track[\"track\"][\"id\"]\n",
    "        data.append(newObject)\n",
    "    tracks = sp.next(tracks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " {'acousticness': 0.654,\n",
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       "  'valence': 0.487},\n",
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       "  'id': '5whgXDGk9qpDMTZStyejg7',\n",
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       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/5whgXDGk9qpDMTZStyejg7',\n",
       "  'type': 'audio_features',\n",
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       "  'valence': 0.561},\n",
       " {'acousticness': 0.0289,\n",
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       "  'danceability': 0.495,\n",
       "  'duration_ms': 221413,\n",
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       "  'id': '3B8wF7MFVcYTfbtwtZadTv',\n",
       "  'instrumentalness': 8.14e-06,\n",
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       "  'valence': 0.436},\n",
       " {'acousticness': 0.000665,\n",
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       "  'id': '4u36UgoEkEBKED0BoqYscP',\n",
       "  'instrumentalness': 7.74e-06,\n",
       "  'key': 6,\n",
       "  'liveness': 0.0921,\n",
       "  'loudness': -4.003,\n",
       "  'mode': 0,\n",
       "  'speechiness': 0.0407,\n",
       "  'tempo': 139.048,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/4u36UgoEkEBKED0BoqYscP',\n",
       "  'type': 'audio_features',\n",
       "  'uri': 'spotify:track:4u36UgoEkEBKED0BoqYscP',\n",
       "  'valence': 0.841},\n",
       " {'acousticness': 0.85,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/24rFwAcC6eqPvyMuPynVGH',\n",
       "  'danceability': 0.663,\n",
       "  'duration_ms': 173509,\n",
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       "  'id': '24rFwAcC6eqPvyMuPynVGH',\n",
       "  'instrumentalness': 0,\n",
       "  'key': 2,\n",
       "  'liveness': 0.114,\n",
       "  'loudness': -10.89,\n",
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       "  'speechiness': 0.0313,\n",
       "  'tempo': 115.028,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/24rFwAcC6eqPvyMuPynVGH',\n",
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       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/7GJClzimvMSghjcrKxuf1M',\n",
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       " {'acousticness': 0.047,\n",
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       "  'duration_ms': 223640,\n",
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       "  'time_signature': 1,\n",
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       " {'acousticness': 0.729,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/3zr2s3o2Ye1j6t0ZMdoUYi',\n",
       "  'danceability': 0.492,\n",
       "  'duration_ms': 370200,\n",
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       "  'id': '3zr2s3o2Ye1j6t0ZMdoUYi',\n",
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       "  'key': 4,\n",
       "  'liveness': 0.0509,\n",
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       "  'speechiness': 0.0349,\n",
       "  'tempo': 86.016,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/3zr2s3o2Ye1j6t0ZMdoUYi',\n",
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       " {'acousticness': 0.692,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/3W2G2Bwt9UAM0sgUVhOC6E',\n",
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       "  'duration_ms': 212787,\n",
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       "  'id': '3W2G2Bwt9UAM0sgUVhOC6E',\n",
       "  'instrumentalness': 5.62e-06,\n",
       "  'key': 2,\n",
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       "  'loudness': -10.122,\n",
       "  'mode': 0,\n",
       "  'speechiness': 0.0291,\n",
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       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/3W2G2Bwt9UAM0sgUVhOC6E',\n",
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       "  'valence': 0.243},\n",
       " {'acousticness': 0.445,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/7HoXQMOnJsat6T6KWKbIpi',\n",
       "  'danceability': 0.58,\n",
       "  'duration_ms': 307013,\n",
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       "  'id': '7HoXQMOnJsat6T6KWKbIpi',\n",
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       "  'key': 2,\n",
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       "  'loudness': -9.188,\n",
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       "  'tempo': 102.108,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/7HoXQMOnJsat6T6KWKbIpi',\n",
       "  'type': 'audio_features',\n",
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       "  'valence': 0.362},\n",
       " {'acousticness': 0.607,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/1HNkqx9Ahdgi1Ixy2xkKkL',\n",
       "  'danceability': 0.614,\n",
       "  'duration_ms': 258987,\n",
       "  'energy': 0.379,\n",
       "  'id': '1HNkqx9Ahdgi1Ixy2xkKkL',\n",
       "  'instrumentalness': 0.000464,\n",
       "  'key': 4,\n",
       "  'liveness': 0.0986,\n",
       "  'loudness': -10.48,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.0476,\n",
       "  'tempo': 107.989,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/1HNkqx9Ahdgi1Ixy2xkKkL',\n",
       "  'type': 'audio_features',\n",
       "  'uri': 'spotify:track:1HNkqx9Ahdgi1Ixy2xkKkL',\n",
       "  'valence': 0.201},\n",
       " {'acousticness': 0.131,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2BBb3UMJBNlofpC25pbSp4',\n",
       "  'danceability': 0.536,\n",
       "  'duration_ms': 193240,\n",
       "  'energy': 0.946,\n",
       "  'id': '2BBb3UMJBNlofpC25pbSp4',\n",
       "  'instrumentalness': 0.00645,\n",
       "  'key': 1,\n",
       "  'liveness': 0.103,\n",
       "  'loudness': -7.932,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.0436,\n",
       "  'tempo': 88.554,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/2BBb3UMJBNlofpC25pbSp4',\n",
       "  'type': 'audio_features',\n",
       "  'uri': 'spotify:track:2BBb3UMJBNlofpC25pbSp4',\n",
       "  'valence': 0.629},\n",
       " {'acousticness': 0.052,\n",
       "  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/1KYzBXiEVwOnnhQnPDiVNo',\n",
       "  'danceability': 0.692,\n",
       "  'duration_ms': 208000,\n",
       "  'energy': 0.716,\n",
       "  'id': '1KYzBXiEVwOnnhQnPDiVNo',\n",
       "  'instrumentalness': 3.01e-05,\n",
       "  'key': 5,\n",
       "  'liveness': 0.088,\n",
       "  'loudness': -3.413,\n",
       "  'mode': 1,\n",
       "  'speechiness': 0.033,\n",
       "  'tempo': 109.996,\n",
       "  'time_signature': 4,\n",
       "  'track_href': 'https://api.spotify.com/v1/tracks/1KYzBXiEVwOnnhQnPDiVNo',\n",
       "  'type': 'audio_features',\n",
       "  'uri': 'spotify:track:1KYzBXiEVwOnnhQnPDiVNo',\n",
       "  'valence': 0.391}]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = []\n",
    "\n",
    "for i in range(0,len(data)):\n",
    "    audio_features = sp.audio_features(data[i]['id'])\n",
    "    for track in audio_features:\n",
    "        features.append(track)\n",
    "        \n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def merge_lists(l1, l2, key):\n",
    "  merged = {}\n",
    "  for item in l1+l2:\n",
    "    if item[key] in merged:\n",
    "      merged[item[key]].update(item)\n",
    "    else:\n",
    "      merged[item[key]] = item\n",
    "  return [val for (_, val) in merged.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedData = merge_lists(data, features , 'id')\n",
    "\n",
    "df= pd.DataFrame(mergedData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'liveness': 0.0882, 'instrumentalness': 0, 'time_signature': 4, 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/4alxY2DDLGFliiVSojsoO3', 'type': 'audio_features', 'duration_ms': 246500, 'added_at': '2016-07-07T22:45:32Z', 'valence': 0.122, 'energy': 0.557, 'track_href': 'https://api.spotify.com/v1/tracks/4alxY2DDLGFliiVSojsoO3', 'loudness': -5.643, 'id': '4alxY2DDLGFliiVSojsoO3', 'acousticness': 0.431, 'key': 3, 'tempo': 79.832, 'trackName': 'Your Life', 'speechiness': 0.0708, 'mode': 0, 'danceability': 0.458, 'uri': 'spotify:track:4alxY2DDLGFliiVSojsoO3'}\n"
     ]
    }
   ],
   "source": [
    "# import datetime, dateutil.parser\n",
    "\n",
    "# for data in mergedData:\n",
    "#     d = dateutil.parser.parse(data[\"added_at\"])\n",
    "#     mergedData[-1][\"day\"] = d.day\n",
    "#     mergedData[-1][\"month\"] = d.month\n",
    "#     mergedData[-1][\"year\"] = d.year\n",
    "#     #print(str(d.day) + \" \" + str(d.month) + \" \" + str(d.year))\n",
    "    \n",
    "print(mergedData[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"mySongsWithDate.csv\")"
   ]
  }
 ],
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