Playlist-Buddy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Playlist Buddy\n",
    "\n",
    "This notebook is the basis for the PlaylistBuddy.py.\n",
    "\n",
    "I experimented with the filtering of the recommended songs and then refined to workflow to produce the script. \n",
    "\n",
    "What you see here is more or less a more understandable version of the script.\n",
    "\n",
    "I wrote about the basic authentication, recommendation-retrieval and filtering in a Medium post: https://towardsdatascience.com/using-python-to-refine-your-spotify-recommendations-6dc08bcf408e\n",
    "\n",
    "\n",
    "## Imports\n",
    "\n",
    "The most important imports are spotipy, pandas, numpy and my own small library 'spotifuncs' here I use the wildcard import for experimentation, the script only imports necessary functions. spotifuncs itself uses pandas, sklearn, spotipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spotipy\n",
    "from spotipy.oauth2 import SpotifyClientCredentials\n",
    "import spotipy.util as util\n",
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from spotifuncs import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = Path(\"C:/Users/ms101/OneDrive/DataScience_ML/projects/spotify_app\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting the Credentials \n",
    "\n",
    "I stored the credentials and usernames in a .txt that was not uploaded to GitHub to ensure safety and avoid showing sensible information in my notebooks. \n",
    "\n",
    "Here I simply read the lines within the .txt files to retrieve the necessary information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(path / \"client_s.txt\") as f:\n",
    "    content = f.readlines()\n",
    "content = [x.strip() for x in content]\n",
    "\n",
    "client_id = content[0]\n",
    "client_secret = content[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(path / \"usernames.txt\") as f:\n",
    "    usernames = f.readlines()\n",
    "usernames = [x.strip() for x in usernames]\n",
    "\n",
    "username1 = usernames[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## App Scope\n",
    "\n",
    "For the most basic functionality of the following code to work for **public** playlists, the scope needs to contain at least “playlist-modify-public”.\n",
    "\n",
    "I wanted to explore the data and also be able to modify private playlists. Thus I added more to my scope.\n",
    "\n",
    "\n",
    "To view all available scopes click here: https://developer.spotify.com/documentation/general/guides/scopes/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "scope = \"user-library-read user-read-recently-played user-top-read playlist-modify-public playlist-modify-private playlist-read-private playlist-read-collaborative\"\n",
    "\n",
    "redirect_uri = \"https://developer.spotify.com/dashboard/applications/4a4e029d299a4241873db8300038bf0a\"\n",
    "\n",
    "client_credentials_manager = SpotifyClientCredentials(client_id=client_id, \n",
    "                                                      client_secret=client_secret)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Authenticate\n",
    "\n",
    "I reduced the authentication process to a function that can be found within the spotifuncs library. I describe it in more detail in my Medium post (see above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp_m = authenticate(redirect_uri, client_credentials_manager, username1, scope, client_id, client_secret)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting the playlist data\n",
    "\n",
    "For the exploration and building of the script I used a personal playlist called \"Redlightcandle\" which contains a lot of slow,calm techno/electro music. The playlist is fairly homogenous and has a specific 'feel' which was perfect for the first tests, as it was very easy to judge whether recommended songs fit the playlist or not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "redlight = sp_m.playlist(\"spotify:playlist:3zcSUFp0puoWXWXuFCF2e6\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I created a small function to create a dataframe from the SpotifyAPI-query results. I build in some assertions into most functions one of which I tested here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "AssertionError",
     "evalue": "sp needs to be specified for appending audio features",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-c124acdc9aed>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mredlight_df\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcreate_df_playlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mredlight\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;31m#see if assert error works\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\OneDrive\\DataScience_ML\\projects\\spotify_app\\app\\spotifuncs.py\u001b[0m in \u001b[0;36mcreate_df_playlist\u001b[1;34m(api_results, sp, append_audio)\u001b[0m\n\u001b[0;32m    198\u001b[0m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcreate_df_saved_songs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mapi_results\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"tracks\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    199\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mappend_audio\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 200\u001b[1;33m         \u001b[1;32massert\u001b[0m \u001b[0msp\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"sp needs to be specified for appending audio features\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    201\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mappend_audio_features\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    202\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: sp needs to be specified for appending audio features"
     ]
    }
   ],
   "source": [
    "redlight_df = create_df_playlist(redlight) #see if assert error works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Desert Woman</td>\n",
       "      <td>RINGOS DESERT</td>\n",
       "      <td>4O1nIKXTS87DKHIQejrn3n</td>\n",
       "      <td>ZHU</td>\n",
       "      <td>374610</td>\n",
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       "      <td>0.864</td>\n",
       "      <td>0.0657</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>122.987</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>York - Original Mix</td>\n",
       "      <td>York</td>\n",
       "      <td>3eJBKLhpOauQJlgoOSPErD</td>\n",
       "      <td>Christian Löffler</td>\n",
       "      <td>476675</td>\n",
       "      <td>49</td>\n",
       "      <td>0.696</td>\n",
       "      <td>0.634</td>\n",
       "      <td>11</td>\n",
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       "      <td>0.0403</td>\n",
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       "      <td>0.887</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.0359</td>\n",
       "      <td>118.035</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
       "      <td>Personal Space</td>\n",
       "      <td>Personal Space / Mulholland 99</td>\n",
       "      <td>3TYNQdnAM85I6P9UegzYKo</td>\n",
       "      <td>Yotto</td>\n",
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       "      <td>0.645</td>\n",
       "      <td>0.848</td>\n",
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       "      <td>0.956</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>122.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>October</td>\n",
       "      <td>October</td>\n",
       "      <td>6FIQ8o2hqlDmHQFoBKmKgW</td>\n",
       "      <td>Icarus</td>\n",
       "      <td>354102</td>\n",
       "      <td>60</td>\n",
       "      <td>0.365</td>\n",
       "      <td>0.711</td>\n",
       "      <td>8</td>\n",
       "      <td>-9.591</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.03060</td>\n",
       "      <td>0.913</td>\n",
       "      <td>0.0824</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>116.003</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Azure</td>\n",
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       "      <td>2VnlJCQMphFJUyYR5p7da2</td>\n",
       "      <td>Paul Kalkbrenner</td>\n",
       "      <td>364059</td>\n",
       "      <td>58</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.504</td>\n",
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       "      <td>0.0936</td>\n",
       "      <td>122.013</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>61</th>\n",
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       "      <td>Outer</td>\n",
       "      <td>6Q33LCkK8IO3JYuRl1sl0k</td>\n",
       "      <td>Dusky</td>\n",
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       "      <td>32</td>\n",
       "      <td>0.590</td>\n",
       "      <td>0.699</td>\n",
       "      <td>4</td>\n",
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       "      <td>0.211</td>\n",
       "      <td>0.2080</td>\n",
       "      <td>0.0367</td>\n",
       "      <td>119.979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Miss You</td>\n",
       "      <td>The Last Resort</td>\n",
       "      <td>4WTmtPRtIpjzgwBbQsMYyo</td>\n",
       "      <td>trentemøller</td>\n",
       "      <td>247817</td>\n",
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       "      <td>0.542</td>\n",
       "      <td>0.160</td>\n",
       "      <td>7</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0.928</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>126.921</td>\n",
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       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Exile 007 B2</td>\n",
       "      <td>EXILE 007</td>\n",
       "      <td>2BWiEuSIWsagua4DewdXY5</td>\n",
       "      <td>Johannes Heil</td>\n",
       "      <td>419351</td>\n",
       "      <td>41</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.588</td>\n",
       "      <td>10</td>\n",
       "      <td>-11.046</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0595</td>\n",
       "      <td>0.02990</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.0822</td>\n",
       "      <td>0.0506</td>\n",
       "      <td>128.989</td>\n",
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       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Nices Wölkchen</td>\n",
       "      <td>Amygdala</td>\n",
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       "      <td>DJ Koze</td>\n",
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       "      <td>43</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.387</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.2190</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>120.008</td>\n",
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       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Another Place</td>\n",
       "      <td>Another Place</td>\n",
       "      <td>1cyRXghdofqkqavGpQzHZt</td>\n",
       "      <td>AK</td>\n",
       "      <td>185294</td>\n",
       "      <td>36</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.709</td>\n",
       "      <td>7</td>\n",
       "      <td>-16.472</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0444</td>\n",
       "      <td>0.15000</td>\n",
       "      <td>0.830</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>136.047</td>\n",
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      ],
      "text/plain": [
       "             track_name                                              album  \\\n",
       "0          Desert Woman                                      RINGOS DESERT   \n",
       "1   York - Original Mix                                               York   \n",
       "2        Personal Space                     Personal Space / Mulholland 99   \n",
       "3               October                                            October   \n",
       "4                 Azure  Berlin Calling (The Soundtrack by Paul Kalkbre...   \n",
       "..                  ...                                                ...   \n",
       "61            Long Wait                                              Outer   \n",
       "62             Miss You                                    The Last Resort   \n",
       "63         Exile 007 B2                                          EXILE 007   \n",
       "64       Nices Wölkchen                                           Amygdala   \n",
       "65        Another Place                                      Another Place   \n",
       "\n",
       "                  track_id             artist  duration  popularity  \\\n",
       "0   4O1nIKXTS87DKHIQejrn3n                ZHU    374610          45   \n",
       "1   3eJBKLhpOauQJlgoOSPErD  Christian Löffler    476675          49   \n",
       "2   3TYNQdnAM85I6P9UegzYKo              Yotto    301295          47   \n",
       "3   6FIQ8o2hqlDmHQFoBKmKgW             Icarus    354102          60   \n",
       "4   2VnlJCQMphFJUyYR5p7da2   Paul Kalkbrenner    364059          58   \n",
       "..                     ...                ...       ...         ...   \n",
       "61  6Q33LCkK8IO3JYuRl1sl0k              Dusky    338026          32   \n",
       "62  4WTmtPRtIpjzgwBbQsMYyo       trentemøller    247817          54   \n",
       "63  2BWiEuSIWsagua4DewdXY5      Johannes Heil    419351          41   \n",
       "64  78WXbs2VMEGYXoGPyokKXZ            DJ Koze    331093          43   \n",
       "65  1cyRXghdofqkqavGpQzHZt                 AK    185294          36   \n",
       "\n",
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0          0.710   0.651    1    -8.537     1       0.0707       0.02230   \n",
       "1          0.696   0.634   11   -12.063     0       0.0403       0.15700   \n",
       "2          0.645   0.848    7    -6.913     1       0.0351       0.00254   \n",
       "3          0.365   0.711    8    -9.591     1       0.0355       0.03060   \n",
       "4          0.730   0.504    4   -13.915     1       0.0477       0.12400   \n",
       "..           ...     ...  ...       ...   ...          ...           ...   \n",
       "61         0.590   0.699    4   -10.834     0       0.0447       0.00760   \n",
       "62         0.542   0.160    7   -21.672     0       0.0365       0.94600   \n",
       "63         0.802   0.588   10   -11.046     0       0.0595       0.02990   \n",
       "64         0.700   0.387    1   -12.855     1       0.0566       0.24000   \n",
       "65         0.554   0.709    7   -16.472     0       0.0444       0.15000   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo  \n",
       "0              0.864    0.0657   0.1500  122.987  \n",
       "1              0.887    0.1290   0.0359  118.035  \n",
       "2              0.956    0.0868   0.0383  122.011  \n",
       "3              0.913    0.0824   0.1170  116.003  \n",
       "4              0.882    0.1070   0.0936  122.013  \n",
       "..               ...       ...      ...      ...  \n",
       "61             0.211    0.2080   0.0367  119.979  \n",
       "62             0.928    0.2630   0.1980  126.921  \n",
       "63             0.878    0.0822   0.0506  128.989  \n",
       "64             0.891    0.2190   0.1650  120.008  \n",
       "65             0.830    0.1110   0.1470  136.047  \n",
       "\n",
       "[66 rows x 17 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "redlight_df = create_df_playlist(redlight, sp = sp_m)\n",
    "redlight_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to create similarity scores I need the audio features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['danceability',\n",
       " 'energy',\n",
       " 'key',\n",
       " 'loudness',\n",
       " 'mode',\n",
       " 'speechiness',\n",
       " 'acousticness',\n",
       " 'instrumentalness',\n",
       " 'liveness',\n",
       " 'valence',\n",
       " 'tempo']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = redlight_df.columns[6:].tolist()\n",
    "cols"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mean Song\n",
    "\n",
    "I decided to create a \"mean song\" based on the playlist. This \"song\" can be used to filter playlists further, later in the process. \n",
    "\n",
    "This however is only a small refinement and does not work well for heterogenous playlists. **The feature is always optional when using the PlaylistBuddy.py script.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "danceability          0.695530\n",
       "energy                0.553364\n",
       "key                   6.015152\n",
       "loudness            -11.642197\n",
       "mode                  0.469697\n",
       "speechiness           0.059317\n",
       "acousticness          0.156192\n",
       "instrumentalness      0.828045\n",
       "liveness              0.114939\n",
       "valence               0.221280\n",
       "tempo               122.133924\n",
       "dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "redlight_df[cols].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_song = pd.DataFrame(columns=redlight_df.columns)\n",
    "mean_song.loc[\"mean\"] = redlight_df.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391892.30303</td>\n",
       "      <td>37.772727</td>\n",
       "      <td>0.69553</td>\n",
       "      <td>0.553364</td>\n",
       "      <td>6.015152</td>\n",
       "      <td>-11.642197</td>\n",
       "      <td>0.469697</td>\n",
       "      <td>0.059317</td>\n",
       "      <td>0.156192</td>\n",
       "      <td>0.828045</td>\n",
       "      <td>0.114939</td>\n",
       "      <td>0.22128</td>\n",
       "      <td>122.133924</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      track_name  album  track_id  artist      duration  popularity  \\\n",
       "mean         NaN    NaN       NaN     NaN  391892.30303   37.772727   \n",
       "\n",
       "      danceability    energy       key   loudness      mode  speechiness  \\\n",
       "mean       0.69553  0.553364  6.015152 -11.642197  0.469697     0.059317   \n",
       "\n",
       "      acousticness  instrumentalness  liveness  valence       tempo  \n",
       "mean      0.156192          0.828045  0.114939  0.22128  122.133924  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_song"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Spotifys own recommendations as a first step\n",
    "\n",
    "I decided to make use of Spotify's own recommendations. They are a good starting point but I feel like they need to be refined. Here they serve as the base for the recommended songs that are added to a playlist.\n",
    "\n",
    "All tracks in the current playlist are used as seed tracks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed_tracks = redlight_df[\"track_id\"].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(seed_tracks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SpotifyAPI only accepts a small list of seed tracks for each query which is unfortunate as I wanted to use the whole playlit as a seed for the recommendations. I worked around this by using \"packages\" of 5 seed tracks to retrieve 25 recommendations (basically 5 per song).\n",
    "\n",
    "All of these create the Recommendations Dataframe which is the basis for further filtering steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "recomm_dfs = []\n",
    "for i in range(5,len(seed_tracks)+1,5):\n",
    "    recomms = sp_m.recommendations(seed_tracks = seed_tracks[i-5:i],limit = 25)\n",
    "    recomms_df = append_audio_features(create_df_recommendations(recomms),sp_m)\n",
    "    recomm_dfs.append(recomms_df)\n",
    "recomms_df = pd.concat(recomm_dfs)\n",
    "recomms_df.reset_index(drop = True, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Domino</td>\n",
       "      <td>Domino Remixes</td>\n",
       "      <td>6VGNzYErt08Rai78mLkIzI</td>\n",
       "      <td>Oxia</td>\n",
       "      <td>435266</td>\n",
       "      <td>56</td>\n",
       "      <td>0.785</td>\n",
       "      <td>0.690</td>\n",
       "      <td>3</td>\n",
       "      <td>-10.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0698</td>\n",
       "      <td>0.002910</td>\n",
       "      <td>0.9070</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.2150</td>\n",
       "      <td>128.879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>We Are Mirage</td>\n",
       "      <td>Every Day</td>\n",
       "      <td>4tBYxCOPJXS2HefP749FWK</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>379344</td>\n",
       "      <td>41</td>\n",
       "      <td>0.559</td>\n",
       "      <td>0.782</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.732</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0339</td>\n",
       "      <td>0.000511</td>\n",
       "      <td>0.7190</td>\n",
       "      <td>0.4910</td>\n",
       "      <td>0.0727</td>\n",
       "      <td>127.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Strandfeest - Original</td>\n",
       "      <td>Strandfeest</td>\n",
       "      <td>2SzHWK7RjorlTq66S1nJrJ</td>\n",
       "      <td>Bakermat</td>\n",
       "      <td>275289</td>\n",
       "      <td>34</td>\n",
       "      <td>0.654</td>\n",
       "      <td>0.447</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.057</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0463</td>\n",
       "      <td>0.006110</td>\n",
       "      <td>0.9380</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.7370</td>\n",
       "      <td>126.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Branches</td>\n",
       "      <td>Don't Look Back</td>\n",
       "      <td>5FJKNksf8aF976BIIj6s6Q</td>\n",
       "      <td>Nora En Pure</td>\n",
       "      <td>190731</td>\n",
       "      <td>37</td>\n",
       "      <td>0.762</td>\n",
       "      <td>0.827</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.488</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0365</td>\n",
       "      <td>0.025700</td>\n",
       "      <td>0.8970</td>\n",
       "      <td>0.3550</td>\n",
       "      <td>0.3400</td>\n",
       "      <td>122.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>All I Know</td>\n",
       "      <td>All I Know</td>\n",
       "      <td>6tr6I3YJnHUqKHfJXnm4jk</td>\n",
       "      <td>EDX</td>\n",
       "      <td>148801</td>\n",
       "      <td>52</td>\n",
       "      <td>0.717</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.041</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.4770</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3540</td>\n",
       "      <td>124.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Araya</td>\n",
       "      <td>Araya</td>\n",
       "      <td>4qUlcJdpzSXRj0tb7luniD</td>\n",
       "      <td>Fatima Yamaha</td>\n",
       "      <td>358243</td>\n",
       "      <td>45</td>\n",
       "      <td>0.694</td>\n",
       "      <td>0.731</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.031</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0546</td>\n",
       "      <td>0.046900</td>\n",
       "      <td>0.8900</td>\n",
       "      <td>0.0964</td>\n",
       "      <td>0.4110</td>\n",
       "      <td>126.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Ringo</td>\n",
       "      <td>Sun:Sets 2018 (Selected by Chicane)</td>\n",
       "      <td>6ow8v22PKlDBg9NtrWxpmZ</td>\n",
       "      <td>Joris Voorn</td>\n",
       "      <td>251803</td>\n",
       "      <td>31</td>\n",
       "      <td>0.742</td>\n",
       "      <td>0.641</td>\n",
       "      <td>5</td>\n",
       "      <td>-8.725</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>0.119000</td>\n",
       "      <td>0.8800</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.5980</td>\n",
       "      <td>121.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Devil's Water - Reprise</td>\n",
       "      <td>Devil's Water</td>\n",
       "      <td>5roFk0NrkH8tirMrgoYKAF</td>\n",
       "      <td>Rennie Foster</td>\n",
       "      <td>310073</td>\n",
       "      <td>14</td>\n",
       "      <td>0.199</td>\n",
       "      <td>0.334</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.137</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>0.691000</td>\n",
       "      <td>0.0156</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>85.527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Tim</td>\n",
       "      <td>Tim</td>\n",
       "      <td>4wmrfUPuvK9phVehREZZ1X</td>\n",
       "      <td>ARTY</td>\n",
       "      <td>226875</td>\n",
       "      <td>49</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.909</td>\n",
       "      <td>4</td>\n",
       "      <td>-5.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.009090</td>\n",
       "      <td>0.8480</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>0.3220</td>\n",
       "      <td>128.025</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>325 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  track_name                                album  \\\n",
       "0                     Domino                       Domino Remixes   \n",
       "1              We Are Mirage                            Every Day   \n",
       "2     Strandfeest - Original                          Strandfeest   \n",
       "3                   Branches                      Don't Look Back   \n",
       "4                 All I Know                           All I Know   \n",
       "..                       ...                                  ...   \n",
       "320                    Araya                                Araya   \n",
       "321                    Ringo  Sun:Sets 2018 (Selected by Chicane)   \n",
       "322                  Breathe                              Breathe   \n",
       "323  Devil's Water - Reprise                        Devil's Water   \n",
       "324                      Tim                                  Tim   \n",
       "\n",
       "                   track_id         artist  duration  popularity  \\\n",
       "0    6VGNzYErt08Rai78mLkIzI           Oxia    435266          56   \n",
       "1    4tBYxCOPJXS2HefP749FWK     Eric Prydz    379344          41   \n",
       "2    2SzHWK7RjorlTq66S1nJrJ       Bakermat    275289          34   \n",
       "3    5FJKNksf8aF976BIIj6s6Q   Nora En Pure    190731          37   \n",
       "4    6tr6I3YJnHUqKHfJXnm4jk            EDX    148801          52   \n",
       "..                      ...            ...       ...         ...   \n",
       "320  4qUlcJdpzSXRj0tb7luniD  Fatima Yamaha    358243          45   \n",
       "321  6ow8v22PKlDBg9NtrWxpmZ    Joris Voorn    251803          31   \n",
       "322  6TR0FGw4zhlGbQALN065AI      CamelPhat    194232          68   \n",
       "323  5roFk0NrkH8tirMrgoYKAF  Rennie Foster    310073          14   \n",
       "324  4wmrfUPuvK9phVehREZZ1X           ARTY    226875          49   \n",
       "\n",
       "     danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0           0.785   0.690    3   -10.225     0       0.0698      0.002910   \n",
       "1           0.559   0.782    4    -6.732     0       0.0339      0.000511   \n",
       "2           0.654   0.447    1    -7.057     1       0.0463      0.006110   \n",
       "3           0.762   0.827    9    -6.488     0       0.0365      0.025700   \n",
       "4           0.717   0.944    1    -5.041     1       0.0386      0.005180   \n",
       "..            ...     ...  ...       ...   ...          ...           ...   \n",
       "320         0.694   0.731    1   -10.031     1       0.0546      0.046900   \n",
       "321         0.742   0.641    5    -8.725     0       0.0500      0.119000   \n",
       "322         0.595   0.877    9    -7.414     0       0.0442      0.006460   \n",
       "323         0.199   0.334    1   -10.137     0       0.0380      0.691000   \n",
       "324         0.250   0.909    4    -5.407     1       0.0414      0.009090   \n",
       "\n",
       "     instrumentalness  liveness  valence    tempo  \n",
       "0              0.9070    0.2030   0.2150  128.879  \n",
       "1              0.7190    0.4910   0.0727  127.983  \n",
       "2              0.9380    0.0828   0.7370  126.016  \n",
       "3              0.8970    0.3550   0.3400  122.978  \n",
       "4              0.4770    0.1130   0.3540  124.993  \n",
       "..                ...       ...      ...      ...  \n",
       "320            0.8900    0.0964   0.4110  126.016  \n",
       "321            0.8800    0.1180   0.5980  121.980  \n",
       "322            0.0879    0.3980   0.0810  125.015  \n",
       "323            0.0156    0.2260   0.0841   85.527  \n",
       "324            0.8480    0.1360   0.3220  128.025  \n",
       "\n",
       "[325 rows x 17 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recomms_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Similarity Scores\n",
    "\n",
    "### Scaler Testing\n",
    "At the beginning I used StandardScaling before creating the similarity scores. I switched to MinMaxScaling as it doesn't change the distributions and most features hat a range between 0 and 1 already.\n",
    "\n",
    "Below are the remains of the `create_similarity_score` modified to use the MinMaxScaler **before** it was introduced to the spotifuncs library.\n",
    "\n",
    "The code below contains a lot of commented out lines from this test. I basically created recommendations with both techniques and compared their result. Due to the nature of the tast in the end I had to manually judge whether there were any differences between the two methods.\n",
    "\n",
    "In the end I opted for MinMaxScaling. It makes more sense from a theoretical standpoint and showed as good if not better results than Standard Scaling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "##testing whether MinMax Scaling works better than StandardScaling\n",
    "## MinMax has been adopted for the spotifuncs function\n",
    "# from sklearn.preprocessing import MinMaxScaler\n",
    "# def test_create_similarity_score(df1,df2,similarity_score = \"cosine_sim\"):\n",
    "#     \"\"\" \n",
    "#     Creates a similarity matrix for the audio features (except key and mode) of two Dataframes.\n",
    "\n",
    "#     Parameters\n",
    "#     ----------\n",
    "#     df1 : DataFrame containing track_name,track_id, artist,album,duration,popularity\n",
    "#             and all audio features\n",
    "#     df2 : DataFrame containing track_name,track_id, artist,album,duration,popularity\n",
    "#             and all audio features\n",
    "    \n",
    "#     similarity_score: similarity measure (linear,cosine_sim)\n",
    "\n",
    "#     Returns\n",
    "#     -------\n",
    "#     A matrix of similarity scores for the audio features of both DataFrames.\n",
    "#     \"\"\"\n",
    "    \n",
    "#     assert list(df1.columns[6:]) == list(df2.columns[6:]), \"dataframes need to contain the same columns\"\n",
    "#     features = list(df1.columns[6:])\n",
    "#     features.remove('key')\n",
    "#     features.remove('mode')\n",
    "#     df_features1,df_features2 = df1[features],df2[features]\n",
    "#     scaler = MinMaxScaler()\n",
    "#     df_features_scaled1,df_features_scaled2 = scaler.fit_transform(df_features1),scaler.fit_transform(df_features2)\n",
    "#     if similarity_score == \"linear\":\n",
    "#         linear_sim = linear_kernel(df_features_scaled1, df_features_scaled2)\n",
    "#         return linear_sim\n",
    "#     elif similarity_score == \"cosine_sim\":\n",
    "#         cosine_sim = cosine_similarity(df_features_scaled1, df_features_scaled2)\n",
    "#         return cosine_sim\n",
    "#     #other measures may be implemented in the future\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity_score = create_similarity_score(redlight_df,recomms_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test_similarity_score = test_create_similarity_score(redlight_df,recomms_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(66, 325)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity_score.shape#, test_similarity_score.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here I am retrieving the index of the most similar song to each song of the original playlist to then keep these song as a more refined list of recommended songs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[109,\n",
       " 60,\n",
       " 14,\n",
       " 295,\n",
       " 307,\n",
       " 34,\n",
       " 185,\n",
       " 83,\n",
       " 131,\n",
       " 91,\n",
       " 4,\n",
       " 267,\n",
       " 267,\n",
       " 68,\n",
       " 303,\n",
       " 221,\n",
       " 86,\n",
       " 22,\n",
       " 185,\n",
       " 184,\n",
       " 129,\n",
       " 267,\n",
       " 207,\n",
       " 267,\n",
       " 307,\n",
       " 251,\n",
       " 251,\n",
       " 106,\n",
       " 21,\n",
       " 179,\n",
       " 165,\n",
       " 303,\n",
       " 218,\n",
       " 251,\n",
       " 298,\n",
       " 185,\n",
       " 40,\n",
       " 113,\n",
       " 307,\n",
       " 190,\n",
       " 182,\n",
       " 271,\n",
       " 154,\n",
       " 15,\n",
       " 192,\n",
       " 22,\n",
       " 198,\n",
       " 66,\n",
       " 122,\n",
       " 185,\n",
       " 210,\n",
       " 181,\n",
       " 251,\n",
       " 211,\n",
       " 49,\n",
       " 247,\n",
       " 295,\n",
       " 295,\n",
       " 299,\n",
       " 189,\n",
       " 288,\n",
       " 322,\n",
       " 211,\n",
       " 254,\n",
       " 36,\n",
       " 185]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[np.argmax(i) for i in similarity_score]#, [np.argmax(i) for i in test_similarity_score]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_recomms = recomms_df.iloc[[np.argmax(i) for i in similarity_score]]\n",
    "final_recomms = final_recomms.drop_duplicates().reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test_final_recomms = recomms_df.iloc[[np.argmax(i) for i in test_similarity_score]]\n",
    "#test_final_recomms = test_final_recomms.drop_duplicates().reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flicker - Mixed</td>\n",
       "      <td>fabric presents Bonobo (DJ Mix)</td>\n",
       "      <td>6jhm7KeidwkYSop3tWEpCR</td>\n",
       "      <td>Bonobo</td>\n",
       "      <td>337653</td>\n",
       "      <td>41</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.719</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>0.78800</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.0883</td>\n",
       "      <td>121.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Monogamy - Original Mix</td>\n",
       "      <td>Monogamy/Polygamy EP</td>\n",
       "      <td>1Fjt2qzntJQN3yuuzF4iZK</td>\n",
       "      <td>Sascha Braemer</td>\n",
       "      <td>370730</td>\n",
       "      <td>39</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.710</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.281</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.89000</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.0948</td>\n",
       "      <td>120.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Opus - Four Tet Remix</td>\n",
       "      <td>Opus (Four Tet Remix)</td>\n",
       "      <td>3Iw9Nr3rmMM7L4FjSV7DEB</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>598928</td>\n",
       "      <td>40</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.764</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.928</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.002020</td>\n",
       "      <td>0.90400</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>125.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Point</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>0lf0PVp2zmn7lL2DpPjEtt</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>430184</td>\n",
       "      <td>21</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.636</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.627</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.040400</td>\n",
       "      <td>0.88800</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>140.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lion - Jamie XX Remix</td>\n",
       "      <td>Pink Remixes</td>\n",
       "      <td>48MEgryHl7JrjZC4ZOQmui</td>\n",
       "      <td>Four Tet</td>\n",
       "      <td>428500</td>\n",
       "      <td>41</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.497</td>\n",
       "      <td>10</td>\n",
       "      <td>-15.477</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0647</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.84700</td>\n",
       "      <td>0.3480</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>120.019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>House Arrest - Chris Lorenzo Remix</td>\n",
       "      <td>House Arrest (Chris Lorenzo Remix)</td>\n",
       "      <td>5x58wIDdtxADXRZoRxKSSO</td>\n",
       "      <td>Sofi Tukker</td>\n",
       "      <td>218709</td>\n",
       "      <td>50</td>\n",
       "      <td>0.752</td>\n",
       "      <td>0.811</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.70100</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>124.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coffee &amp; Dub - Original Mix</td>\n",
       "      <td>Techno For Breakfast EP</td>\n",
       "      <td>6AQCOXUWAaB7rSq0Ms2l4U</td>\n",
       "      <td>Sonitus Eco</td>\n",
       "      <td>424000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.597</td>\n",
       "      <td>0.543</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.2620</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>125.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The End Of It All 2015 Mix</td>\n",
       "      <td>The End Of It All 2015 mix</td>\n",
       "      <td>0mYY8g0ikVTIi8cZndMGtb</td>\n",
       "      <td>John Tejada</td>\n",
       "      <td>397800</td>\n",
       "      <td>25</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.724</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.003260</td>\n",
       "      <td>0.94900</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>126.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future Days - Hey! Douglas Remix</td>\n",
       "      <td>Future Days (Remixes)</td>\n",
       "      <td>2gKrcGKOIhJNhd74kEcWtx</td>\n",
       "      <td>islandman</td>\n",
       "      <td>309691</td>\n",
       "      <td>43</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.760</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.492</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.69200</td>\n",
       "      <td>0.0955</td>\n",
       "      <td>0.4940</td>\n",
       "      <td>106.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bitter Fater - Radio Edit</td>\n",
       "      <td>Bitter Fate (Radio Edit)</td>\n",
       "      <td>0IBfTHJvcSVMaOEfPBi2Oj</td>\n",
       "      <td>Edu Imbernon</td>\n",
       "      <td>330243</td>\n",
       "      <td>19</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.912</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.215</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0406</td>\n",
       "      <td>0.005380</td>\n",
       "      <td>0.76400</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>121.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>All I Know</td>\n",
       "      <td>All I Know</td>\n",
       "      <td>6tr6I3YJnHUqKHfJXnm4jk</td>\n",
       "      <td>EDX</td>\n",
       "      <td>148801</td>\n",
       "      <td>52</td>\n",
       "      <td>0.717</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.041</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.47700</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3540</td>\n",
       "      <td>124.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kanun - Original Mix</td>\n",
       "      <td>Kanun</td>\n",
       "      <td>3Pd1HEol9zpq1hXQTewJSP</td>\n",
       "      <td>Jacob Groening</td>\n",
       "      <td>366888</td>\n",
       "      <td>54</td>\n",
       "      <td>0.858</td>\n",
       "      <td>0.507</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.317</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.047400</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>114.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Siren</td>\n",
       "      <td>Siren</td>\n",
       "      <td>5umBsHgpB2WsRA9ccQZGdz</td>\n",
       "      <td>Tourist</td>\n",
       "      <td>382767</td>\n",
       "      <td>52</td>\n",
       "      <td>0.340</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0446</td>\n",
       "      <td>0.074100</td>\n",
       "      <td>0.89200</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>127.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pnom Gobal</td>\n",
       "      <td>Thora Vukk</td>\n",
       "      <td>6sWsFzAQ8OHGxjgRlkIou2</td>\n",
       "      <td>Robag Wruhme</td>\n",
       "      <td>318346</td>\n",
       "      <td>30</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>121.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fundamental Feeling</td>\n",
       "      <td>Chill Positive Vibes</td>\n",
       "      <td>5zk2uUS7HNe28gItJUnycd</td>\n",
       "      <td>The Sura Quintet</td>\n",
       "      <td>364800</td>\n",
       "      <td>14</td>\n",
       "      <td>0.769</td>\n",
       "      <td>0.602</td>\n",
       "      <td>4</td>\n",
       "      <td>-9.426</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0876</td>\n",
       "      <td>0.108000</td>\n",
       "      <td>0.85300</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>99.997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kabuffeule</td>\n",
       "      <td>Schleiermeier</td>\n",
       "      <td>5PAPa1hUXJuAtNJITL8jy6</td>\n",
       "      <td>Coss</td>\n",
       "      <td>404204</td>\n",
       "      <td>34</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.492</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.89700</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.5460</td>\n",
       "      <td>117.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Premium Emo - Original Mix</td>\n",
       "      <td>Anjunadeep 06</td>\n",
       "      <td>5dTuEVETmQ15gP2M8E5I45</td>\n",
       "      <td>16BL</td>\n",
       "      <td>465533</td>\n",
       "      <td>32</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.800</td>\n",
       "      <td>3</td>\n",
       "      <td>-8.028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.437000</td>\n",
       "      <td>0.96600</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>121.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palm Tree Memories - n'to Remix</td>\n",
       "      <td>Palm Tree Memories</td>\n",
       "      <td>7kbaX2gvfPayg8ZmQSmnst</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>419514</td>\n",
       "      <td>35</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.350</td>\n",
       "      <td>4</td>\n",
       "      <td>-13.974</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0721</td>\n",
       "      <td>0.177000</td>\n",
       "      <td>0.94300</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>0.2990</td>\n",
       "      <td>122.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Between The Lines</td>\n",
       "      <td>Oddyssey</td>\n",
       "      <td>0JWL4WXYrDdg2HgN5zz6bj</td>\n",
       "      <td>Amtrac</td>\n",
       "      <td>277717</td>\n",
       "      <td>37</td>\n",
       "      <td>0.486</td>\n",
       "      <td>0.926</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.011300</td>\n",
       "      <td>0.70800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>139.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Phala</td>\n",
       "      <td>Viracochas, Vol. 1</td>\n",
       "      <td>1BPshwPbRrhH3trhZIMtHx</td>\n",
       "      <td>Dandara</td>\n",
       "      <td>432408</td>\n",
       "      <td>22</td>\n",
       "      <td>0.809</td>\n",
       "      <td>0.619</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.446</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>112.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>From the Beginning - Short Version</td>\n",
       "      <td>From the Beginning</td>\n",
       "      <td>3Nc13NQOp2ZblNvdrcdvVp</td>\n",
       "      <td>Zazou</td>\n",
       "      <td>247589</td>\n",
       "      <td>46</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.514</td>\n",
       "      <td>7</td>\n",
       "      <td>-12.261</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0685</td>\n",
       "      <td>0.358000</td>\n",
       "      <td>0.80700</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>0.2680</td>\n",
       "      <td>92.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Customer Is King</td>\n",
       "      <td>Customer Is King EP</td>\n",
       "      <td>1SWyGZhn3nyLUZRfWvQ0to</td>\n",
       "      <td>Solomun</td>\n",
       "      <td>476237</td>\n",
       "      <td>44</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.497</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>123.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Just</td>\n",
       "      <td>Brightest Lights</td>\n",
       "      <td>6BHx1NCBASduR31WNTzm5S</td>\n",
       "      <td>Lane 8</td>\n",
       "      <td>290731</td>\n",
       "      <td>51</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.565</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.195</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.481000</td>\n",
       "      <td>0.95100</td>\n",
       "      <td>0.3130</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>122.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Youtan</td>\n",
       "      <td>Hypnosis</td>\n",
       "      <td>2uZqHs76XjmTRCM7Qhaw8Z</td>\n",
       "      <td>Yør Kultura</td>\n",
       "      <td>521953</td>\n",
       "      <td>33</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.427</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.212</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.003810</td>\n",
       "      <td>0.86800</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>104.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>For Eternity - Love over Entropy Remix</td>\n",
       "      <td>For Eternity</td>\n",
       "      <td>2LPFJwyO8s8FvwnNXKac54</td>\n",
       "      <td>Armen Miran</td>\n",
       "      <td>427019</td>\n",
       "      <td>39</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.715</td>\n",
       "      <td>4</td>\n",
       "      <td>-12.427</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0449</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2230</td>\n",
       "      <td>115.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Love Inc</td>\n",
       "      <td>Eve</td>\n",
       "      <td>5BbafbYWCjtiwVbBJg4PH5</td>\n",
       "      <td>Booka Shade</td>\n",
       "      <td>361000</td>\n",
       "      <td>47</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.736</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.004</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.008180</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>122.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Rue de soleil</td>\n",
       "      <td>Bar Grooves in Da Mix 2011</td>\n",
       "      <td>2T5KYyAzf35rb9dkUJrxid</td>\n",
       "      <td>Philippe Legrand</td>\n",
       "      <td>151869</td>\n",
       "      <td>5</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.719</td>\n",
       "      <td>1</td>\n",
       "      <td>-9.670</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.442000</td>\n",
       "      <td>0.87800</td>\n",
       "      <td>0.6120</td>\n",
       "      <td>0.5740</td>\n",
       "      <td>90.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leafs</td>\n",
       "      <td>Hinterland</td>\n",
       "      <td>16jbjK5jP3DpGJqbbtdwrJ</td>\n",
       "      <td>Recondite</td>\n",
       "      <td>312580</td>\n",
       "      <td>32</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0.345</td>\n",
       "      <td>4</td>\n",
       "      <td>-14.106</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>0.92800</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>109.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ordinary - Lake People's Circle Motive Remix</td>\n",
       "      <td>Ordinary</td>\n",
       "      <td>5esTnUp3cLgKsU2Etci2Ao</td>\n",
       "      <td>Kollektiv Turmstrasse</td>\n",
       "      <td>499282</td>\n",
       "      <td>45</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.488</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.117</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.86400</td>\n",
       "      <td>0.0527</td>\n",
       "      <td>0.0970</td>\n",
       "      <td>121.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Blind Navigator - Extended Mix</td>\n",
       "      <td>The Blind Navigator / Like Clockwork</td>\n",
       "      <td>7cNTILvUTNXwueXOaoUBMK</td>\n",
       "      <td>Kasper Koman</td>\n",
       "      <td>475485</td>\n",
       "      <td>31</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.866</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.713</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.058800</td>\n",
       "      <td>0.81000</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>122.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Exotope</td>\n",
       "      <td>Exo</td>\n",
       "      <td>0xKD4wFzyUDwTGhLrCmW62</td>\n",
       "      <td>Rjega</td>\n",
       "      <td>440726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.153000</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>122.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Progress in Happiness Remix</td>\n",
       "      <td>Remixed</td>\n",
       "      <td>3yWAL1YkmsxmmH0opUFVgR</td>\n",
       "      <td>Kick Bong</td>\n",
       "      <td>355226</td>\n",
       "      <td>31</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>0.86900</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.2780</td>\n",
       "      <td>114.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>41WfYLOlpjo47X3bq6n8LI</td>\n",
       "      <td>Landikhan</td>\n",
       "      <td>395632</td>\n",
       "      <td>26</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.061900</td>\n",
       "      <td>0.81900</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>117.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>A Tribe Called Kotori</td>\n",
       "      <td>The Arc of Tension</td>\n",
       "      <td>239SrBPZi0xs1OQZmedr6q</td>\n",
       "      <td>Oliver Koletzki</td>\n",
       "      <td>370453</td>\n",
       "      <td>53</td>\n",
       "      <td>0.627</td>\n",
       "      <td>0.496</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.866</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0396</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>0.83100</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>0.0801</td>\n",
       "      <td>95.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Waiting</td>\n",
       "      <td>Deeparture</td>\n",
       "      <td>7euYrovRu4uDo2jXN5H7eF</td>\n",
       "      <td>Helly Larson</td>\n",
       "      <td>405594</td>\n",
       "      <td>21</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.436</td>\n",
       "      <td>3</td>\n",
       "      <td>-15.486</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0553</td>\n",
       "      <td>0.158000</td>\n",
       "      <td>0.88400</td>\n",
       "      <td>0.2970</td>\n",
       "      <td>0.4620</td>\n",
       "      <td>121.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Davos</td>\n",
       "      <td>Unsurfaced</td>\n",
       "      <td>47GeOpdqcvKuck5xL13JCo</td>\n",
       "      <td>Pablo Bolivar</td>\n",
       "      <td>400236</td>\n",
       "      <td>11</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.627</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.091</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>0.92000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.3170</td>\n",
       "      <td>123.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ray</td>\n",
       "      <td>Ray</td>\n",
       "      <td>1W34fm437pe2u3mWBpGyx0</td>\n",
       "      <td>Adriatique</td>\n",
       "      <td>392674</td>\n",
       "      <td>44</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.497</td>\n",
       "      <td>7</td>\n",
       "      <td>-11.137</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.88600</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>123.009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kolido</td>\n",
       "      <td>Ghostly Swim 2</td>\n",
       "      <td>3N3HpcVZGHKRz94fox04t1</td>\n",
       "      <td>Dauwd</td>\n",
       "      <td>411003</td>\n",
       "      <td>41</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.583</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.034300</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.0984</td>\n",
       "      <td>124.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>XOXO</td>\n",
       "      <td>Before We Begin</td>\n",
       "      <td>0hc8222PEUSoidjYDRy86Z</td>\n",
       "      <td>Emmit Fenn</td>\n",
       "      <td>519500</td>\n",
       "      <td>38</td>\n",
       "      <td>0.445</td>\n",
       "      <td>0.362</td>\n",
       "      <td>11</td>\n",
       "      <td>-15.300</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.695000</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>120.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Spectrum II - Colors - Zzzzra Remix</td>\n",
       "      <td>Spectrum</td>\n",
       "      <td>60obeIuD9b0zTOoQBaXBwl</td>\n",
       "      <td>Dublicator</td>\n",
       "      <td>378586</td>\n",
       "      <td>13</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.681</td>\n",
       "      <td>1</td>\n",
       "      <td>-13.538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>111.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Miss You</td>\n",
       "      <td>The Last Resort</td>\n",
       "      <td>4WTmtPRtIpjzgwBbQsMYyo</td>\n",
       "      <td>trentemøller</td>\n",
       "      <td>247817</td>\n",
       "      <td>54</td>\n",
       "      <td>0.542</td>\n",
       "      <td>0.160</td>\n",
       "      <td>7</td>\n",
       "      <td>-21.672</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0365</td>\n",
       "      <td>0.946000</td>\n",
       "      <td>0.92800</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>126.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>4xZax8srPgsXV2mpMerqEk</td>\n",
       "      <td>i_o</td>\n",
       "      <td>223280</td>\n",
       "      <td>65</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.950</td>\n",
       "      <td>8</td>\n",
       "      <td>-4.595</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>0.002030</td>\n",
       "      <td>0.53800</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>134.982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>1lXbVK6pYYRxcDcBLaPME2</td>\n",
       "      <td>Chainless</td>\n",
       "      <td>190280</td>\n",
       "      <td>43</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.828</td>\n",
       "      <td>10</td>\n",
       "      <td>-2.216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.006870</td>\n",
       "      <td>0.87000</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>161.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Sunset - Joris Delacroix Remix</td>\n",
       "      <td>Sunset</td>\n",
       "      <td>3FV1zVLMiz3yOmmUGgTlfW</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>467660</td>\n",
       "      <td>52</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.631</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.365</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.067200</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.1700</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>121.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Waterfront</td>\n",
       "      <td>The Imperative</td>\n",
       "      <td>1MYmAuCgqr80h9aGatlwkQ</td>\n",
       "      <td>Vorso</td>\n",
       "      <td>277344</td>\n",
       "      <td>29</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.828</td>\n",
       "      <td>5</td>\n",
       "      <td>-7.654</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.021300</td>\n",
       "      <td>0.68900</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>127.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Joda - Worakls Remix</td>\n",
       "      <td>Hungry Music Remix, Vol. 1</td>\n",
       "      <td>7MiYNyj5si5yiWyeSkgzqB</td>\n",
       "      <td>Joachim Pastor</td>\n",
       "      <td>338086</td>\n",
       "      <td>52</td>\n",
       "      <td>0.757</td>\n",
       "      <td>0.678</td>\n",
       "      <td>3</td>\n",
       "      <td>-11.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.039900</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>115.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Haus - Rework</td>\n",
       "      <td>Anima Mundi</td>\n",
       "      <td>4ZeT54Dc34PNya05wj2BKB</td>\n",
       "      <td>Vril</td>\n",
       "      <td>404429</td>\n",
       "      <td>27</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.469</td>\n",
       "      <td>11</td>\n",
       "      <td>-16.610</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0459</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.80900</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.2570</td>\n",
       "      <td>115.012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      track_name  \\\n",
       "0                                Flicker - Mixed   \n",
       "1                        Monogamy - Original Mix   \n",
       "2                          Opus - Four Tet Remix   \n",
       "3                                  Battery Point   \n",
       "4                          Lion - Jamie XX Remix   \n",
       "5             House Arrest - Chris Lorenzo Remix   \n",
       "6                    Coffee & Dub - Original Mix   \n",
       "7                     The End Of It All 2015 Mix   \n",
       "8               Future Days - Hey! Douglas Remix   \n",
       "9                      Bitter Fater - Radio Edit   \n",
       "10                                    All I Know   \n",
       "11                          Kanun - Original Mix   \n",
       "12                                         Siren   \n",
       "13                                    Pnom Gobal   \n",
       "14                           Fundamental Feeling   \n",
       "15                                    Kabuffeule   \n",
       "16                    Premium Emo - Original Mix   \n",
       "17               Palm Tree Memories - n'to Remix   \n",
       "18                             Between The Lines   \n",
       "19                                         Phala   \n",
       "20            From the Beginning - Short Version   \n",
       "21                              Customer Is King   \n",
       "22                                          Just   \n",
       "23                                        Youtan   \n",
       "24        For Eternity - Love over Entropy Remix   \n",
       "25                                      Love Inc   \n",
       "26                                 Rue de soleil   \n",
       "27                                         Leafs   \n",
       "28  Ordinary - Lake People's Circle Motive Remix   \n",
       "29            The Blind Navigator - Extended Mix   \n",
       "30                                       Exotope   \n",
       "31                   Progress in Happiness Remix   \n",
       "32                                      Ataraxia   \n",
       "33                         A Tribe Called Kotori   \n",
       "34                                       Waiting   \n",
       "35                                         Davos   \n",
       "36                                           Ray   \n",
       "37                                        Kolido   \n",
       "38                                          XOXO   \n",
       "39           Spectrum II - Colors - Zzzzra Remix   \n",
       "40                                      Miss You   \n",
       "41                            Castles In The Sky   \n",
       "42                                    Grey Veils   \n",
       "43                                        Joanna   \n",
       "44                Sunset - Joris Delacroix Remix   \n",
       "45                                    Waterfront   \n",
       "46                                       Breathe   \n",
       "47                          Joda - Worakls Remix   \n",
       "48                                 Haus - Rework   \n",
       "\n",
       "                                   album                track_id  \\\n",
       "0        fabric presents Bonobo (DJ Mix)  6jhm7KeidwkYSop3tWEpCR   \n",
       "1                   Monogamy/Polygamy EP  1Fjt2qzntJQN3yuuzF4iZK   \n",
       "2                  Opus (Four Tet Remix)  3Iw9Nr3rmMM7L4FjSV7DEB   \n",
       "3                                  Beak>  0lf0PVp2zmn7lL2DpPjEtt   \n",
       "4                           Pink Remixes  48MEgryHl7JrjZC4ZOQmui   \n",
       "5     House Arrest (Chris Lorenzo Remix)  5x58wIDdtxADXRZoRxKSSO   \n",
       "6                Techno For Breakfast EP  6AQCOXUWAaB7rSq0Ms2l4U   \n",
       "7             The End Of It All 2015 mix  0mYY8g0ikVTIi8cZndMGtb   \n",
       "8                  Future Days (Remixes)  2gKrcGKOIhJNhd74kEcWtx   \n",
       "9               Bitter Fate (Radio Edit)  0IBfTHJvcSVMaOEfPBi2Oj   \n",
       "10                            All I Know  6tr6I3YJnHUqKHfJXnm4jk   \n",
       "11                                 Kanun  3Pd1HEol9zpq1hXQTewJSP   \n",
       "12                                 Siren  5umBsHgpB2WsRA9ccQZGdz   \n",
       "13                            Thora Vukk  6sWsFzAQ8OHGxjgRlkIou2   \n",
       "14                  Chill Positive Vibes  5zk2uUS7HNe28gItJUnycd   \n",
       "15                         Schleiermeier  5PAPa1hUXJuAtNJITL8jy6   \n",
       "16                         Anjunadeep 06  5dTuEVETmQ15gP2M8E5I45   \n",
       "17                    Palm Tree Memories  7kbaX2gvfPayg8ZmQSmnst   \n",
       "18                              Oddyssey  0JWL4WXYrDdg2HgN5zz6bj   \n",
       "19                    Viracochas, Vol. 1  1BPshwPbRrhH3trhZIMtHx   \n",
       "20                    From the Beginning  3Nc13NQOp2ZblNvdrcdvVp   \n",
       "21                   Customer Is King EP  1SWyGZhn3nyLUZRfWvQ0to   \n",
       "22                      Brightest Lights  6BHx1NCBASduR31WNTzm5S   \n",
       "23                              Hypnosis  2uZqHs76XjmTRCM7Qhaw8Z   \n",
       "24                          For Eternity  2LPFJwyO8s8FvwnNXKac54   \n",
       "25                                   Eve  5BbafbYWCjtiwVbBJg4PH5   \n",
       "26            Bar Grooves in Da Mix 2011  2T5KYyAzf35rb9dkUJrxid   \n",
       "27                            Hinterland  16jbjK5jP3DpGJqbbtdwrJ   \n",
       "28                              Ordinary  5esTnUp3cLgKsU2Etci2Ao   \n",
       "29  The Blind Navigator / Like Clockwork  7cNTILvUTNXwueXOaoUBMK   \n",
       "30                                   Exo  0xKD4wFzyUDwTGhLrCmW62   \n",
       "31                               Remixed  3yWAL1YkmsxmmH0opUFVgR   \n",
       "32                              Ataraxia  41WfYLOlpjo47X3bq6n8LI   \n",
       "33                    The Arc of Tension  239SrBPZi0xs1OQZmedr6q   \n",
       "34                            Deeparture  7euYrovRu4uDo2jXN5H7eF   \n",
       "35                            Unsurfaced  47GeOpdqcvKuck5xL13JCo   \n",
       "36                                   Ray  1W34fm437pe2u3mWBpGyx0   \n",
       "37                        Ghostly Swim 2  3N3HpcVZGHKRz94fox04t1   \n",
       "38                       Before We Begin  0hc8222PEUSoidjYDRy86Z   \n",
       "39                              Spectrum  60obeIuD9b0zTOoQBaXBwl   \n",
       "40                       The Last Resort  4WTmtPRtIpjzgwBbQsMYyo   \n",
       "41                    Castles In The Sky  4xZax8srPgsXV2mpMerqEk   \n",
       "42                            Grey Veils  1lXbVK6pYYRxcDcBLaPME2   \n",
       "43                                Joanna  28YPPPSlRUUF14Nhsp9BFP   \n",
       "44                                Sunset  3FV1zVLMiz3yOmmUGgTlfW   \n",
       "45                        The Imperative  1MYmAuCgqr80h9aGatlwkQ   \n",
       "46                               Breathe  6TR0FGw4zhlGbQALN065AI   \n",
       "47            Hungry Music Remix, Vol. 1  7MiYNyj5si5yiWyeSkgzqB   \n",
       "48                           Anima Mundi  4ZeT54Dc34PNya05wj2BKB   \n",
       "\n",
       "                   artist  duration  popularity  danceability  energy  key  \\\n",
       "0                  Bonobo    337653          41         0.680   0.719    6   \n",
       "1          Sascha Braemer    370730          39         0.637   0.710    2   \n",
       "2              Eric Prydz    598928          40         0.602   0.764    6   \n",
       "3                   Beak>    430184          21         0.157   0.636    2   \n",
       "4                Four Tet    428500          41         0.802   0.497   10   \n",
       "5             Sofi Tukker    218709          50         0.752   0.811    8   \n",
       "6             Sonitus Eco    424000           3         0.597   0.543    1   \n",
       "7             John Tejada    397800          25         0.628   0.724    6   \n",
       "8               islandman    309691          43         0.802   0.760    7   \n",
       "9            Edu Imbernon    330243          19         0.618   0.912    1   \n",
       "10                    EDX    148801          52         0.717   0.944    1   \n",
       "11         Jacob Groening    366888          54         0.858   0.507    0   \n",
       "12                Tourist    382767          52         0.340   0.700    1   \n",
       "13           Robag Wruhme    318346          30         0.825   0.450    7   \n",
       "14       The Sura Quintet    364800          14         0.769   0.602    4   \n",
       "15                   Coss    404204          34         0.806   0.492    9   \n",
       "16                   16BL    465533          32         0.626   0.800    3   \n",
       "17        Oliver Schories    419514          35         0.764   0.350    4   \n",
       "18                 Amtrac    277717          37         0.486   0.926    2   \n",
       "19                Dandara    432408          22         0.809   0.619    7   \n",
       "20                  Zazou    247589          46         0.875   0.514    7   \n",
       "21                Solomun    476237          44         0.797   0.497    2   \n",
       "22                 Lane 8    290731          51         0.656   0.565    9   \n",
       "23            Yør Kultura    521953          33         0.766   0.427    1   \n",
       "24            Armen Miran    427019          39         0.710   0.715    4   \n",
       "25            Booka Shade    361000          47         0.782   0.736    5   \n",
       "26       Philippe Legrand    151869           5         0.741   0.719    1   \n",
       "27              Recondite    312580          32         0.788   0.345    4   \n",
       "28  Kollektiv Turmstrasse    499282          45         0.730   0.488   11   \n",
       "29           Kasper Koman    475485          31         0.808   0.866    7   \n",
       "30                  Rjega    440726           0         0.806   0.469    2   \n",
       "31              Kick Bong    355226          31         0.803   0.885    7   \n",
       "32              Landikhan    395632          26         0.790   0.678    0   \n",
       "33        Oliver Koletzki    370453          53         0.627   0.496    5   \n",
       "34           Helly Larson    405594          21         0.728   0.436    3   \n",
       "35          Pablo Bolivar    400236          11         0.792   0.627    5   \n",
       "36             Adriatique    392674          44         0.807   0.497    7   \n",
       "37                  Dauwd    411003          41         0.807   0.583    1   \n",
       "38             Emmit Fenn    519500          38         0.445   0.362   11   \n",
       "39             Dublicator    378586          13         0.661   0.681    1   \n",
       "40           trentemøller    247817          54         0.542   0.160    7   \n",
       "41                    i_o    223280          65         0.680   0.950    8   \n",
       "42              Chainless    190280          43         0.402   0.828   10   \n",
       "43           Mord Fustang    420000          23         0.554   0.913    9   \n",
       "44        Oliver Schories    467660          52         0.719   0.631    2   \n",
       "45                  Vorso    277344          29         0.466   0.828    5   \n",
       "46              CamelPhat    194232          68         0.595   0.877    9   \n",
       "47         Joachim Pastor    338086          52         0.757   0.678    3   \n",
       "48                   Vril    404429          27         0.518   0.469   11   \n",
       "\n",
       "    loudness  mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "0    -10.719     1       0.0430      0.037900           0.78800    0.0839   \n",
       "1    -11.281     1       0.0338      0.000141           0.89000    0.2090   \n",
       "2     -8.928     0       0.0344      0.002020           0.90400    0.1200   \n",
       "3     -9.627     0       0.0377      0.040400           0.88800    0.1120   \n",
       "4    -15.477     0       0.0647      0.125000           0.84700    0.3480   \n",
       "5     -7.429     1       0.0376      0.005360           0.70100    0.0879   \n",
       "6    -15.579     1       0.0405      0.170000           0.90800    0.2620   \n",
       "7     -8.045     0       0.0374      0.003260           0.94900    0.2060   \n",
       "8     -7.492     1       0.0586      0.012000           0.69200    0.0955   \n",
       "9     -7.215     1       0.0406      0.005380           0.76400    0.1230   \n",
       "10    -5.041     1       0.0386      0.005180           0.47700    0.1130   \n",
       "11   -12.317     1       0.0691      0.047400           0.89400    0.1180   \n",
       "12    -7.998     1       0.0446      0.074100           0.89200    0.1030   \n",
       "13   -13.316     0       0.0778      0.004210           0.87900    0.0969   \n",
       "14    -9.426     0       0.0876      0.108000           0.85300    0.1110   \n",
       "15   -11.040     1       0.0797      0.000051           0.89700    0.3700   \n",
       "16    -8.028     1       0.0286      0.437000           0.96600    0.0891   \n",
       "17   -13.974     0       0.0721      0.177000           0.94300    0.1650   \n",
       "18    -8.407     1       0.0435      0.011300           0.70800    0.1130   \n",
       "19    -9.446     1       0.0691      0.002730           0.87700    0.1040   \n",
       "20   -12.261     1       0.0685      0.358000           0.80700    0.1220   \n",
       "21    -9.977     1       0.0658      0.009900           0.78400    0.0682   \n",
       "22   -11.195     0       0.0323      0.481000           0.95100    0.3130   \n",
       "23   -11.212     1       0.0524      0.003810           0.86800    0.1050   \n",
       "24   -12.427     0       0.0449      0.016000           0.84400    0.1010   \n",
       "25    -9.004     0       0.0511      0.008180           0.84900    0.8580   \n",
       "26    -9.670     0       0.1050      0.442000           0.87800    0.6120   \n",
       "27   -14.106     1       0.0572      0.115000           0.92800    0.1160   \n",
       "28    -9.117     0       0.0457      0.190000           0.86400    0.0527   \n",
       "29   -10.713     1       0.0415      0.058800           0.81000    0.0579   \n",
       "30   -14.726     0       0.0501      0.153000           0.87300    0.1080   \n",
       "31    -6.003     1       0.0533      0.004810           0.86900    0.3250   \n",
       "32   -11.821     1       0.0492      0.061900           0.81900    0.0889   \n",
       "33   -11.866     0       0.0396      0.710000           0.83100    0.3430   \n",
       "34   -15.486     0       0.0553      0.158000           0.88400    0.2970   \n",
       "35   -13.091     0       0.0587      0.078300           0.92000    0.1060   \n",
       "36   -11.137     1       0.0415      0.012000           0.88600    0.1120   \n",
       "37   -10.547     1       0.0552      0.034300           0.87700    0.4330   \n",
       "38   -15.300     0       0.1290      0.695000           0.89400    0.2670   \n",
       "39   -13.538     1       0.0402      0.032300           0.84400    0.1180   \n",
       "40   -21.672     0       0.0365      0.946000           0.92800    0.2630   \n",
       "41    -4.595     1       0.1820      0.002030           0.53800    0.5520   \n",
       "42    -2.216     0       0.2290      0.006870           0.87000    0.0820   \n",
       "43    -6.764     0       0.0624      0.000895           0.00576    0.0982   \n",
       "44    -9.365     0       0.0363      0.067200           0.69000    0.1700   \n",
       "45    -7.654     0       0.0413      0.021300           0.68900    0.7510   \n",
       "46    -7.414     0       0.0442      0.006460           0.08790    0.3980   \n",
       "47   -11.225     0       0.0323      0.039900           0.84900    0.1290   \n",
       "48   -16.610     0       0.0459      0.106000           0.80900    0.3700   \n",
       "\n",
       "    valence    tempo  \n",
       "0    0.0883  121.006  \n",
       "1    0.0948  120.986  \n",
       "2    0.1410  125.978  \n",
       "3    0.1780  140.318  \n",
       "4    0.0700  120.019  \n",
       "5    0.2830  124.003  \n",
       "6    0.1130  125.991  \n",
       "7    0.5120  126.003  \n",
       "8    0.4940  106.005  \n",
       "9    0.6930  121.996  \n",
       "10   0.3540  124.993  \n",
       "11   0.0533  114.004  \n",
       "12   0.0388  127.704  \n",
       "13   0.2330  121.985  \n",
       "14   0.0787   99.997  \n",
       "15   0.5460  117.002  \n",
       "16   0.1570  121.998  \n",
       "17   0.2990  122.004  \n",
       "18   0.0379  139.999  \n",
       "19   0.2330  112.990  \n",
       "20   0.2680   92.032  \n",
       "21   0.0625  123.043  \n",
       "22   0.2100  122.934  \n",
       "23   0.1070  104.993  \n",
       "24   0.2230  115.995  \n",
       "25   0.1190  122.998  \n",
       "26   0.5740   90.044  \n",
       "27   0.1890  109.998  \n",
       "28   0.0970  121.003  \n",
       "29   0.6930  122.016  \n",
       "30   0.3790  122.995  \n",
       "31   0.2780  114.996  \n",
       "32   0.4230  117.993  \n",
       "33   0.0801   95.000  \n",
       "34   0.4620  121.021  \n",
       "35   0.3170  123.012  \n",
       "36   0.4690  123.009  \n",
       "37   0.0984  124.000  \n",
       "38   0.1360  120.047  \n",
       "39   0.0679  111.975  \n",
       "40   0.1980  126.921  \n",
       "41   0.1400  134.982  \n",
       "42   0.1640  161.191  \n",
       "43   0.4000  127.990  \n",
       "44   0.0457  121.990  \n",
       "45   0.0395  127.756  \n",
       "46   0.0810  125.015  \n",
       "47   0.1300  115.010  \n",
       "48   0.2570  115.012  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_recomms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test_final_recomms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(final_recomms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to the \"packaged\" recommendation querying some recommended songs may already be in the playlist. These are excluded in the next steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ordinary - Lake People's Circle Motive Remix</td>\n",
       "      <td>Ordinary</td>\n",
       "      <td>5esTnUp3cLgKsU2Etci2Ao</td>\n",
       "      <td>Kollektiv Turmstrasse</td>\n",
       "      <td>499282</td>\n",
       "      <td>45</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.488</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.117</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>0.190</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.0527</td>\n",
       "      <td>0.097</td>\n",
       "      <td>121.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Miss You</td>\n",
       "      <td>The Last Resort</td>\n",
       "      <td>4WTmtPRtIpjzgwBbQsMYyo</td>\n",
       "      <td>trentemøller</td>\n",
       "      <td>247817</td>\n",
       "      <td>54</td>\n",
       "      <td>0.542</td>\n",
       "      <td>0.160</td>\n",
       "      <td>7</td>\n",
       "      <td>-21.672</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0365</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.928</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0.198</td>\n",
       "      <td>126.921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      track_name            album  \\\n",
       "28  Ordinary - Lake People's Circle Motive Remix         Ordinary   \n",
       "40                                      Miss You  The Last Resort   \n",
       "\n",
       "                  track_id                 artist  duration  popularity  \\\n",
       "28  5esTnUp3cLgKsU2Etci2Ao  Kollektiv Turmstrasse    499282          45   \n",
       "40  4WTmtPRtIpjzgwBbQsMYyo           trentemøller    247817          54   \n",
       "\n",
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "28         0.730   0.488   11    -9.117     0       0.0457         0.190   \n",
       "40         0.542   0.160    7   -21.672     0       0.0365         0.946   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo  \n",
       "28             0.864    0.0527    0.097  121.003  \n",
       "40             0.928    0.2630    0.198  126.921  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_recomms[final_recomms[\"track_name\"].isin(redlight_df[\"track_name\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#filter again so tracks are not already in playlist_df\n",
    "final_recomms = final_recomms[~final_recomms[\"track_name\"].isin(redlight_df[\"track_name\"])]\n",
    "final_recomms.reset_index(drop = True, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#filter again so tracks are not already in playlist_df\n",
    "#test_final_recomms = test_final_recomms[~test_final_recomms[\"track_name\"].isin(redlight_df[\"track_name\"])]\n",
    "#test_final_recomms.reset_index(drop = True, inplace = True)"
   ]
  },
  {
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flicker - Mixed</td>\n",
       "      <td>fabric presents Bonobo (DJ Mix)</td>\n",
       "      <td>6jhm7KeidwkYSop3tWEpCR</td>\n",
       "      <td>Bonobo</td>\n",
       "      <td>337653</td>\n",
       "      <td>41</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.719</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>0.78800</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.0883</td>\n",
       "      <td>121.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Monogamy - Original Mix</td>\n",
       "      <td>Monogamy/Polygamy EP</td>\n",
       "      <td>1Fjt2qzntJQN3yuuzF4iZK</td>\n",
       "      <td>Sascha Braemer</td>\n",
       "      <td>370730</td>\n",
       "      <td>39</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.710</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.281</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.89000</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.0948</td>\n",
       "      <td>120.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Opus - Four Tet Remix</td>\n",
       "      <td>Opus (Four Tet Remix)</td>\n",
       "      <td>3Iw9Nr3rmMM7L4FjSV7DEB</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>598928</td>\n",
       "      <td>40</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.764</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.928</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.002020</td>\n",
       "      <td>0.90400</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>125.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Point</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>0lf0PVp2zmn7lL2DpPjEtt</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>430184</td>\n",
       "      <td>21</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.636</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.627</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.040400</td>\n",
       "      <td>0.88800</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>140.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lion - Jamie XX Remix</td>\n",
       "      <td>Pink Remixes</td>\n",
       "      <td>48MEgryHl7JrjZC4ZOQmui</td>\n",
       "      <td>Four Tet</td>\n",
       "      <td>428500</td>\n",
       "      <td>41</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.497</td>\n",
       "      <td>10</td>\n",
       "      <td>-15.477</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0647</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.84700</td>\n",
       "      <td>0.3480</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>120.019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>House Arrest - Chris Lorenzo Remix</td>\n",
       "      <td>House Arrest (Chris Lorenzo Remix)</td>\n",
       "      <td>5x58wIDdtxADXRZoRxKSSO</td>\n",
       "      <td>Sofi Tukker</td>\n",
       "      <td>218709</td>\n",
       "      <td>50</td>\n",
       "      <td>0.752</td>\n",
       "      <td>0.811</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.70100</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>124.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coffee &amp; Dub - Original Mix</td>\n",
       "      <td>Techno For Breakfast EP</td>\n",
       "      <td>6AQCOXUWAaB7rSq0Ms2l4U</td>\n",
       "      <td>Sonitus Eco</td>\n",
       "      <td>424000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.597</td>\n",
       "      <td>0.543</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.2620</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>125.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The End Of It All 2015 Mix</td>\n",
       "      <td>The End Of It All 2015 mix</td>\n",
       "      <td>0mYY8g0ikVTIi8cZndMGtb</td>\n",
       "      <td>John Tejada</td>\n",
       "      <td>397800</td>\n",
       "      <td>25</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.724</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.003260</td>\n",
       "      <td>0.94900</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>126.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future Days - Hey! Douglas Remix</td>\n",
       "      <td>Future Days (Remixes)</td>\n",
       "      <td>2gKrcGKOIhJNhd74kEcWtx</td>\n",
       "      <td>islandman</td>\n",
       "      <td>309691</td>\n",
       "      <td>43</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.760</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.492</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.69200</td>\n",
       "      <td>0.0955</td>\n",
       "      <td>0.4940</td>\n",
       "      <td>106.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bitter Fater - Radio Edit</td>\n",
       "      <td>Bitter Fate (Radio Edit)</td>\n",
       "      <td>0IBfTHJvcSVMaOEfPBi2Oj</td>\n",
       "      <td>Edu Imbernon</td>\n",
       "      <td>330243</td>\n",
       "      <td>19</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.912</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.215</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0406</td>\n",
       "      <td>0.005380</td>\n",
       "      <td>0.76400</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>121.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>All I Know</td>\n",
       "      <td>All I Know</td>\n",
       "      <td>6tr6I3YJnHUqKHfJXnm4jk</td>\n",
       "      <td>EDX</td>\n",
       "      <td>148801</td>\n",
       "      <td>52</td>\n",
       "      <td>0.717</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.041</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.47700</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3540</td>\n",
       "      <td>124.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kanun - Original Mix</td>\n",
       "      <td>Kanun</td>\n",
       "      <td>3Pd1HEol9zpq1hXQTewJSP</td>\n",
       "      <td>Jacob Groening</td>\n",
       "      <td>366888</td>\n",
       "      <td>54</td>\n",
       "      <td>0.858</td>\n",
       "      <td>0.507</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.317</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.047400</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>114.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Siren</td>\n",
       "      <td>Siren</td>\n",
       "      <td>5umBsHgpB2WsRA9ccQZGdz</td>\n",
       "      <td>Tourist</td>\n",
       "      <td>382767</td>\n",
       "      <td>52</td>\n",
       "      <td>0.340</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0446</td>\n",
       "      <td>0.074100</td>\n",
       "      <td>0.89200</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>127.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pnom Gobal</td>\n",
       "      <td>Thora Vukk</td>\n",
       "      <td>6sWsFzAQ8OHGxjgRlkIou2</td>\n",
       "      <td>Robag Wruhme</td>\n",
       "      <td>318346</td>\n",
       "      <td>30</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>121.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fundamental Feeling</td>\n",
       "      <td>Chill Positive Vibes</td>\n",
       "      <td>5zk2uUS7HNe28gItJUnycd</td>\n",
       "      <td>The Sura Quintet</td>\n",
       "      <td>364800</td>\n",
       "      <td>14</td>\n",
       "      <td>0.769</td>\n",
       "      <td>0.602</td>\n",
       "      <td>4</td>\n",
       "      <td>-9.426</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0876</td>\n",
       "      <td>0.108000</td>\n",
       "      <td>0.85300</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>99.997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kabuffeule</td>\n",
       "      <td>Schleiermeier</td>\n",
       "      <td>5PAPa1hUXJuAtNJITL8jy6</td>\n",
       "      <td>Coss</td>\n",
       "      <td>404204</td>\n",
       "      <td>34</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.492</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.89700</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.5460</td>\n",
       "      <td>117.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Premium Emo - Original Mix</td>\n",
       "      <td>Anjunadeep 06</td>\n",
       "      <td>5dTuEVETmQ15gP2M8E5I45</td>\n",
       "      <td>16BL</td>\n",
       "      <td>465533</td>\n",
       "      <td>32</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.800</td>\n",
       "      <td>3</td>\n",
       "      <td>-8.028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.437000</td>\n",
       "      <td>0.96600</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>121.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palm Tree Memories - n'to Remix</td>\n",
       "      <td>Palm Tree Memories</td>\n",
       "      <td>7kbaX2gvfPayg8ZmQSmnst</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>419514</td>\n",
       "      <td>35</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.350</td>\n",
       "      <td>4</td>\n",
       "      <td>-13.974</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0721</td>\n",
       "      <td>0.177000</td>\n",
       "      <td>0.94300</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>0.2990</td>\n",
       "      <td>122.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Between The Lines</td>\n",
       "      <td>Oddyssey</td>\n",
       "      <td>0JWL4WXYrDdg2HgN5zz6bj</td>\n",
       "      <td>Amtrac</td>\n",
       "      <td>277717</td>\n",
       "      <td>37</td>\n",
       "      <td>0.486</td>\n",
       "      <td>0.926</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.011300</td>\n",
       "      <td>0.70800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>139.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Phala</td>\n",
       "      <td>Viracochas, Vol. 1</td>\n",
       "      <td>1BPshwPbRrhH3trhZIMtHx</td>\n",
       "      <td>Dandara</td>\n",
       "      <td>432408</td>\n",
       "      <td>22</td>\n",
       "      <td>0.809</td>\n",
       "      <td>0.619</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.446</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>112.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>From the Beginning - Short Version</td>\n",
       "      <td>From the Beginning</td>\n",
       "      <td>3Nc13NQOp2ZblNvdrcdvVp</td>\n",
       "      <td>Zazou</td>\n",
       "      <td>247589</td>\n",
       "      <td>46</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.514</td>\n",
       "      <td>7</td>\n",
       "      <td>-12.261</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0685</td>\n",
       "      <td>0.358000</td>\n",
       "      <td>0.80700</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>0.2680</td>\n",
       "      <td>92.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Customer Is King</td>\n",
       "      <td>Customer Is King EP</td>\n",
       "      <td>1SWyGZhn3nyLUZRfWvQ0to</td>\n",
       "      <td>Solomun</td>\n",
       "      <td>476237</td>\n",
       "      <td>44</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.497</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>123.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Just</td>\n",
       "      <td>Brightest Lights</td>\n",
       "      <td>6BHx1NCBASduR31WNTzm5S</td>\n",
       "      <td>Lane 8</td>\n",
       "      <td>290731</td>\n",
       "      <td>51</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.565</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.195</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.481000</td>\n",
       "      <td>0.95100</td>\n",
       "      <td>0.3130</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>122.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Youtan</td>\n",
       "      <td>Hypnosis</td>\n",
       "      <td>2uZqHs76XjmTRCM7Qhaw8Z</td>\n",
       "      <td>Yør Kultura</td>\n",
       "      <td>521953</td>\n",
       "      <td>33</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.427</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.212</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.003810</td>\n",
       "      <td>0.86800</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>104.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>For Eternity - Love over Entropy Remix</td>\n",
       "      <td>For Eternity</td>\n",
       "      <td>2LPFJwyO8s8FvwnNXKac54</td>\n",
       "      <td>Armen Miran</td>\n",
       "      <td>427019</td>\n",
       "      <td>39</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.715</td>\n",
       "      <td>4</td>\n",
       "      <td>-12.427</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0449</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2230</td>\n",
       "      <td>115.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Love Inc</td>\n",
       "      <td>Eve</td>\n",
       "      <td>5BbafbYWCjtiwVbBJg4PH5</td>\n",
       "      <td>Booka Shade</td>\n",
       "      <td>361000</td>\n",
       "      <td>47</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.736</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.004</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.008180</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>122.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Rue de soleil</td>\n",
       "      <td>Bar Grooves in Da Mix 2011</td>\n",
       "      <td>2T5KYyAzf35rb9dkUJrxid</td>\n",
       "      <td>Philippe Legrand</td>\n",
       "      <td>151869</td>\n",
       "      <td>5</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.719</td>\n",
       "      <td>1</td>\n",
       "      <td>-9.670</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.442000</td>\n",
       "      <td>0.87800</td>\n",
       "      <td>0.6120</td>\n",
       "      <td>0.5740</td>\n",
       "      <td>90.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leafs</td>\n",
       "      <td>Hinterland</td>\n",
       "      <td>16jbjK5jP3DpGJqbbtdwrJ</td>\n",
       "      <td>Recondite</td>\n",
       "      <td>312580</td>\n",
       "      <td>32</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0.345</td>\n",
       "      <td>4</td>\n",
       "      <td>-14.106</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>0.92800</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>109.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Blind Navigator - Extended Mix</td>\n",
       "      <td>The Blind Navigator / Like Clockwork</td>\n",
       "      <td>7cNTILvUTNXwueXOaoUBMK</td>\n",
       "      <td>Kasper Koman</td>\n",
       "      <td>475485</td>\n",
       "      <td>31</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.866</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.713</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.058800</td>\n",
       "      <td>0.81000</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>122.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Exotope</td>\n",
       "      <td>Exo</td>\n",
       "      <td>0xKD4wFzyUDwTGhLrCmW62</td>\n",
       "      <td>Rjega</td>\n",
       "      <td>440726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.153000</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>122.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Progress in Happiness Remix</td>\n",
       "      <td>Remixed</td>\n",
       "      <td>3yWAL1YkmsxmmH0opUFVgR</td>\n",
       "      <td>Kick Bong</td>\n",
       "      <td>355226</td>\n",
       "      <td>31</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>0.86900</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.2780</td>\n",
       "      <td>114.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>41WfYLOlpjo47X3bq6n8LI</td>\n",
       "      <td>Landikhan</td>\n",
       "      <td>395632</td>\n",
       "      <td>26</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.061900</td>\n",
       "      <td>0.81900</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>117.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>A Tribe Called Kotori</td>\n",
       "      <td>The Arc of Tension</td>\n",
       "      <td>239SrBPZi0xs1OQZmedr6q</td>\n",
       "      <td>Oliver Koletzki</td>\n",
       "      <td>370453</td>\n",
       "      <td>53</td>\n",
       "      <td>0.627</td>\n",
       "      <td>0.496</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.866</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0396</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>0.83100</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>0.0801</td>\n",
       "      <td>95.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Waiting</td>\n",
       "      <td>Deeparture</td>\n",
       "      <td>7euYrovRu4uDo2jXN5H7eF</td>\n",
       "      <td>Helly Larson</td>\n",
       "      <td>405594</td>\n",
       "      <td>21</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.436</td>\n",
       "      <td>3</td>\n",
       "      <td>-15.486</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0553</td>\n",
       "      <td>0.158000</td>\n",
       "      <td>0.88400</td>\n",
       "      <td>0.2970</td>\n",
       "      <td>0.4620</td>\n",
       "      <td>121.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Davos</td>\n",
       "      <td>Unsurfaced</td>\n",
       "      <td>47GeOpdqcvKuck5xL13JCo</td>\n",
       "      <td>Pablo Bolivar</td>\n",
       "      <td>400236</td>\n",
       "      <td>11</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.627</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.091</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>0.92000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.3170</td>\n",
       "      <td>123.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ray</td>\n",
       "      <td>Ray</td>\n",
       "      <td>1W34fm437pe2u3mWBpGyx0</td>\n",
       "      <td>Adriatique</td>\n",
       "      <td>392674</td>\n",
       "      <td>44</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.497</td>\n",
       "      <td>7</td>\n",
       "      <td>-11.137</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.88600</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>123.009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kolido</td>\n",
       "      <td>Ghostly Swim 2</td>\n",
       "      <td>3N3HpcVZGHKRz94fox04t1</td>\n",
       "      <td>Dauwd</td>\n",
       "      <td>411003</td>\n",
       "      <td>41</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.583</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.034300</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.0984</td>\n",
       "      <td>124.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>XOXO</td>\n",
       "      <td>Before We Begin</td>\n",
       "      <td>0hc8222PEUSoidjYDRy86Z</td>\n",
       "      <td>Emmit Fenn</td>\n",
       "      <td>519500</td>\n",
       "      <td>38</td>\n",
       "      <td>0.445</td>\n",
       "      <td>0.362</td>\n",
       "      <td>11</td>\n",
       "      <td>-15.300</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.695000</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>120.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Spectrum II - Colors - Zzzzra Remix</td>\n",
       "      <td>Spectrum</td>\n",
       "      <td>60obeIuD9b0zTOoQBaXBwl</td>\n",
       "      <td>Dublicator</td>\n",
       "      <td>378586</td>\n",
       "      <td>13</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.681</td>\n",
       "      <td>1</td>\n",
       "      <td>-13.538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>111.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>4xZax8srPgsXV2mpMerqEk</td>\n",
       "      <td>i_o</td>\n",
       "      <td>223280</td>\n",
       "      <td>65</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.950</td>\n",
       "      <td>8</td>\n",
       "      <td>-4.595</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>0.002030</td>\n",
       "      <td>0.53800</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>134.982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>1lXbVK6pYYRxcDcBLaPME2</td>\n",
       "      <td>Chainless</td>\n",
       "      <td>190280</td>\n",
       "      <td>43</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.828</td>\n",
       "      <td>10</td>\n",
       "      <td>-2.216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.006870</td>\n",
       "      <td>0.87000</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>161.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sunset - Joris Delacroix Remix</td>\n",
       "      <td>Sunset</td>\n",
       "      <td>3FV1zVLMiz3yOmmUGgTlfW</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>467660</td>\n",
       "      <td>52</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.631</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.365</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.067200</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.1700</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>121.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Waterfront</td>\n",
       "      <td>The Imperative</td>\n",
       "      <td>1MYmAuCgqr80h9aGatlwkQ</td>\n",
       "      <td>Vorso</td>\n",
       "      <td>277344</td>\n",
       "      <td>29</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.828</td>\n",
       "      <td>5</td>\n",
       "      <td>-7.654</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.021300</td>\n",
       "      <td>0.68900</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>127.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Joda - Worakls Remix</td>\n",
       "      <td>Hungry Music Remix, Vol. 1</td>\n",
       "      <td>7MiYNyj5si5yiWyeSkgzqB</td>\n",
       "      <td>Joachim Pastor</td>\n",
       "      <td>338086</td>\n",
       "      <td>52</td>\n",
       "      <td>0.757</td>\n",
       "      <td>0.678</td>\n",
       "      <td>3</td>\n",
       "      <td>-11.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.039900</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>115.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Haus - Rework</td>\n",
       "      <td>Anima Mundi</td>\n",
       "      <td>4ZeT54Dc34PNya05wj2BKB</td>\n",
       "      <td>Vril</td>\n",
       "      <td>404429</td>\n",
       "      <td>27</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.469</td>\n",
       "      <td>11</td>\n",
       "      <td>-16.610</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0459</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.80900</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.2570</td>\n",
       "      <td>115.012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                track_name  \\\n",
       "0                          Flicker - Mixed   \n",
       "1                  Monogamy - Original Mix   \n",
       "2                    Opus - Four Tet Remix   \n",
       "3                            Battery Point   \n",
       "4                    Lion - Jamie XX Remix   \n",
       "5       House Arrest - Chris Lorenzo Remix   \n",
       "6              Coffee & Dub - Original Mix   \n",
       "7               The End Of It All 2015 Mix   \n",
       "8         Future Days - Hey! Douglas Remix   \n",
       "9                Bitter Fater - Radio Edit   \n",
       "10                              All I Know   \n",
       "11                    Kanun - Original Mix   \n",
       "12                                   Siren   \n",
       "13                              Pnom Gobal   \n",
       "14                     Fundamental Feeling   \n",
       "15                              Kabuffeule   \n",
       "16              Premium Emo - Original Mix   \n",
       "17         Palm Tree Memories - n'to Remix   \n",
       "18                       Between The Lines   \n",
       "19                                   Phala   \n",
       "20      From the Beginning - Short Version   \n",
       "21                        Customer Is King   \n",
       "22                                    Just   \n",
       "23                                  Youtan   \n",
       "24  For Eternity - Love over Entropy Remix   \n",
       "25                                Love Inc   \n",
       "26                           Rue de soleil   \n",
       "27                                   Leafs   \n",
       "28      The Blind Navigator - Extended Mix   \n",
       "29                                 Exotope   \n",
       "30             Progress in Happiness Remix   \n",
       "31                                Ataraxia   \n",
       "32                   A Tribe Called Kotori   \n",
       "33                                 Waiting   \n",
       "34                                   Davos   \n",
       "35                                     Ray   \n",
       "36                                  Kolido   \n",
       "37                                    XOXO   \n",
       "38     Spectrum II - Colors - Zzzzra Remix   \n",
       "39                      Castles In The Sky   \n",
       "40                              Grey Veils   \n",
       "41                                  Joanna   \n",
       "42          Sunset - Joris Delacroix Remix   \n",
       "43                              Waterfront   \n",
       "44                                 Breathe   \n",
       "45                    Joda - Worakls Remix   \n",
       "46                           Haus - Rework   \n",
       "\n",
       "                                   album                track_id  \\\n",
       "0        fabric presents Bonobo (DJ Mix)  6jhm7KeidwkYSop3tWEpCR   \n",
       "1                   Monogamy/Polygamy EP  1Fjt2qzntJQN3yuuzF4iZK   \n",
       "2                  Opus (Four Tet Remix)  3Iw9Nr3rmMM7L4FjSV7DEB   \n",
       "3                                  Beak>  0lf0PVp2zmn7lL2DpPjEtt   \n",
       "4                           Pink Remixes  48MEgryHl7JrjZC4ZOQmui   \n",
       "5     House Arrest (Chris Lorenzo Remix)  5x58wIDdtxADXRZoRxKSSO   \n",
       "6                Techno For Breakfast EP  6AQCOXUWAaB7rSq0Ms2l4U   \n",
       "7             The End Of It All 2015 mix  0mYY8g0ikVTIi8cZndMGtb   \n",
       "8                  Future Days (Remixes)  2gKrcGKOIhJNhd74kEcWtx   \n",
       "9               Bitter Fate (Radio Edit)  0IBfTHJvcSVMaOEfPBi2Oj   \n",
       "10                            All I Know  6tr6I3YJnHUqKHfJXnm4jk   \n",
       "11                                 Kanun  3Pd1HEol9zpq1hXQTewJSP   \n",
       "12                                 Siren  5umBsHgpB2WsRA9ccQZGdz   \n",
       "13                            Thora Vukk  6sWsFzAQ8OHGxjgRlkIou2   \n",
       "14                  Chill Positive Vibes  5zk2uUS7HNe28gItJUnycd   \n",
       "15                         Schleiermeier  5PAPa1hUXJuAtNJITL8jy6   \n",
       "16                         Anjunadeep 06  5dTuEVETmQ15gP2M8E5I45   \n",
       "17                    Palm Tree Memories  7kbaX2gvfPayg8ZmQSmnst   \n",
       "18                              Oddyssey  0JWL4WXYrDdg2HgN5zz6bj   \n",
       "19                    Viracochas, Vol. 1  1BPshwPbRrhH3trhZIMtHx   \n",
       "20                    From the Beginning  3Nc13NQOp2ZblNvdrcdvVp   \n",
       "21                   Customer Is King EP  1SWyGZhn3nyLUZRfWvQ0to   \n",
       "22                      Brightest Lights  6BHx1NCBASduR31WNTzm5S   \n",
       "23                              Hypnosis  2uZqHs76XjmTRCM7Qhaw8Z   \n",
       "24                          For Eternity  2LPFJwyO8s8FvwnNXKac54   \n",
       "25                                   Eve  5BbafbYWCjtiwVbBJg4PH5   \n",
       "26            Bar Grooves in Da Mix 2011  2T5KYyAzf35rb9dkUJrxid   \n",
       "27                            Hinterland  16jbjK5jP3DpGJqbbtdwrJ   \n",
       "28  The Blind Navigator / Like Clockwork  7cNTILvUTNXwueXOaoUBMK   \n",
       "29                                   Exo  0xKD4wFzyUDwTGhLrCmW62   \n",
       "30                               Remixed  3yWAL1YkmsxmmH0opUFVgR   \n",
       "31                              Ataraxia  41WfYLOlpjo47X3bq6n8LI   \n",
       "32                    The Arc of Tension  239SrBPZi0xs1OQZmedr6q   \n",
       "33                            Deeparture  7euYrovRu4uDo2jXN5H7eF   \n",
       "34                            Unsurfaced  47GeOpdqcvKuck5xL13JCo   \n",
       "35                                   Ray  1W34fm437pe2u3mWBpGyx0   \n",
       "36                        Ghostly Swim 2  3N3HpcVZGHKRz94fox04t1   \n",
       "37                       Before We Begin  0hc8222PEUSoidjYDRy86Z   \n",
       "38                              Spectrum  60obeIuD9b0zTOoQBaXBwl   \n",
       "39                    Castles In The Sky  4xZax8srPgsXV2mpMerqEk   \n",
       "40                            Grey Veils  1lXbVK6pYYRxcDcBLaPME2   \n",
       "41                                Joanna  28YPPPSlRUUF14Nhsp9BFP   \n",
       "42                                Sunset  3FV1zVLMiz3yOmmUGgTlfW   \n",
       "43                        The Imperative  1MYmAuCgqr80h9aGatlwkQ   \n",
       "44                               Breathe  6TR0FGw4zhlGbQALN065AI   \n",
       "45            Hungry Music Remix, Vol. 1  7MiYNyj5si5yiWyeSkgzqB   \n",
       "46                           Anima Mundi  4ZeT54Dc34PNya05wj2BKB   \n",
       "\n",
       "              artist  duration  popularity  danceability  energy  key  \\\n",
       "0             Bonobo    337653          41         0.680   0.719    6   \n",
       "1     Sascha Braemer    370730          39         0.637   0.710    2   \n",
       "2         Eric Prydz    598928          40         0.602   0.764    6   \n",
       "3              Beak>    430184          21         0.157   0.636    2   \n",
       "4           Four Tet    428500          41         0.802   0.497   10   \n",
       "5        Sofi Tukker    218709          50         0.752   0.811    8   \n",
       "6        Sonitus Eco    424000           3         0.597   0.543    1   \n",
       "7        John Tejada    397800          25         0.628   0.724    6   \n",
       "8          islandman    309691          43         0.802   0.760    7   \n",
       "9       Edu Imbernon    330243          19         0.618   0.912    1   \n",
       "10               EDX    148801          52         0.717   0.944    1   \n",
       "11    Jacob Groening    366888          54         0.858   0.507    0   \n",
       "12           Tourist    382767          52         0.340   0.700    1   \n",
       "13      Robag Wruhme    318346          30         0.825   0.450    7   \n",
       "14  The Sura Quintet    364800          14         0.769   0.602    4   \n",
       "15              Coss    404204          34         0.806   0.492    9   \n",
       "16              16BL    465533          32         0.626   0.800    3   \n",
       "17   Oliver Schories    419514          35         0.764   0.350    4   \n",
       "18            Amtrac    277717          37         0.486   0.926    2   \n",
       "19           Dandara    432408          22         0.809   0.619    7   \n",
       "20             Zazou    247589          46         0.875   0.514    7   \n",
       "21           Solomun    476237          44         0.797   0.497    2   \n",
       "22            Lane 8    290731          51         0.656   0.565    9   \n",
       "23       Yør Kultura    521953          33         0.766   0.427    1   \n",
       "24       Armen Miran    427019          39         0.710   0.715    4   \n",
       "25       Booka Shade    361000          47         0.782   0.736    5   \n",
       "26  Philippe Legrand    151869           5         0.741   0.719    1   \n",
       "27         Recondite    312580          32         0.788   0.345    4   \n",
       "28      Kasper Koman    475485          31         0.808   0.866    7   \n",
       "29             Rjega    440726           0         0.806   0.469    2   \n",
       "30         Kick Bong    355226          31         0.803   0.885    7   \n",
       "31         Landikhan    395632          26         0.790   0.678    0   \n",
       "32   Oliver Koletzki    370453          53         0.627   0.496    5   \n",
       "33      Helly Larson    405594          21         0.728   0.436    3   \n",
       "34     Pablo Bolivar    400236          11         0.792   0.627    5   \n",
       "35        Adriatique    392674          44         0.807   0.497    7   \n",
       "36             Dauwd    411003          41         0.807   0.583    1   \n",
       "37        Emmit Fenn    519500          38         0.445   0.362   11   \n",
       "38        Dublicator    378586          13         0.661   0.681    1   \n",
       "39               i_o    223280          65         0.680   0.950    8   \n",
       "40         Chainless    190280          43         0.402   0.828   10   \n",
       "41      Mord Fustang    420000          23         0.554   0.913    9   \n",
       "42   Oliver Schories    467660          52         0.719   0.631    2   \n",
       "43             Vorso    277344          29         0.466   0.828    5   \n",
       "44         CamelPhat    194232          68         0.595   0.877    9   \n",
       "45    Joachim Pastor    338086          52         0.757   0.678    3   \n",
       "46              Vril    404429          27         0.518   0.469   11   \n",
       "\n",
       "    loudness  mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "0    -10.719     1       0.0430      0.037900           0.78800    0.0839   \n",
       "1    -11.281     1       0.0338      0.000141           0.89000    0.2090   \n",
       "2     -8.928     0       0.0344      0.002020           0.90400    0.1200   \n",
       "3     -9.627     0       0.0377      0.040400           0.88800    0.1120   \n",
       "4    -15.477     0       0.0647      0.125000           0.84700    0.3480   \n",
       "5     -7.429     1       0.0376      0.005360           0.70100    0.0879   \n",
       "6    -15.579     1       0.0405      0.170000           0.90800    0.2620   \n",
       "7     -8.045     0       0.0374      0.003260           0.94900    0.2060   \n",
       "8     -7.492     1       0.0586      0.012000           0.69200    0.0955   \n",
       "9     -7.215     1       0.0406      0.005380           0.76400    0.1230   \n",
       "10    -5.041     1       0.0386      0.005180           0.47700    0.1130   \n",
       "11   -12.317     1       0.0691      0.047400           0.89400    0.1180   \n",
       "12    -7.998     1       0.0446      0.074100           0.89200    0.1030   \n",
       "13   -13.316     0       0.0778      0.004210           0.87900    0.0969   \n",
       "14    -9.426     0       0.0876      0.108000           0.85300    0.1110   \n",
       "15   -11.040     1       0.0797      0.000051           0.89700    0.3700   \n",
       "16    -8.028     1       0.0286      0.437000           0.96600    0.0891   \n",
       "17   -13.974     0       0.0721      0.177000           0.94300    0.1650   \n",
       "18    -8.407     1       0.0435      0.011300           0.70800    0.1130   \n",
       "19    -9.446     1       0.0691      0.002730           0.87700    0.1040   \n",
       "20   -12.261     1       0.0685      0.358000           0.80700    0.1220   \n",
       "21    -9.977     1       0.0658      0.009900           0.78400    0.0682   \n",
       "22   -11.195     0       0.0323      0.481000           0.95100    0.3130   \n",
       "23   -11.212     1       0.0524      0.003810           0.86800    0.1050   \n",
       "24   -12.427     0       0.0449      0.016000           0.84400    0.1010   \n",
       "25    -9.004     0       0.0511      0.008180           0.84900    0.8580   \n",
       "26    -9.670     0       0.1050      0.442000           0.87800    0.6120   \n",
       "27   -14.106     1       0.0572      0.115000           0.92800    0.1160   \n",
       "28   -10.713     1       0.0415      0.058800           0.81000    0.0579   \n",
       "29   -14.726     0       0.0501      0.153000           0.87300    0.1080   \n",
       "30    -6.003     1       0.0533      0.004810           0.86900    0.3250   \n",
       "31   -11.821     1       0.0492      0.061900           0.81900    0.0889   \n",
       "32   -11.866     0       0.0396      0.710000           0.83100    0.3430   \n",
       "33   -15.486     0       0.0553      0.158000           0.88400    0.2970   \n",
       "34   -13.091     0       0.0587      0.078300           0.92000    0.1060   \n",
       "35   -11.137     1       0.0415      0.012000           0.88600    0.1120   \n",
       "36   -10.547     1       0.0552      0.034300           0.87700    0.4330   \n",
       "37   -15.300     0       0.1290      0.695000           0.89400    0.2670   \n",
       "38   -13.538     1       0.0402      0.032300           0.84400    0.1180   \n",
       "39    -4.595     1       0.1820      0.002030           0.53800    0.5520   \n",
       "40    -2.216     0       0.2290      0.006870           0.87000    0.0820   \n",
       "41    -6.764     0       0.0624      0.000895           0.00576    0.0982   \n",
       "42    -9.365     0       0.0363      0.067200           0.69000    0.1700   \n",
       "43    -7.654     0       0.0413      0.021300           0.68900    0.7510   \n",
       "44    -7.414     0       0.0442      0.006460           0.08790    0.3980   \n",
       "45   -11.225     0       0.0323      0.039900           0.84900    0.1290   \n",
       "46   -16.610     0       0.0459      0.106000           0.80900    0.3700   \n",
       "\n",
       "    valence    tempo  \n",
       "0    0.0883  121.006  \n",
       "1    0.0948  120.986  \n",
       "2    0.1410  125.978  \n",
       "3    0.1780  140.318  \n",
       "4    0.0700  120.019  \n",
       "5    0.2830  124.003  \n",
       "6    0.1130  125.991  \n",
       "7    0.5120  126.003  \n",
       "8    0.4940  106.005  \n",
       "9    0.6930  121.996  \n",
       "10   0.3540  124.993  \n",
       "11   0.0533  114.004  \n",
       "12   0.0388  127.704  \n",
       "13   0.2330  121.985  \n",
       "14   0.0787   99.997  \n",
       "15   0.5460  117.002  \n",
       "16   0.1570  121.998  \n",
       "17   0.2990  122.004  \n",
       "18   0.0379  139.999  \n",
       "19   0.2330  112.990  \n",
       "20   0.2680   92.032  \n",
       "21   0.0625  123.043  \n",
       "22   0.2100  122.934  \n",
       "23   0.1070  104.993  \n",
       "24   0.2230  115.995  \n",
       "25   0.1190  122.998  \n",
       "26   0.5740   90.044  \n",
       "27   0.1890  109.998  \n",
       "28   0.6930  122.016  \n",
       "29   0.3790  122.995  \n",
       "30   0.2780  114.996  \n",
       "31   0.4230  117.993  \n",
       "32   0.0801   95.000  \n",
       "33   0.4620  121.021  \n",
       "34   0.3170  123.012  \n",
       "35   0.4690  123.009  \n",
       "36   0.0984  124.000  \n",
       "37   0.1360  120.047  \n",
       "38   0.0679  111.975  \n",
       "39   0.1400  134.982  \n",
       "40   0.1640  161.191  \n",
       "41   0.4000  127.990  \n",
       "42   0.0457  121.990  \n",
       "43   0.0395  127.756  \n",
       "44   0.0810  125.015  \n",
       "45   0.1300  115.010  \n",
       "46   0.2570  115.012  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_recomms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test_final_recomms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'snapshot_id': 'NCw1NGJlZmJhNTdiZGRmNTc4NThkYjkxODgyMjE4OTU0MGZmNDUxYWE2'}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#add both and compare wait between to\n",
    "# sp_m.user_playlist_add_tracks(usernames[0],\n",
    "#                              playlist_id=\"spotify:playlist:36MtjIS6lPXT7Q97HieR9g\",\n",
    "#                              tracks = final_recomms[\"track_id\"].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'snapshot_id': 'Miw2MzAwZTcwZjk0YTU2OTNhNGUxMmI1YjQ2ZWVhMmFmOTZmZTdhNzM3'}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sp_m.user_playlist_add_tracks(usernames[0],\n",
    "#                              playlist_id=\"spotify:playlist:1ypSXCaY044CeRD98pteRc\",\n",
    "#                              tracks = test_final_recomms[\"track_id\"].tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering with mean song\n",
    "\n",
    "For very homogenous playlist it can make sense (that is at least what my experiments show) to filter the recommendations again based on the average song of a playlist (as mentioned earlier).\n",
    "\n",
    "The process is the same as filtering the recommendations by similarity to the existing songs (see above), only now just for one \"song\" the \"mean song\". I have written a function for this task which can be found in spotifuncs.py."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "##adopted into spotifuncs\n",
    "# def test_filter_with_meansong(mean_song,recommendations_df, n_recommendations = 10):\n",
    "#     features = list(mean_song.columns[6:])\n",
    "#     features.remove(\"key\")\n",
    "#     features.remove(\"mode\")\n",
    "#     mean_song_feat = mean_song[features].values\n",
    "#     mean_song_scaled = MinMaxScaler().fit_transform(mean_song_feat.reshape(-1,1))\n",
    "#     recommendations_df_scaled = MinMaxScaler().fit_transform(recommendations_df[features])\n",
    "#     mean_song_scaled = mean_song_scaled.reshape(1,-1)\n",
    "#     sim_mean_finrecomms = cosine_similarity(mean_song_scaled,recommendations_df_scaled)[0][:]\n",
    "#     #sim_mean_finrecomms = sim_mean_finrecomms[0][:]\n",
    "#     indices = (-sim_mean_finrecomms).argsort()[:n_recommendations]\n",
    "#     final_recommendations = recommendations_df.iloc[indices]\n",
    "#     return final_recommendations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## After these filtering steps:\n",
    "\n",
    "Some songs are \"correct\" and would also be part of a manual selection, some however are wrong, and contain e.g. too much text.\n",
    "\n",
    "**Manual filtering** I had the idea to apply some manual filters (possibly before mean song) based on user input and on attributes such as instrumentalness may be helpful (optional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['track_name', 'album', 'track_id', 'artist', 'duration', 'popularity',\n",
       "       'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness',\n",
       "       'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#manual filtering\n",
    "final_recomms.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>367591.914894</td>\n",
       "      <td>35.085106</td>\n",
       "      <td>0.684149</td>\n",
       "      <td>0.654000</td>\n",
       "      <td>4.808511</td>\n",
       "      <td>-10.440596</td>\n",
       "      <td>0.510638</td>\n",
       "      <td>0.059643</td>\n",
       "      <td>0.105349</td>\n",
       "      <td>0.801525</td>\n",
       "      <td>0.215564</td>\n",
       "      <td>0.236402</td>\n",
       "      <td>120.043149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>96704.915672</td>\n",
       "      <td>15.474846</td>\n",
       "      <td>0.148763</td>\n",
       "      <td>0.172425</td>\n",
       "      <td>3.234584</td>\n",
       "      <td>3.183570</td>\n",
       "      <td>0.505291</td>\n",
       "      <td>0.037024</td>\n",
       "      <td>0.174817</td>\n",
       "      <td>0.188701</td>\n",
       "      <td>0.182506</td>\n",
       "      <td>0.180407</td>\n",
       "      <td>12.038956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>148801.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.157000</td>\n",
       "      <td>0.345000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-16.610000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028600</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.005760</td>\n",
       "      <td>0.057900</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>90.044000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>315463.000000</td>\n",
       "      <td>25.500000</td>\n",
       "      <td>0.622000</td>\n",
       "      <td>0.497000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-12.372000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040350</td>\n",
       "      <td>0.005370</td>\n",
       "      <td>0.797500</td>\n",
       "      <td>0.103500</td>\n",
       "      <td>0.091550</td>\n",
       "      <td>115.011000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>382767.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.728000</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-10.713000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.049200</td>\n",
       "      <td>0.034300</td>\n",
       "      <td>0.868000</td>\n",
       "      <td>0.118000</td>\n",
       "      <td>0.178000</td>\n",
       "      <td>121.996000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>425509.500000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.799500</td>\n",
       "      <td>0.782000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>-8.036500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.065250</td>\n",
       "      <td>0.111500</td>\n",
       "      <td>0.891000</td>\n",
       "      <td>0.305000</td>\n",
       "      <td>0.335500</td>\n",
       "      <td>124.498000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>598928.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>-2.216000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.229000</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>0.966000</td>\n",
       "      <td>0.858000</td>\n",
       "      <td>0.693000</td>\n",
       "      <td>161.191000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "            duration  popularity  danceability     energy        key  \\\n",
       "count      47.000000   47.000000     47.000000  47.000000  47.000000   \n",
       "mean   367591.914894   35.085106      0.684149   0.654000   4.808511   \n",
       "std     96704.915672   15.474846      0.148763   0.172425   3.234584   \n",
       "min    148801.000000    0.000000      0.157000   0.345000   0.000000   \n",
       "25%    315463.000000   25.500000      0.622000   0.497000   2.000000   \n",
       "50%    382767.000000   37.000000      0.728000   0.678000   5.000000   \n",
       "75%    425509.500000   45.000000      0.799500   0.782000   7.000000   \n",
       "max    598928.000000   68.000000      0.875000   0.950000  11.000000   \n",
       "\n",
       "        loudness       mode  speechiness  acousticness  instrumentalness  \\\n",
       "count  47.000000  47.000000    47.000000     47.000000         47.000000   \n",
       "mean  -10.440596   0.510638     0.059643      0.105349          0.801525   \n",
       "std     3.183570   0.505291     0.037024      0.174817          0.188701   \n",
       "min   -16.610000   0.000000     0.028600      0.000051          0.005760   \n",
       "25%   -12.372000   0.000000     0.040350      0.005370          0.797500   \n",
       "50%   -10.713000   1.000000     0.049200      0.034300          0.868000   \n",
       "75%    -8.036500   1.000000     0.065250      0.111500          0.891000   \n",
       "max    -2.216000   1.000000     0.229000      0.710000          0.966000   \n",
       "\n",
       "        liveness    valence       tempo  \n",
       "count  47.000000  47.000000   47.000000  \n",
       "mean    0.215564   0.236402  120.043149  \n",
       "std     0.182506   0.180407   12.038956  \n",
       "min     0.057900   0.037900   90.044000  \n",
       "25%     0.103500   0.091550  115.011000  \n",
       "50%     0.118000   0.178000  121.996000  \n",
       "75%     0.305000   0.335500  124.498000  \n",
       "max     0.858000   0.693000  161.191000  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_recomms.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will limit the manual filtering based on attributes to:\n",
    "- speechiness\n",
    "- acousticness\n",
    "- instrumentalness\n",
    "- liveness\n",
    "\n",
    "as those can be interpreted with relative ease and a \"high\" or \"low\" value of these feat. in a song makes intuitive sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "##function in spotifuncs\n",
    "# def feature_filter(df,feature, high = True):\n",
    "#     assert feature in [\"speechiness\",\"acousticness\",\n",
    "#                        \"instrumentalness\",\"liveness\"], \"feature must be one of the following: speechiness,acousticness,instrumentalness,liveness\"\n",
    "#     x = 0.9 if high == True else 0.1\n",
    "#     df = df[df[feature] > x] if high == True else df[df[feature] < x]\n",
    "#     return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "Empty DataFrame\n",
       "Columns: [track_name, album, track_id, artist, duration, popularity, danceability, energy, key, loudness, mode, speechiness, acousticness, instrumentalness, liveness, valence, tempo]\n",
       "Index: []"
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     "metadata": {},
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   ],
   "source": [
    "feature_filter(final_recomms,feature = \"speechiness\")\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flicker - Mixed</td>\n",
       "      <td>fabric presents Bonobo (DJ Mix)</td>\n",
       "      <td>6jhm7KeidwkYSop3tWEpCR</td>\n",
       "      <td>Bonobo</td>\n",
       "      <td>337653</td>\n",
       "      <td>41</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.719</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>0.78800</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.0883</td>\n",
       "      <td>121.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Monogamy - Original Mix</td>\n",
       "      <td>Monogamy/Polygamy EP</td>\n",
       "      <td>1Fjt2qzntJQN3yuuzF4iZK</td>\n",
       "      <td>Sascha Braemer</td>\n",
       "      <td>370730</td>\n",
       "      <td>39</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.710</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.281</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.89000</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.0948</td>\n",
       "      <td>120.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Opus - Four Tet Remix</td>\n",
       "      <td>Opus (Four Tet Remix)</td>\n",
       "      <td>3Iw9Nr3rmMM7L4FjSV7DEB</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>598928</td>\n",
       "      <td>40</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.764</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.928</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.002020</td>\n",
       "      <td>0.90400</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>125.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Point</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>0lf0PVp2zmn7lL2DpPjEtt</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>430184</td>\n",
       "      <td>21</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.636</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.627</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.040400</td>\n",
       "      <td>0.88800</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>140.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lion - Jamie XX Remix</td>\n",
       "      <td>Pink Remixes</td>\n",
       "      <td>48MEgryHl7JrjZC4ZOQmui</td>\n",
       "      <td>Four Tet</td>\n",
       "      <td>428500</td>\n",
       "      <td>41</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.497</td>\n",
       "      <td>10</td>\n",
       "      <td>-15.477</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0647</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.84700</td>\n",
       "      <td>0.3480</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>120.019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>House Arrest - Chris Lorenzo Remix</td>\n",
       "      <td>House Arrest (Chris Lorenzo Remix)</td>\n",
       "      <td>5x58wIDdtxADXRZoRxKSSO</td>\n",
       "      <td>Sofi Tukker</td>\n",
       "      <td>218709</td>\n",
       "      <td>50</td>\n",
       "      <td>0.752</td>\n",
       "      <td>0.811</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.70100</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>124.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coffee &amp; Dub - Original Mix</td>\n",
       "      <td>Techno For Breakfast EP</td>\n",
       "      <td>6AQCOXUWAaB7rSq0Ms2l4U</td>\n",
       "      <td>Sonitus Eco</td>\n",
       "      <td>424000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.597</td>\n",
       "      <td>0.543</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.2620</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>125.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The End Of It All 2015 Mix</td>\n",
       "      <td>The End Of It All 2015 mix</td>\n",
       "      <td>0mYY8g0ikVTIi8cZndMGtb</td>\n",
       "      <td>John Tejada</td>\n",
       "      <td>397800</td>\n",
       "      <td>25</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.724</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.003260</td>\n",
       "      <td>0.94900</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>126.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future Days - Hey! Douglas Remix</td>\n",
       "      <td>Future Days (Remixes)</td>\n",
       "      <td>2gKrcGKOIhJNhd74kEcWtx</td>\n",
       "      <td>islandman</td>\n",
       "      <td>309691</td>\n",
       "      <td>43</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.760</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.492</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.69200</td>\n",
       "      <td>0.0955</td>\n",
       "      <td>0.4940</td>\n",
       "      <td>106.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bitter Fater - Radio Edit</td>\n",
       "      <td>Bitter Fate (Radio Edit)</td>\n",
       "      <td>0IBfTHJvcSVMaOEfPBi2Oj</td>\n",
       "      <td>Edu Imbernon</td>\n",
       "      <td>330243</td>\n",
       "      <td>19</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.912</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.215</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0406</td>\n",
       "      <td>0.005380</td>\n",
       "      <td>0.76400</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>121.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>All I Know</td>\n",
       "      <td>All I Know</td>\n",
       "      <td>6tr6I3YJnHUqKHfJXnm4jk</td>\n",
       "      <td>EDX</td>\n",
       "      <td>148801</td>\n",
       "      <td>52</td>\n",
       "      <td>0.717</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.041</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.47700</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3540</td>\n",
       "      <td>124.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kanun - Original Mix</td>\n",
       "      <td>Kanun</td>\n",
       "      <td>3Pd1HEol9zpq1hXQTewJSP</td>\n",
       "      <td>Jacob Groening</td>\n",
       "      <td>366888</td>\n",
       "      <td>54</td>\n",
       "      <td>0.858</td>\n",
       "      <td>0.507</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.317</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.047400</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>114.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Siren</td>\n",
       "      <td>Siren</td>\n",
       "      <td>5umBsHgpB2WsRA9ccQZGdz</td>\n",
       "      <td>Tourist</td>\n",
       "      <td>382767</td>\n",
       "      <td>52</td>\n",
       "      <td>0.340</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0446</td>\n",
       "      <td>0.074100</td>\n",
       "      <td>0.89200</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>127.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pnom Gobal</td>\n",
       "      <td>Thora Vukk</td>\n",
       "      <td>6sWsFzAQ8OHGxjgRlkIou2</td>\n",
       "      <td>Robag Wruhme</td>\n",
       "      <td>318346</td>\n",
       "      <td>30</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>121.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fundamental Feeling</td>\n",
       "      <td>Chill Positive Vibes</td>\n",
       "      <td>5zk2uUS7HNe28gItJUnycd</td>\n",
       "      <td>The Sura Quintet</td>\n",
       "      <td>364800</td>\n",
       "      <td>14</td>\n",
       "      <td>0.769</td>\n",
       "      <td>0.602</td>\n",
       "      <td>4</td>\n",
       "      <td>-9.426</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0876</td>\n",
       "      <td>0.108000</td>\n",
       "      <td>0.85300</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>99.997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kabuffeule</td>\n",
       "      <td>Schleiermeier</td>\n",
       "      <td>5PAPa1hUXJuAtNJITL8jy6</td>\n",
       "      <td>Coss</td>\n",
       "      <td>404204</td>\n",
       "      <td>34</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.492</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.89700</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.5460</td>\n",
       "      <td>117.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Premium Emo - Original Mix</td>\n",
       "      <td>Anjunadeep 06</td>\n",
       "      <td>5dTuEVETmQ15gP2M8E5I45</td>\n",
       "      <td>16BL</td>\n",
       "      <td>465533</td>\n",
       "      <td>32</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.800</td>\n",
       "      <td>3</td>\n",
       "      <td>-8.028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.437000</td>\n",
       "      <td>0.96600</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>121.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palm Tree Memories - n'to Remix</td>\n",
       "      <td>Palm Tree Memories</td>\n",
       "      <td>7kbaX2gvfPayg8ZmQSmnst</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>419514</td>\n",
       "      <td>35</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.350</td>\n",
       "      <td>4</td>\n",
       "      <td>-13.974</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0721</td>\n",
       "      <td>0.177000</td>\n",
       "      <td>0.94300</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>0.2990</td>\n",
       "      <td>122.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Between The Lines</td>\n",
       "      <td>Oddyssey</td>\n",
       "      <td>0JWL4WXYrDdg2HgN5zz6bj</td>\n",
       "      <td>Amtrac</td>\n",
       "      <td>277717</td>\n",
       "      <td>37</td>\n",
       "      <td>0.486</td>\n",
       "      <td>0.926</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.011300</td>\n",
       "      <td>0.70800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>139.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Phala</td>\n",
       "      <td>Viracochas, Vol. 1</td>\n",
       "      <td>1BPshwPbRrhH3trhZIMtHx</td>\n",
       "      <td>Dandara</td>\n",
       "      <td>432408</td>\n",
       "      <td>22</td>\n",
       "      <td>0.809</td>\n",
       "      <td>0.619</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.446</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>112.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>From the Beginning - Short Version</td>\n",
       "      <td>From the Beginning</td>\n",
       "      <td>3Nc13NQOp2ZblNvdrcdvVp</td>\n",
       "      <td>Zazou</td>\n",
       "      <td>247589</td>\n",
       "      <td>46</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.514</td>\n",
       "      <td>7</td>\n",
       "      <td>-12.261</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0685</td>\n",
       "      <td>0.358000</td>\n",
       "      <td>0.80700</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>0.2680</td>\n",
       "      <td>92.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Customer Is King</td>\n",
       "      <td>Customer Is King EP</td>\n",
       "      <td>1SWyGZhn3nyLUZRfWvQ0to</td>\n",
       "      <td>Solomun</td>\n",
       "      <td>476237</td>\n",
       "      <td>44</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.497</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>123.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Just</td>\n",
       "      <td>Brightest Lights</td>\n",
       "      <td>6BHx1NCBASduR31WNTzm5S</td>\n",
       "      <td>Lane 8</td>\n",
       "      <td>290731</td>\n",
       "      <td>51</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.565</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.195</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.481000</td>\n",
       "      <td>0.95100</td>\n",
       "      <td>0.3130</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>122.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Youtan</td>\n",
       "      <td>Hypnosis</td>\n",
       "      <td>2uZqHs76XjmTRCM7Qhaw8Z</td>\n",
       "      <td>Yør Kultura</td>\n",
       "      <td>521953</td>\n",
       "      <td>33</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.427</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.212</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.003810</td>\n",
       "      <td>0.86800</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>104.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>For Eternity - Love over Entropy Remix</td>\n",
       "      <td>For Eternity</td>\n",
       "      <td>2LPFJwyO8s8FvwnNXKac54</td>\n",
       "      <td>Armen Miran</td>\n",
       "      <td>427019</td>\n",
       "      <td>39</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.715</td>\n",
       "      <td>4</td>\n",
       "      <td>-12.427</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0449</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2230</td>\n",
       "      <td>115.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Love Inc</td>\n",
       "      <td>Eve</td>\n",
       "      <td>5BbafbYWCjtiwVbBJg4PH5</td>\n",
       "      <td>Booka Shade</td>\n",
       "      <td>361000</td>\n",
       "      <td>47</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.736</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.004</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.008180</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>122.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leafs</td>\n",
       "      <td>Hinterland</td>\n",
       "      <td>16jbjK5jP3DpGJqbbtdwrJ</td>\n",
       "      <td>Recondite</td>\n",
       "      <td>312580</td>\n",
       "      <td>32</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0.345</td>\n",
       "      <td>4</td>\n",
       "      <td>-14.106</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>0.92800</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>109.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Blind Navigator - Extended Mix</td>\n",
       "      <td>The Blind Navigator / Like Clockwork</td>\n",
       "      <td>7cNTILvUTNXwueXOaoUBMK</td>\n",
       "      <td>Kasper Koman</td>\n",
       "      <td>475485</td>\n",
       "      <td>31</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.866</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.713</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.058800</td>\n",
       "      <td>0.81000</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>122.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Exotope</td>\n",
       "      <td>Exo</td>\n",
       "      <td>0xKD4wFzyUDwTGhLrCmW62</td>\n",
       "      <td>Rjega</td>\n",
       "      <td>440726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.153000</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>122.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Progress in Happiness Remix</td>\n",
       "      <td>Remixed</td>\n",
       "      <td>3yWAL1YkmsxmmH0opUFVgR</td>\n",
       "      <td>Kick Bong</td>\n",
       "      <td>355226</td>\n",
       "      <td>31</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>0.86900</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.2780</td>\n",
       "      <td>114.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>41WfYLOlpjo47X3bq6n8LI</td>\n",
       "      <td>Landikhan</td>\n",
       "      <td>395632</td>\n",
       "      <td>26</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.061900</td>\n",
       "      <td>0.81900</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>117.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>A Tribe Called Kotori</td>\n",
       "      <td>The Arc of Tension</td>\n",
       "      <td>239SrBPZi0xs1OQZmedr6q</td>\n",
       "      <td>Oliver Koletzki</td>\n",
       "      <td>370453</td>\n",
       "      <td>53</td>\n",
       "      <td>0.627</td>\n",
       "      <td>0.496</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.866</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0396</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>0.83100</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>0.0801</td>\n",
       "      <td>95.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Waiting</td>\n",
       "      <td>Deeparture</td>\n",
       "      <td>7euYrovRu4uDo2jXN5H7eF</td>\n",
       "      <td>Helly Larson</td>\n",
       "      <td>405594</td>\n",
       "      <td>21</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.436</td>\n",
       "      <td>3</td>\n",
       "      <td>-15.486</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0553</td>\n",
       "      <td>0.158000</td>\n",
       "      <td>0.88400</td>\n",
       "      <td>0.2970</td>\n",
       "      <td>0.4620</td>\n",
       "      <td>121.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Davos</td>\n",
       "      <td>Unsurfaced</td>\n",
       "      <td>47GeOpdqcvKuck5xL13JCo</td>\n",
       "      <td>Pablo Bolivar</td>\n",
       "      <td>400236</td>\n",
       "      <td>11</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.627</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.091</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>0.92000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.3170</td>\n",
       "      <td>123.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ray</td>\n",
       "      <td>Ray</td>\n",
       "      <td>1W34fm437pe2u3mWBpGyx0</td>\n",
       "      <td>Adriatique</td>\n",
       "      <td>392674</td>\n",
       "      <td>44</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.497</td>\n",
       "      <td>7</td>\n",
       "      <td>-11.137</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.88600</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>123.009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kolido</td>\n",
       "      <td>Ghostly Swim 2</td>\n",
       "      <td>3N3HpcVZGHKRz94fox04t1</td>\n",
       "      <td>Dauwd</td>\n",
       "      <td>411003</td>\n",
       "      <td>41</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.583</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.034300</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.0984</td>\n",
       "      <td>124.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Spectrum II - Colors - Zzzzra Remix</td>\n",
       "      <td>Spectrum</td>\n",
       "      <td>60obeIuD9b0zTOoQBaXBwl</td>\n",
       "      <td>Dublicator</td>\n",
       "      <td>378586</td>\n",
       "      <td>13</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.681</td>\n",
       "      <td>1</td>\n",
       "      <td>-13.538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>111.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sunset - Joris Delacroix Remix</td>\n",
       "      <td>Sunset</td>\n",
       "      <td>3FV1zVLMiz3yOmmUGgTlfW</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>467660</td>\n",
       "      <td>52</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.631</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.365</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.067200</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.1700</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>121.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Waterfront</td>\n",
       "      <td>The Imperative</td>\n",
       "      <td>1MYmAuCgqr80h9aGatlwkQ</td>\n",
       "      <td>Vorso</td>\n",
       "      <td>277344</td>\n",
       "      <td>29</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.828</td>\n",
       "      <td>5</td>\n",
       "      <td>-7.654</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.021300</td>\n",
       "      <td>0.68900</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>127.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Joda - Worakls Remix</td>\n",
       "      <td>Hungry Music Remix, Vol. 1</td>\n",
       "      <td>7MiYNyj5si5yiWyeSkgzqB</td>\n",
       "      <td>Joachim Pastor</td>\n",
       "      <td>338086</td>\n",
       "      <td>52</td>\n",
       "      <td>0.757</td>\n",
       "      <td>0.678</td>\n",
       "      <td>3</td>\n",
       "      <td>-11.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.039900</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>115.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Haus - Rework</td>\n",
       "      <td>Anima Mundi</td>\n",
       "      <td>4ZeT54Dc34PNya05wj2BKB</td>\n",
       "      <td>Vril</td>\n",
       "      <td>404429</td>\n",
       "      <td>27</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.469</td>\n",
       "      <td>11</td>\n",
       "      <td>-16.610</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0459</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.80900</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.2570</td>\n",
       "      <td>115.012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                track_name  \\\n",
       "0                          Flicker - Mixed   \n",
       "1                  Monogamy - Original Mix   \n",
       "2                    Opus - Four Tet Remix   \n",
       "3                            Battery Point   \n",
       "4                    Lion - Jamie XX Remix   \n",
       "5       House Arrest - Chris Lorenzo Remix   \n",
       "6              Coffee & Dub - Original Mix   \n",
       "7               The End Of It All 2015 Mix   \n",
       "8         Future Days - Hey! Douglas Remix   \n",
       "9                Bitter Fater - Radio Edit   \n",
       "10                              All I Know   \n",
       "11                    Kanun - Original Mix   \n",
       "12                                   Siren   \n",
       "13                              Pnom Gobal   \n",
       "14                     Fundamental Feeling   \n",
       "15                              Kabuffeule   \n",
       "16              Premium Emo - Original Mix   \n",
       "17         Palm Tree Memories - n'to Remix   \n",
       "18                       Between The Lines   \n",
       "19                                   Phala   \n",
       "20      From the Beginning - Short Version   \n",
       "21                        Customer Is King   \n",
       "22                                    Just   \n",
       "23                                  Youtan   \n",
       "24  For Eternity - Love over Entropy Remix   \n",
       "25                                Love Inc   \n",
       "27                                   Leafs   \n",
       "28      The Blind Navigator - Extended Mix   \n",
       "29                                 Exotope   \n",
       "30             Progress in Happiness Remix   \n",
       "31                                Ataraxia   \n",
       "32                   A Tribe Called Kotori   \n",
       "33                                 Waiting   \n",
       "34                                   Davos   \n",
       "35                                     Ray   \n",
       "36                                  Kolido   \n",
       "38     Spectrum II - Colors - Zzzzra Remix   \n",
       "41                                  Joanna   \n",
       "42          Sunset - Joris Delacroix Remix   \n",
       "43                              Waterfront   \n",
       "44                                 Breathe   \n",
       "45                    Joda - Worakls Remix   \n",
       "46                           Haus - Rework   \n",
       "\n",
       "                                   album                track_id  \\\n",
       "0        fabric presents Bonobo (DJ Mix)  6jhm7KeidwkYSop3tWEpCR   \n",
       "1                   Monogamy/Polygamy EP  1Fjt2qzntJQN3yuuzF4iZK   \n",
       "2                  Opus (Four Tet Remix)  3Iw9Nr3rmMM7L4FjSV7DEB   \n",
       "3                                  Beak>  0lf0PVp2zmn7lL2DpPjEtt   \n",
       "4                           Pink Remixes  48MEgryHl7JrjZC4ZOQmui   \n",
       "5     House Arrest (Chris Lorenzo Remix)  5x58wIDdtxADXRZoRxKSSO   \n",
       "6                Techno For Breakfast EP  6AQCOXUWAaB7rSq0Ms2l4U   \n",
       "7             The End Of It All 2015 mix  0mYY8g0ikVTIi8cZndMGtb   \n",
       "8                  Future Days (Remixes)  2gKrcGKOIhJNhd74kEcWtx   \n",
       "9               Bitter Fate (Radio Edit)  0IBfTHJvcSVMaOEfPBi2Oj   \n",
       "10                            All I Know  6tr6I3YJnHUqKHfJXnm4jk   \n",
       "11                                 Kanun  3Pd1HEol9zpq1hXQTewJSP   \n",
       "12                                 Siren  5umBsHgpB2WsRA9ccQZGdz   \n",
       "13                            Thora Vukk  6sWsFzAQ8OHGxjgRlkIou2   \n",
       "14                  Chill Positive Vibes  5zk2uUS7HNe28gItJUnycd   \n",
       "15                         Schleiermeier  5PAPa1hUXJuAtNJITL8jy6   \n",
       "16                         Anjunadeep 06  5dTuEVETmQ15gP2M8E5I45   \n",
       "17                    Palm Tree Memories  7kbaX2gvfPayg8ZmQSmnst   \n",
       "18                              Oddyssey  0JWL4WXYrDdg2HgN5zz6bj   \n",
       "19                    Viracochas, Vol. 1  1BPshwPbRrhH3trhZIMtHx   \n",
       "20                    From the Beginning  3Nc13NQOp2ZblNvdrcdvVp   \n",
       "21                   Customer Is King EP  1SWyGZhn3nyLUZRfWvQ0to   \n",
       "22                      Brightest Lights  6BHx1NCBASduR31WNTzm5S   \n",
       "23                              Hypnosis  2uZqHs76XjmTRCM7Qhaw8Z   \n",
       "24                          For Eternity  2LPFJwyO8s8FvwnNXKac54   \n",
       "25                                   Eve  5BbafbYWCjtiwVbBJg4PH5   \n",
       "27                            Hinterland  16jbjK5jP3DpGJqbbtdwrJ   \n",
       "28  The Blind Navigator / Like Clockwork  7cNTILvUTNXwueXOaoUBMK   \n",
       "29                                   Exo  0xKD4wFzyUDwTGhLrCmW62   \n",
       "30                               Remixed  3yWAL1YkmsxmmH0opUFVgR   \n",
       "31                              Ataraxia  41WfYLOlpjo47X3bq6n8LI   \n",
       "32                    The Arc of Tension  239SrBPZi0xs1OQZmedr6q   \n",
       "33                            Deeparture  7euYrovRu4uDo2jXN5H7eF   \n",
       "34                            Unsurfaced  47GeOpdqcvKuck5xL13JCo   \n",
       "35                                   Ray  1W34fm437pe2u3mWBpGyx0   \n",
       "36                        Ghostly Swim 2  3N3HpcVZGHKRz94fox04t1   \n",
       "38                              Spectrum  60obeIuD9b0zTOoQBaXBwl   \n",
       "41                                Joanna  28YPPPSlRUUF14Nhsp9BFP   \n",
       "42                                Sunset  3FV1zVLMiz3yOmmUGgTlfW   \n",
       "43                        The Imperative  1MYmAuCgqr80h9aGatlwkQ   \n",
       "44                               Breathe  6TR0FGw4zhlGbQALN065AI   \n",
       "45            Hungry Music Remix, Vol. 1  7MiYNyj5si5yiWyeSkgzqB   \n",
       "46                           Anima Mundi  4ZeT54Dc34PNya05wj2BKB   \n",
       "\n",
       "              artist  duration  popularity  danceability  energy  key  \\\n",
       "0             Bonobo    337653          41         0.680   0.719    6   \n",
       "1     Sascha Braemer    370730          39         0.637   0.710    2   \n",
       "2         Eric Prydz    598928          40         0.602   0.764    6   \n",
       "3              Beak>    430184          21         0.157   0.636    2   \n",
       "4           Four Tet    428500          41         0.802   0.497   10   \n",
       "5        Sofi Tukker    218709          50         0.752   0.811    8   \n",
       "6        Sonitus Eco    424000           3         0.597   0.543    1   \n",
       "7        John Tejada    397800          25         0.628   0.724    6   \n",
       "8          islandman    309691          43         0.802   0.760    7   \n",
       "9       Edu Imbernon    330243          19         0.618   0.912    1   \n",
       "10               EDX    148801          52         0.717   0.944    1   \n",
       "11    Jacob Groening    366888          54         0.858   0.507    0   \n",
       "12           Tourist    382767          52         0.340   0.700    1   \n",
       "13      Robag Wruhme    318346          30         0.825   0.450    7   \n",
       "14  The Sura Quintet    364800          14         0.769   0.602    4   \n",
       "15              Coss    404204          34         0.806   0.492    9   \n",
       "16              16BL    465533          32         0.626   0.800    3   \n",
       "17   Oliver Schories    419514          35         0.764   0.350    4   \n",
       "18            Amtrac    277717          37         0.486   0.926    2   \n",
       "19           Dandara    432408          22         0.809   0.619    7   \n",
       "20             Zazou    247589          46         0.875   0.514    7   \n",
       "21           Solomun    476237          44         0.797   0.497    2   \n",
       "22            Lane 8    290731          51         0.656   0.565    9   \n",
       "23       Yør Kultura    521953          33         0.766   0.427    1   \n",
       "24       Armen Miran    427019          39         0.710   0.715    4   \n",
       "25       Booka Shade    361000          47         0.782   0.736    5   \n",
       "27         Recondite    312580          32         0.788   0.345    4   \n",
       "28      Kasper Koman    475485          31         0.808   0.866    7   \n",
       "29             Rjega    440726           0         0.806   0.469    2   \n",
       "30         Kick Bong    355226          31         0.803   0.885    7   \n",
       "31         Landikhan    395632          26         0.790   0.678    0   \n",
       "32   Oliver Koletzki    370453          53         0.627   0.496    5   \n",
       "33      Helly Larson    405594          21         0.728   0.436    3   \n",
       "34     Pablo Bolivar    400236          11         0.792   0.627    5   \n",
       "35        Adriatique    392674          44         0.807   0.497    7   \n",
       "36             Dauwd    411003          41         0.807   0.583    1   \n",
       "38        Dublicator    378586          13         0.661   0.681    1   \n",
       "41      Mord Fustang    420000          23         0.554   0.913    9   \n",
       "42   Oliver Schories    467660          52         0.719   0.631    2   \n",
       "43             Vorso    277344          29         0.466   0.828    5   \n",
       "44         CamelPhat    194232          68         0.595   0.877    9   \n",
       "45    Joachim Pastor    338086          52         0.757   0.678    3   \n",
       "46              Vril    404429          27         0.518   0.469   11   \n",
       "\n",
       "    loudness  mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "0    -10.719     1       0.0430      0.037900           0.78800    0.0839   \n",
       "1    -11.281     1       0.0338      0.000141           0.89000    0.2090   \n",
       "2     -8.928     0       0.0344      0.002020           0.90400    0.1200   \n",
       "3     -9.627     0       0.0377      0.040400           0.88800    0.1120   \n",
       "4    -15.477     0       0.0647      0.125000           0.84700    0.3480   \n",
       "5     -7.429     1       0.0376      0.005360           0.70100    0.0879   \n",
       "6    -15.579     1       0.0405      0.170000           0.90800    0.2620   \n",
       "7     -8.045     0       0.0374      0.003260           0.94900    0.2060   \n",
       "8     -7.492     1       0.0586      0.012000           0.69200    0.0955   \n",
       "9     -7.215     1       0.0406      0.005380           0.76400    0.1230   \n",
       "10    -5.041     1       0.0386      0.005180           0.47700    0.1130   \n",
       "11   -12.317     1       0.0691      0.047400           0.89400    0.1180   \n",
       "12    -7.998     1       0.0446      0.074100           0.89200    0.1030   \n",
       "13   -13.316     0       0.0778      0.004210           0.87900    0.0969   \n",
       "14    -9.426     0       0.0876      0.108000           0.85300    0.1110   \n",
       "15   -11.040     1       0.0797      0.000051           0.89700    0.3700   \n",
       "16    -8.028     1       0.0286      0.437000           0.96600    0.0891   \n",
       "17   -13.974     0       0.0721      0.177000           0.94300    0.1650   \n",
       "18    -8.407     1       0.0435      0.011300           0.70800    0.1130   \n",
       "19    -9.446     1       0.0691      0.002730           0.87700    0.1040   \n",
       "20   -12.261     1       0.0685      0.358000           0.80700    0.1220   \n",
       "21    -9.977     1       0.0658      0.009900           0.78400    0.0682   \n",
       "22   -11.195     0       0.0323      0.481000           0.95100    0.3130   \n",
       "23   -11.212     1       0.0524      0.003810           0.86800    0.1050   \n",
       "24   -12.427     0       0.0449      0.016000           0.84400    0.1010   \n",
       "25    -9.004     0       0.0511      0.008180           0.84900    0.8580   \n",
       "27   -14.106     1       0.0572      0.115000           0.92800    0.1160   \n",
       "28   -10.713     1       0.0415      0.058800           0.81000    0.0579   \n",
       "29   -14.726     0       0.0501      0.153000           0.87300    0.1080   \n",
       "30    -6.003     1       0.0533      0.004810           0.86900    0.3250   \n",
       "31   -11.821     1       0.0492      0.061900           0.81900    0.0889   \n",
       "32   -11.866     0       0.0396      0.710000           0.83100    0.3430   \n",
       "33   -15.486     0       0.0553      0.158000           0.88400    0.2970   \n",
       "34   -13.091     0       0.0587      0.078300           0.92000    0.1060   \n",
       "35   -11.137     1       0.0415      0.012000           0.88600    0.1120   \n",
       "36   -10.547     1       0.0552      0.034300           0.87700    0.4330   \n",
       "38   -13.538     1       0.0402      0.032300           0.84400    0.1180   \n",
       "41    -6.764     0       0.0624      0.000895           0.00576    0.0982   \n",
       "42    -9.365     0       0.0363      0.067200           0.69000    0.1700   \n",
       "43    -7.654     0       0.0413      0.021300           0.68900    0.7510   \n",
       "44    -7.414     0       0.0442      0.006460           0.08790    0.3980   \n",
       "45   -11.225     0       0.0323      0.039900           0.84900    0.1290   \n",
       "46   -16.610     0       0.0459      0.106000           0.80900    0.3700   \n",
       "\n",
       "    valence    tempo  \n",
       "0    0.0883  121.006  \n",
       "1    0.0948  120.986  \n",
       "2    0.1410  125.978  \n",
       "3    0.1780  140.318  \n",
       "4    0.0700  120.019  \n",
       "5    0.2830  124.003  \n",
       "6    0.1130  125.991  \n",
       "7    0.5120  126.003  \n",
       "8    0.4940  106.005  \n",
       "9    0.6930  121.996  \n",
       "10   0.3540  124.993  \n",
       "11   0.0533  114.004  \n",
       "12   0.0388  127.704  \n",
       "13   0.2330  121.985  \n",
       "14   0.0787   99.997  \n",
       "15   0.5460  117.002  \n",
       "16   0.1570  121.998  \n",
       "17   0.2990  122.004  \n",
       "18   0.0379  139.999  \n",
       "19   0.2330  112.990  \n",
       "20   0.2680   92.032  \n",
       "21   0.0625  123.043  \n",
       "22   0.2100  122.934  \n",
       "23   0.1070  104.993  \n",
       "24   0.2230  115.995  \n",
       "25   0.1190  122.998  \n",
       "27   0.1890  109.998  \n",
       "28   0.6930  122.016  \n",
       "29   0.3790  122.995  \n",
       "30   0.2780  114.996  \n",
       "31   0.4230  117.993  \n",
       "32   0.0801   95.000  \n",
       "33   0.4620  121.021  \n",
       "34   0.3170  123.012  \n",
       "35   0.4690  123.009  \n",
       "36   0.0984  124.000  \n",
       "38   0.0679  111.975  \n",
       "41   0.4000  127.990  \n",
       "42   0.0457  121.990  \n",
       "43   0.0395  127.756  \n",
       "44   0.0810  125.015  \n",
       "45   0.1300  115.010  \n",
       "46   0.2570  115.012  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"speechiness\", high = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [track_name, album, track_id, artist, duration, popularity, danceability, energy, key, loudness, mode, speechiness, acousticness, instrumentalness, liveness, valence, tempo]\n",
       "Index: []"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"acousticness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flicker - Mixed</td>\n",
       "      <td>fabric presents Bonobo (DJ Mix)</td>\n",
       "      <td>6jhm7KeidwkYSop3tWEpCR</td>\n",
       "      <td>Bonobo</td>\n",
       "      <td>337653</td>\n",
       "      <td>41</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.719</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>0.78800</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.0883</td>\n",
       "      <td>121.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Monogamy - Original Mix</td>\n",
       "      <td>Monogamy/Polygamy EP</td>\n",
       "      <td>1Fjt2qzntJQN3yuuzF4iZK</td>\n",
       "      <td>Sascha Braemer</td>\n",
       "      <td>370730</td>\n",
       "      <td>39</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.710</td>\n",
       "      <td>2</td>\n",
       "      <td>-11.281</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.89000</td>\n",
       "      <td>0.2090</td>\n",
       "      <td>0.0948</td>\n",
       "      <td>120.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Opus - Four Tet Remix</td>\n",
       "      <td>Opus (Four Tet Remix)</td>\n",
       "      <td>3Iw9Nr3rmMM7L4FjSV7DEB</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>598928</td>\n",
       "      <td>40</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.764</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.928</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.002020</td>\n",
       "      <td>0.90400</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>125.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Point</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>0lf0PVp2zmn7lL2DpPjEtt</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>430184</td>\n",
       "      <td>21</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.636</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.627</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.040400</td>\n",
       "      <td>0.88800</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>140.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>House Arrest - Chris Lorenzo Remix</td>\n",
       "      <td>House Arrest (Chris Lorenzo Remix)</td>\n",
       "      <td>5x58wIDdtxADXRZoRxKSSO</td>\n",
       "      <td>Sofi Tukker</td>\n",
       "      <td>218709</td>\n",
       "      <td>50</td>\n",
       "      <td>0.752</td>\n",
       "      <td>0.811</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.70100</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>124.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The End Of It All 2015 Mix</td>\n",
       "      <td>The End Of It All 2015 mix</td>\n",
       "      <td>0mYY8g0ikVTIi8cZndMGtb</td>\n",
       "      <td>John Tejada</td>\n",
       "      <td>397800</td>\n",
       "      <td>25</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.724</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.003260</td>\n",
       "      <td>0.94900</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.5120</td>\n",
       "      <td>126.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future Days - Hey! Douglas Remix</td>\n",
       "      <td>Future Days (Remixes)</td>\n",
       "      <td>2gKrcGKOIhJNhd74kEcWtx</td>\n",
       "      <td>islandman</td>\n",
       "      <td>309691</td>\n",
       "      <td>43</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.760</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.492</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.69200</td>\n",
       "      <td>0.0955</td>\n",
       "      <td>0.4940</td>\n",
       "      <td>106.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bitter Fater - Radio Edit</td>\n",
       "      <td>Bitter Fate (Radio Edit)</td>\n",
       "      <td>0IBfTHJvcSVMaOEfPBi2Oj</td>\n",
       "      <td>Edu Imbernon</td>\n",
       "      <td>330243</td>\n",
       "      <td>19</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.912</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.215</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0406</td>\n",
       "      <td>0.005380</td>\n",
       "      <td>0.76400</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>121.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>All I Know</td>\n",
       "      <td>All I Know</td>\n",
       "      <td>6tr6I3YJnHUqKHfJXnm4jk</td>\n",
       "      <td>EDX</td>\n",
       "      <td>148801</td>\n",
       "      <td>52</td>\n",
       "      <td>0.717</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.041</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.47700</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.3540</td>\n",
       "      <td>124.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kanun - Original Mix</td>\n",
       "      <td>Kanun</td>\n",
       "      <td>3Pd1HEol9zpq1hXQTewJSP</td>\n",
       "      <td>Jacob Groening</td>\n",
       "      <td>366888</td>\n",
       "      <td>54</td>\n",
       "      <td>0.858</td>\n",
       "      <td>0.507</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.317</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.047400</td>\n",
       "      <td>0.89400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>114.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Siren</td>\n",
       "      <td>Siren</td>\n",
       "      <td>5umBsHgpB2WsRA9ccQZGdz</td>\n",
       "      <td>Tourist</td>\n",
       "      <td>382767</td>\n",
       "      <td>52</td>\n",
       "      <td>0.340</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0446</td>\n",
       "      <td>0.074100</td>\n",
       "      <td>0.89200</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>127.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pnom Gobal</td>\n",
       "      <td>Thora Vukk</td>\n",
       "      <td>6sWsFzAQ8OHGxjgRlkIou2</td>\n",
       "      <td>Robag Wruhme</td>\n",
       "      <td>318346</td>\n",
       "      <td>30</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>121.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kabuffeule</td>\n",
       "      <td>Schleiermeier</td>\n",
       "      <td>5PAPa1hUXJuAtNJITL8jy6</td>\n",
       "      <td>Coss</td>\n",
       "      <td>404204</td>\n",
       "      <td>34</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.492</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.89700</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.5460</td>\n",
       "      <td>117.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Between The Lines</td>\n",
       "      <td>Oddyssey</td>\n",
       "      <td>0JWL4WXYrDdg2HgN5zz6bj</td>\n",
       "      <td>Amtrac</td>\n",
       "      <td>277717</td>\n",
       "      <td>37</td>\n",
       "      <td>0.486</td>\n",
       "      <td>0.926</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.011300</td>\n",
       "      <td>0.70800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>139.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Phala</td>\n",
       "      <td>Viracochas, Vol. 1</td>\n",
       "      <td>1BPshwPbRrhH3trhZIMtHx</td>\n",
       "      <td>Dandara</td>\n",
       "      <td>432408</td>\n",
       "      <td>22</td>\n",
       "      <td>0.809</td>\n",
       "      <td>0.619</td>\n",
       "      <td>7</td>\n",
       "      <td>-9.446</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0691</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>112.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Customer Is King</td>\n",
       "      <td>Customer Is King EP</td>\n",
       "      <td>1SWyGZhn3nyLUZRfWvQ0to</td>\n",
       "      <td>Solomun</td>\n",
       "      <td>476237</td>\n",
       "      <td>44</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.497</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>123.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Youtan</td>\n",
       "      <td>Hypnosis</td>\n",
       "      <td>2uZqHs76XjmTRCM7Qhaw8Z</td>\n",
       "      <td>Yør Kultura</td>\n",
       "      <td>521953</td>\n",
       "      <td>33</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.427</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.212</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.003810</td>\n",
       "      <td>0.86800</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>104.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>For Eternity - Love over Entropy Remix</td>\n",
       "      <td>For Eternity</td>\n",
       "      <td>2LPFJwyO8s8FvwnNXKac54</td>\n",
       "      <td>Armen Miran</td>\n",
       "      <td>427019</td>\n",
       "      <td>39</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.715</td>\n",
       "      <td>4</td>\n",
       "      <td>-12.427</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0449</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2230</td>\n",
       "      <td>115.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Love Inc</td>\n",
       "      <td>Eve</td>\n",
       "      <td>5BbafbYWCjtiwVbBJg4PH5</td>\n",
       "      <td>Booka Shade</td>\n",
       "      <td>361000</td>\n",
       "      <td>47</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.736</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.004</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.008180</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>122.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Blind Navigator - Extended Mix</td>\n",
       "      <td>The Blind Navigator / Like Clockwork</td>\n",
       "      <td>7cNTILvUTNXwueXOaoUBMK</td>\n",
       "      <td>Kasper Koman</td>\n",
       "      <td>475485</td>\n",
       "      <td>31</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.866</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.713</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.058800</td>\n",
       "      <td>0.81000</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>122.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Progress in Happiness Remix</td>\n",
       "      <td>Remixed</td>\n",
       "      <td>3yWAL1YkmsxmmH0opUFVgR</td>\n",
       "      <td>Kick Bong</td>\n",
       "      <td>355226</td>\n",
       "      <td>31</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7</td>\n",
       "      <td>-6.003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0533</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>0.86900</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.2780</td>\n",
       "      <td>114.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>41WfYLOlpjo47X3bq6n8LI</td>\n",
       "      <td>Landikhan</td>\n",
       "      <td>395632</td>\n",
       "      <td>26</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.061900</td>\n",
       "      <td>0.81900</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>117.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Davos</td>\n",
       "      <td>Unsurfaced</td>\n",
       "      <td>47GeOpdqcvKuck5xL13JCo</td>\n",
       "      <td>Pablo Bolivar</td>\n",
       "      <td>400236</td>\n",
       "      <td>11</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.627</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.091</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>0.92000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.3170</td>\n",
       "      <td>123.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ray</td>\n",
       "      <td>Ray</td>\n",
       "      <td>1W34fm437pe2u3mWBpGyx0</td>\n",
       "      <td>Adriatique</td>\n",
       "      <td>392674</td>\n",
       "      <td>44</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.497</td>\n",
       "      <td>7</td>\n",
       "      <td>-11.137</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.88600</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>123.009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kolido</td>\n",
       "      <td>Ghostly Swim 2</td>\n",
       "      <td>3N3HpcVZGHKRz94fox04t1</td>\n",
       "      <td>Dauwd</td>\n",
       "      <td>411003</td>\n",
       "      <td>41</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.583</td>\n",
       "      <td>1</td>\n",
       "      <td>-10.547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.034300</td>\n",
       "      <td>0.87700</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.0984</td>\n",
       "      <td>124.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Spectrum II - Colors - Zzzzra Remix</td>\n",
       "      <td>Spectrum</td>\n",
       "      <td>60obeIuD9b0zTOoQBaXBwl</td>\n",
       "      <td>Dublicator</td>\n",
       "      <td>378586</td>\n",
       "      <td>13</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.681</td>\n",
       "      <td>1</td>\n",
       "      <td>-13.538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0402</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.84400</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.0679</td>\n",
       "      <td>111.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>4xZax8srPgsXV2mpMerqEk</td>\n",
       "      <td>i_o</td>\n",
       "      <td>223280</td>\n",
       "      <td>65</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.950</td>\n",
       "      <td>8</td>\n",
       "      <td>-4.595</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>0.002030</td>\n",
       "      <td>0.53800</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>134.982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>1lXbVK6pYYRxcDcBLaPME2</td>\n",
       "      <td>Chainless</td>\n",
       "      <td>190280</td>\n",
       "      <td>43</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.828</td>\n",
       "      <td>10</td>\n",
       "      <td>-2.216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.006870</td>\n",
       "      <td>0.87000</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>161.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sunset - Joris Delacroix Remix</td>\n",
       "      <td>Sunset</td>\n",
       "      <td>3FV1zVLMiz3yOmmUGgTlfW</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>467660</td>\n",
       "      <td>52</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.631</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.365</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.067200</td>\n",
       "      <td>0.69000</td>\n",
       "      <td>0.1700</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>121.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Waterfront</td>\n",
       "      <td>The Imperative</td>\n",
       "      <td>1MYmAuCgqr80h9aGatlwkQ</td>\n",
       "      <td>Vorso</td>\n",
       "      <td>277344</td>\n",
       "      <td>29</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.828</td>\n",
       "      <td>5</td>\n",
       "      <td>-7.654</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.021300</td>\n",
       "      <td>0.68900</td>\n",
       "      <td>0.7510</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>127.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Joda - Worakls Remix</td>\n",
       "      <td>Hungry Music Remix, Vol. 1</td>\n",
       "      <td>7MiYNyj5si5yiWyeSkgzqB</td>\n",
       "      <td>Joachim Pastor</td>\n",
       "      <td>338086</td>\n",
       "      <td>52</td>\n",
       "      <td>0.757</td>\n",
       "      <td>0.678</td>\n",
       "      <td>3</td>\n",
       "      <td>-11.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.039900</td>\n",
       "      <td>0.84900</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>115.010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                track_name  \\\n",
       "0                          Flicker - Mixed   \n",
       "1                  Monogamy - Original Mix   \n",
       "2                    Opus - Four Tet Remix   \n",
       "3                            Battery Point   \n",
       "5       House Arrest - Chris Lorenzo Remix   \n",
       "7               The End Of It All 2015 Mix   \n",
       "8         Future Days - Hey! Douglas Remix   \n",
       "9                Bitter Fater - Radio Edit   \n",
       "10                              All I Know   \n",
       "11                    Kanun - Original Mix   \n",
       "12                                   Siren   \n",
       "13                              Pnom Gobal   \n",
       "15                              Kabuffeule   \n",
       "18                       Between The Lines   \n",
       "19                                   Phala   \n",
       "21                        Customer Is King   \n",
       "23                                  Youtan   \n",
       "24  For Eternity - Love over Entropy Remix   \n",
       "25                                Love Inc   \n",
       "28      The Blind Navigator - Extended Mix   \n",
       "30             Progress in Happiness Remix   \n",
       "31                                Ataraxia   \n",
       "34                                   Davos   \n",
       "35                                     Ray   \n",
       "36                                  Kolido   \n",
       "38     Spectrum II - Colors - Zzzzra Remix   \n",
       "39                      Castles In The Sky   \n",
       "40                              Grey Veils   \n",
       "41                                  Joanna   \n",
       "42          Sunset - Joris Delacroix Remix   \n",
       "43                              Waterfront   \n",
       "44                                 Breathe   \n",
       "45                    Joda - Worakls Remix   \n",
       "\n",
       "                                   album                track_id  \\\n",
       "0        fabric presents Bonobo (DJ Mix)  6jhm7KeidwkYSop3tWEpCR   \n",
       "1                   Monogamy/Polygamy EP  1Fjt2qzntJQN3yuuzF4iZK   \n",
       "2                  Opus (Four Tet Remix)  3Iw9Nr3rmMM7L4FjSV7DEB   \n",
       "3                                  Beak>  0lf0PVp2zmn7lL2DpPjEtt   \n",
       "5     House Arrest (Chris Lorenzo Remix)  5x58wIDdtxADXRZoRxKSSO   \n",
       "7             The End Of It All 2015 mix  0mYY8g0ikVTIi8cZndMGtb   \n",
       "8                  Future Days (Remixes)  2gKrcGKOIhJNhd74kEcWtx   \n",
       "9               Bitter Fate (Radio Edit)  0IBfTHJvcSVMaOEfPBi2Oj   \n",
       "10                            All I Know  6tr6I3YJnHUqKHfJXnm4jk   \n",
       "11                                 Kanun  3Pd1HEol9zpq1hXQTewJSP   \n",
       "12                                 Siren  5umBsHgpB2WsRA9ccQZGdz   \n",
       "13                            Thora Vukk  6sWsFzAQ8OHGxjgRlkIou2   \n",
       "15                         Schleiermeier  5PAPa1hUXJuAtNJITL8jy6   \n",
       "18                              Oddyssey  0JWL4WXYrDdg2HgN5zz6bj   \n",
       "19                    Viracochas, Vol. 1  1BPshwPbRrhH3trhZIMtHx   \n",
       "21                   Customer Is King EP  1SWyGZhn3nyLUZRfWvQ0to   \n",
       "23                              Hypnosis  2uZqHs76XjmTRCM7Qhaw8Z   \n",
       "24                          For Eternity  2LPFJwyO8s8FvwnNXKac54   \n",
       "25                                   Eve  5BbafbYWCjtiwVbBJg4PH5   \n",
       "28  The Blind Navigator / Like Clockwork  7cNTILvUTNXwueXOaoUBMK   \n",
       "30                               Remixed  3yWAL1YkmsxmmH0opUFVgR   \n",
       "31                              Ataraxia  41WfYLOlpjo47X3bq6n8LI   \n",
       "34                            Unsurfaced  47GeOpdqcvKuck5xL13JCo   \n",
       "35                                   Ray  1W34fm437pe2u3mWBpGyx0   \n",
       "36                        Ghostly Swim 2  3N3HpcVZGHKRz94fox04t1   \n",
       "38                              Spectrum  60obeIuD9b0zTOoQBaXBwl   \n",
       "39                    Castles In The Sky  4xZax8srPgsXV2mpMerqEk   \n",
       "40                            Grey Veils  1lXbVK6pYYRxcDcBLaPME2   \n",
       "41                                Joanna  28YPPPSlRUUF14Nhsp9BFP   \n",
       "42                                Sunset  3FV1zVLMiz3yOmmUGgTlfW   \n",
       "43                        The Imperative  1MYmAuCgqr80h9aGatlwkQ   \n",
       "44                               Breathe  6TR0FGw4zhlGbQALN065AI   \n",
       "45            Hungry Music Remix, Vol. 1  7MiYNyj5si5yiWyeSkgzqB   \n",
       "\n",
       "             artist  duration  popularity  danceability  energy  key  \\\n",
       "0            Bonobo    337653          41         0.680   0.719    6   \n",
       "1    Sascha Braemer    370730          39         0.637   0.710    2   \n",
       "2        Eric Prydz    598928          40         0.602   0.764    6   \n",
       "3             Beak>    430184          21         0.157   0.636    2   \n",
       "5       Sofi Tukker    218709          50         0.752   0.811    8   \n",
       "7       John Tejada    397800          25         0.628   0.724    6   \n",
       "8         islandman    309691          43         0.802   0.760    7   \n",
       "9      Edu Imbernon    330243          19         0.618   0.912    1   \n",
       "10              EDX    148801          52         0.717   0.944    1   \n",
       "11   Jacob Groening    366888          54         0.858   0.507    0   \n",
       "12          Tourist    382767          52         0.340   0.700    1   \n",
       "13     Robag Wruhme    318346          30         0.825   0.450    7   \n",
       "15             Coss    404204          34         0.806   0.492    9   \n",
       "18           Amtrac    277717          37         0.486   0.926    2   \n",
       "19          Dandara    432408          22         0.809   0.619    7   \n",
       "21          Solomun    476237          44         0.797   0.497    2   \n",
       "23      Yør Kultura    521953          33         0.766   0.427    1   \n",
       "24      Armen Miran    427019          39         0.710   0.715    4   \n",
       "25      Booka Shade    361000          47         0.782   0.736    5   \n",
       "28     Kasper Koman    475485          31         0.808   0.866    7   \n",
       "30        Kick Bong    355226          31         0.803   0.885    7   \n",
       "31        Landikhan    395632          26         0.790   0.678    0   \n",
       "34    Pablo Bolivar    400236          11         0.792   0.627    5   \n",
       "35       Adriatique    392674          44         0.807   0.497    7   \n",
       "36            Dauwd    411003          41         0.807   0.583    1   \n",
       "38       Dublicator    378586          13         0.661   0.681    1   \n",
       "39              i_o    223280          65         0.680   0.950    8   \n",
       "40        Chainless    190280          43         0.402   0.828   10   \n",
       "41     Mord Fustang    420000          23         0.554   0.913    9   \n",
       "42  Oliver Schories    467660          52         0.719   0.631    2   \n",
       "43            Vorso    277344          29         0.466   0.828    5   \n",
       "44        CamelPhat    194232          68         0.595   0.877    9   \n",
       "45   Joachim Pastor    338086          52         0.757   0.678    3   \n",
       "\n",
       "    loudness  mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "0    -10.719     1       0.0430      0.037900           0.78800    0.0839   \n",
       "1    -11.281     1       0.0338      0.000141           0.89000    0.2090   \n",
       "2     -8.928     0       0.0344      0.002020           0.90400    0.1200   \n",
       "3     -9.627     0       0.0377      0.040400           0.88800    0.1120   \n",
       "5     -7.429     1       0.0376      0.005360           0.70100    0.0879   \n",
       "7     -8.045     0       0.0374      0.003260           0.94900    0.2060   \n",
       "8     -7.492     1       0.0586      0.012000           0.69200    0.0955   \n",
       "9     -7.215     1       0.0406      0.005380           0.76400    0.1230   \n",
       "10    -5.041     1       0.0386      0.005180           0.47700    0.1130   \n",
       "11   -12.317     1       0.0691      0.047400           0.89400    0.1180   \n",
       "12    -7.998     1       0.0446      0.074100           0.89200    0.1030   \n",
       "13   -13.316     0       0.0778      0.004210           0.87900    0.0969   \n",
       "15   -11.040     1       0.0797      0.000051           0.89700    0.3700   \n",
       "18    -8.407     1       0.0435      0.011300           0.70800    0.1130   \n",
       "19    -9.446     1       0.0691      0.002730           0.87700    0.1040   \n",
       "21    -9.977     1       0.0658      0.009900           0.78400    0.0682   \n",
       "23   -11.212     1       0.0524      0.003810           0.86800    0.1050   \n",
       "24   -12.427     0       0.0449      0.016000           0.84400    0.1010   \n",
       "25    -9.004     0       0.0511      0.008180           0.84900    0.8580   \n",
       "28   -10.713     1       0.0415      0.058800           0.81000    0.0579   \n",
       "30    -6.003     1       0.0533      0.004810           0.86900    0.3250   \n",
       "31   -11.821     1       0.0492      0.061900           0.81900    0.0889   \n",
       "34   -13.091     0       0.0587      0.078300           0.92000    0.1060   \n",
       "35   -11.137     1       0.0415      0.012000           0.88600    0.1120   \n",
       "36   -10.547     1       0.0552      0.034300           0.87700    0.4330   \n",
       "38   -13.538     1       0.0402      0.032300           0.84400    0.1180   \n",
       "39    -4.595     1       0.1820      0.002030           0.53800    0.5520   \n",
       "40    -2.216     0       0.2290      0.006870           0.87000    0.0820   \n",
       "41    -6.764     0       0.0624      0.000895           0.00576    0.0982   \n",
       "42    -9.365     0       0.0363      0.067200           0.69000    0.1700   \n",
       "43    -7.654     0       0.0413      0.021300           0.68900    0.7510   \n",
       "44    -7.414     0       0.0442      0.006460           0.08790    0.3980   \n",
       "45   -11.225     0       0.0323      0.039900           0.84900    0.1290   \n",
       "\n",
       "    valence    tempo  \n",
       "0    0.0883  121.006  \n",
       "1    0.0948  120.986  \n",
       "2    0.1410  125.978  \n",
       "3    0.1780  140.318  \n",
       "5    0.2830  124.003  \n",
       "7    0.5120  126.003  \n",
       "8    0.4940  106.005  \n",
       "9    0.6930  121.996  \n",
       "10   0.3540  124.993  \n",
       "11   0.0533  114.004  \n",
       "12   0.0388  127.704  \n",
       "13   0.2330  121.985  \n",
       "15   0.5460  117.002  \n",
       "18   0.0379  139.999  \n",
       "19   0.2330  112.990  \n",
       "21   0.0625  123.043  \n",
       "23   0.1070  104.993  \n",
       "24   0.2230  115.995  \n",
       "25   0.1190  122.998  \n",
       "28   0.6930  122.016  \n",
       "30   0.2780  114.996  \n",
       "31   0.4230  117.993  \n",
       "34   0.3170  123.012  \n",
       "35   0.4690  123.009  \n",
       "36   0.0984  124.000  \n",
       "38   0.0679  111.975  \n",
       "39   0.1400  134.982  \n",
       "40   0.1640  161.191  \n",
       "41   0.4000  127.990  \n",
       "42   0.0457  121.990  \n",
       "43   0.0395  127.756  \n",
       "44   0.0810  125.015  \n",
       "45   0.1300  115.010  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"acousticness\", high = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Opus - Four Tet Remix</td>\n",
       "      <td>Opus (Four Tet Remix)</td>\n",
       "      <td>3Iw9Nr3rmMM7L4FjSV7DEB</td>\n",
       "      <td>Eric Prydz</td>\n",
       "      <td>598928</td>\n",
       "      <td>40</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.764</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.928</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.00202</td>\n",
       "      <td>0.904</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.141</td>\n",
       "      <td>125.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coffee &amp; Dub - Original Mix</td>\n",
       "      <td>Techno For Breakfast EP</td>\n",
       "      <td>6AQCOXUWAaB7rSq0Ms2l4U</td>\n",
       "      <td>Sonitus Eco</td>\n",
       "      <td>424000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.597</td>\n",
       "      <td>0.543</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>0.17000</td>\n",
       "      <td>0.908</td>\n",
       "      <td>0.2620</td>\n",
       "      <td>0.113</td>\n",
       "      <td>125.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The End Of It All 2015 Mix</td>\n",
       "      <td>The End Of It All 2015 mix</td>\n",
       "      <td>0mYY8g0ikVTIi8cZndMGtb</td>\n",
       "      <td>John Tejada</td>\n",
       "      <td>397800</td>\n",
       "      <td>25</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.724</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.00326</td>\n",
       "      <td>0.949</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.512</td>\n",
       "      <td>126.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Premium Emo - Original Mix</td>\n",
       "      <td>Anjunadeep 06</td>\n",
       "      <td>5dTuEVETmQ15gP2M8E5I45</td>\n",
       "      <td>16BL</td>\n",
       "      <td>465533</td>\n",
       "      <td>32</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.800</td>\n",
       "      <td>3</td>\n",
       "      <td>-8.028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.43700</td>\n",
       "      <td>0.966</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.157</td>\n",
       "      <td>121.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Palm Tree Memories - n'to Remix</td>\n",
       "      <td>Palm Tree Memories</td>\n",
       "      <td>7kbaX2gvfPayg8ZmQSmnst</td>\n",
       "      <td>Oliver Schories</td>\n",
       "      <td>419514</td>\n",
       "      <td>35</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.350</td>\n",
       "      <td>4</td>\n",
       "      <td>-13.974</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0721</td>\n",
       "      <td>0.17700</td>\n",
       "      <td>0.943</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>0.299</td>\n",
       "      <td>122.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Just</td>\n",
       "      <td>Brightest Lights</td>\n",
       "      <td>6BHx1NCBASduR31WNTzm5S</td>\n",
       "      <td>Lane 8</td>\n",
       "      <td>290731</td>\n",
       "      <td>51</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.565</td>\n",
       "      <td>9</td>\n",
       "      <td>-11.195</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.48100</td>\n",
       "      <td>0.951</td>\n",
       "      <td>0.3130</td>\n",
       "      <td>0.210</td>\n",
       "      <td>122.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leafs</td>\n",
       "      <td>Hinterland</td>\n",
       "      <td>16jbjK5jP3DpGJqbbtdwrJ</td>\n",
       "      <td>Recondite</td>\n",
       "      <td>312580</td>\n",
       "      <td>32</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0.345</td>\n",
       "      <td>4</td>\n",
       "      <td>-14.106</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.11500</td>\n",
       "      <td>0.928</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.189</td>\n",
       "      <td>109.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Davos</td>\n",
       "      <td>Unsurfaced</td>\n",
       "      <td>47GeOpdqcvKuck5xL13JCo</td>\n",
       "      <td>Pablo Bolivar</td>\n",
       "      <td>400236</td>\n",
       "      <td>11</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.627</td>\n",
       "      <td>5</td>\n",
       "      <td>-13.091</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.07830</td>\n",
       "      <td>0.920</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.317</td>\n",
       "      <td>123.012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                         track_name                       album  \\\n",
       "2             Opus - Four Tet Remix       Opus (Four Tet Remix)   \n",
       "6       Coffee & Dub - Original Mix     Techno For Breakfast EP   \n",
       "7        The End Of It All 2015 Mix  The End Of It All 2015 mix   \n",
       "16       Premium Emo - Original Mix               Anjunadeep 06   \n",
       "17  Palm Tree Memories - n'to Remix          Palm Tree Memories   \n",
       "22                             Just            Brightest Lights   \n",
       "27                            Leafs                  Hinterland   \n",
       "34                            Davos                  Unsurfaced   \n",
       "\n",
       "                  track_id           artist  duration  popularity  \\\n",
       "2   3Iw9Nr3rmMM7L4FjSV7DEB       Eric Prydz    598928          40   \n",
       "6   6AQCOXUWAaB7rSq0Ms2l4U      Sonitus Eco    424000           3   \n",
       "7   0mYY8g0ikVTIi8cZndMGtb      John Tejada    397800          25   \n",
       "16  5dTuEVETmQ15gP2M8E5I45             16BL    465533          32   \n",
       "17  7kbaX2gvfPayg8ZmQSmnst  Oliver Schories    419514          35   \n",
       "22  6BHx1NCBASduR31WNTzm5S           Lane 8    290731          51   \n",
       "27  16jbjK5jP3DpGJqbbtdwrJ        Recondite    312580          32   \n",
       "34  47GeOpdqcvKuck5xL13JCo    Pablo Bolivar    400236          11   \n",
       "\n",
       "    danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "2          0.602   0.764    6    -8.928     0       0.0344       0.00202   \n",
       "6          0.597   0.543    1   -15.579     1       0.0405       0.17000   \n",
       "7          0.628   0.724    6    -8.045     0       0.0374       0.00326   \n",
       "16         0.626   0.800    3    -8.028     1       0.0286       0.43700   \n",
       "17         0.764   0.350    4   -13.974     0       0.0721       0.17700   \n",
       "22         0.656   0.565    9   -11.195     0       0.0323       0.48100   \n",
       "27         0.788   0.345    4   -14.106     1       0.0572       0.11500   \n",
       "34         0.792   0.627    5   -13.091     0       0.0587       0.07830   \n",
       "\n",
       "    instrumentalness  liveness  valence    tempo  \n",
       "2              0.904    0.1200    0.141  125.978  \n",
       "6              0.908    0.2620    0.113  125.991  \n",
       "7              0.949    0.2060    0.512  126.003  \n",
       "16             0.966    0.0891    0.157  121.998  \n",
       "17             0.943    0.1650    0.299  122.004  \n",
       "22             0.951    0.3130    0.210  122.934  \n",
       "27             0.928    0.1160    0.189  109.998  \n",
       "34             0.920    0.1060    0.317  123.012  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"instrumentalness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>instrumentalness</th>\n",
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       "      <th>tempo</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.400</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.081</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   track_name    album                track_id        artist  duration  \\\n",
       "41     Joanna   Joanna  28YPPPSlRUUF14Nhsp9BFP  Mord Fustang    420000   \n",
       "44    Breathe  Breathe  6TR0FGw4zhlGbQALN065AI     CamelPhat    194232   \n",
       "\n",
       "    popularity  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "41          23         0.554   0.913    9    -6.764     0       0.0624   \n",
       "44          68         0.595   0.877    9    -7.414     0       0.0442   \n",
       "\n",
       "    acousticness  instrumentalness  liveness  valence    tempo  \n",
       "41      0.000895           0.00576    0.0982    0.400  127.990  \n",
       "44      0.006460           0.08790    0.3980    0.081  125.015  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"instrumentalness\", high = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>instrumentalness</th>\n",
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       "Empty DataFrame\n",
       "Columns: [track_name, album, track_id, artist, duration, popularity, danceability, energy, key, loudness, mode, speechiness, acousticness, instrumentalness, liveness, valence, tempo]\n",
       "Index: []"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "feature_filter(final_recomms,feature = \"liveness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flicker - Mixed</td>\n",
       "      <td>fabric presents Bonobo (DJ Mix)</td>\n",
       "      <td>6jhm7KeidwkYSop3tWEpCR</td>\n",
       "      <td>Bonobo</td>\n",
       "      <td>337653</td>\n",
       "      <td>41</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.719</td>\n",
       "      <td>6</td>\n",
       "      <td>-10.719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>0.78800</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.0883</td>\n",
       "      <td>121.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>House Arrest - Chris Lorenzo Remix</td>\n",
       "      <td>House Arrest (Chris Lorenzo Remix)</td>\n",
       "      <td>5x58wIDdtxADXRZoRxKSSO</td>\n",
       "      <td>Sofi Tukker</td>\n",
       "      <td>218709</td>\n",
       "      <td>50</td>\n",
       "      <td>0.752</td>\n",
       "      <td>0.811</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.70100</td>\n",
       "      <td>0.0879</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>124.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future Days - Hey! Douglas Remix</td>\n",
       "      <td>Future Days (Remixes)</td>\n",
       "      <td>2gKrcGKOIhJNhd74kEcWtx</td>\n",
       "      <td>islandman</td>\n",
       "      <td>309691</td>\n",
       "      <td>43</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.760</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.492</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0586</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>0.69200</td>\n",
       "      <td>0.0955</td>\n",
       "      <td>0.4940</td>\n",
       "      <td>106.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pnom Gobal</td>\n",
       "      <td>Thora Vukk</td>\n",
       "      <td>6sWsFzAQ8OHGxjgRlkIou2</td>\n",
       "      <td>Robag Wruhme</td>\n",
       "      <td>318346</td>\n",
       "      <td>30</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>121.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Premium Emo - Original Mix</td>\n",
       "      <td>Anjunadeep 06</td>\n",
       "      <td>5dTuEVETmQ15gP2M8E5I45</td>\n",
       "      <td>16BL</td>\n",
       "      <td>465533</td>\n",
       "      <td>32</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.800</td>\n",
       "      <td>3</td>\n",
       "      <td>-8.028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.437000</td>\n",
       "      <td>0.96600</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>121.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Customer Is King</td>\n",
       "      <td>Customer Is King EP</td>\n",
       "      <td>1SWyGZhn3nyLUZRfWvQ0to</td>\n",
       "      <td>Solomun</td>\n",
       "      <td>476237</td>\n",
       "      <td>44</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.497</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>123.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Blind Navigator - Extended Mix</td>\n",
       "      <td>The Blind Navigator / Like Clockwork</td>\n",
       "      <td>7cNTILvUTNXwueXOaoUBMK</td>\n",
       "      <td>Kasper Koman</td>\n",
       "      <td>475485</td>\n",
       "      <td>31</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.866</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.713</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.058800</td>\n",
       "      <td>0.81000</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.6930</td>\n",
       "      <td>122.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>Ataraxia</td>\n",
       "      <td>41WfYLOlpjo47X3bq6n8LI</td>\n",
       "      <td>Landikhan</td>\n",
       "      <td>395632</td>\n",
       "      <td>26</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.061900</td>\n",
       "      <td>0.81900</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>0.4230</td>\n",
       "      <td>117.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>1lXbVK6pYYRxcDcBLaPME2</td>\n",
       "      <td>Chainless</td>\n",
       "      <td>190280</td>\n",
       "      <td>43</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.828</td>\n",
       "      <td>10</td>\n",
       "      <td>-2.216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.006870</td>\n",
       "      <td>0.87000</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>161.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            track_name                                 album  \\\n",
       "0                      Flicker - Mixed       fabric presents Bonobo (DJ Mix)   \n",
       "5   House Arrest - Chris Lorenzo Remix    House Arrest (Chris Lorenzo Remix)   \n",
       "8     Future Days - Hey! Douglas Remix                 Future Days (Remixes)   \n",
       "13                          Pnom Gobal                            Thora Vukk   \n",
       "16          Premium Emo - Original Mix                         Anjunadeep 06   \n",
       "21                    Customer Is King                   Customer Is King EP   \n",
       "28  The Blind Navigator - Extended Mix  The Blind Navigator / Like Clockwork   \n",
       "31                            Ataraxia                              Ataraxia   \n",
       "40                          Grey Veils                            Grey Veils   \n",
       "41                              Joanna                                Joanna   \n",
       "\n",
       "                  track_id        artist  duration  popularity  danceability  \\\n",
       "0   6jhm7KeidwkYSop3tWEpCR        Bonobo    337653          41         0.680   \n",
       "5   5x58wIDdtxADXRZoRxKSSO   Sofi Tukker    218709          50         0.752   \n",
       "8   2gKrcGKOIhJNhd74kEcWtx     islandman    309691          43         0.802   \n",
       "13  6sWsFzAQ8OHGxjgRlkIou2  Robag Wruhme    318346          30         0.825   \n",
       "16  5dTuEVETmQ15gP2M8E5I45          16BL    465533          32         0.626   \n",
       "21  1SWyGZhn3nyLUZRfWvQ0to       Solomun    476237          44         0.797   \n",
       "28  7cNTILvUTNXwueXOaoUBMK  Kasper Koman    475485          31         0.808   \n",
       "31  41WfYLOlpjo47X3bq6n8LI     Landikhan    395632          26         0.790   \n",
       "40  1lXbVK6pYYRxcDcBLaPME2     Chainless    190280          43         0.402   \n",
       "41  28YPPPSlRUUF14Nhsp9BFP  Mord Fustang    420000          23         0.554   \n",
       "\n",
       "    energy  key  loudness  mode  speechiness  acousticness  instrumentalness  \\\n",
       "0    0.719    6   -10.719     1       0.0430      0.037900           0.78800   \n",
       "5    0.811    8    -7.429     1       0.0376      0.005360           0.70100   \n",
       "8    0.760    7    -7.492     1       0.0586      0.012000           0.69200   \n",
       "13   0.450    7   -13.316     0       0.0778      0.004210           0.87900   \n",
       "16   0.800    3    -8.028     1       0.0286      0.437000           0.96600   \n",
       "21   0.497    2    -9.977     1       0.0658      0.009900           0.78400   \n",
       "28   0.866    7   -10.713     1       0.0415      0.058800           0.81000   \n",
       "31   0.678    0   -11.821     1       0.0492      0.061900           0.81900   \n",
       "40   0.828   10    -2.216     0       0.2290      0.006870           0.87000   \n",
       "41   0.913    9    -6.764     0       0.0624      0.000895           0.00576   \n",
       "\n",
       "    liveness  valence    tempo  \n",
       "0     0.0839   0.0883  121.006  \n",
       "5     0.0879   0.2830  124.003  \n",
       "8     0.0955   0.4940  106.005  \n",
       "13    0.0969   0.2330  121.985  \n",
       "16    0.0891   0.1570  121.998  \n",
       "21    0.0682   0.0625  123.043  \n",
       "28    0.0579   0.6930  122.016  \n",
       "31    0.0889   0.4230  117.993  \n",
       "40    0.0820   0.1640  161.191  \n",
       "41    0.0982   0.4000  127.990  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_filter(final_recomms,feature = \"liveness\", high = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Filter Results\n",
    "The feature filter seems to work relatively well, the playlist used for testing here is a very instrumental and electronic one, so some dataframes have no entries after applying a filter, this was somewhat expected"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apply the filtering with mean song\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_recomms = filter_with_meansong(mean_song,final_recomms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#testScaling_final_recomms = test_filter_with_meansong(mean_song,test_final_recomms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#testScaling_final_recomms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test_final_recomms[test_final_recomms[\"track_name\"] == \"Pandora\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>track_name</th>\n",
       "      <th>album</th>\n",
       "      <th>track_id</th>\n",
       "      <th>artist</th>\n",
       "      <th>duration</th>\n",
       "      <th>popularity</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Point</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>0lf0PVp2zmn7lL2DpPjEtt</td>\n",
       "      <td>Beak&gt;</td>\n",
       "      <td>430184</td>\n",
       "      <td>21</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.636</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.627</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.040400</td>\n",
       "      <td>0.88800</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>140.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>Grey Veils</td>\n",
       "      <td>1lXbVK6pYYRxcDcBLaPME2</td>\n",
       "      <td>Chainless</td>\n",
       "      <td>190280</td>\n",
       "      <td>43</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.828</td>\n",
       "      <td>10</td>\n",
       "      <td>-2.216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.006870</td>\n",
       "      <td>0.87000</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>161.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Between The Lines</td>\n",
       "      <td>Oddyssey</td>\n",
       "      <td>0JWL4WXYrDdg2HgN5zz6bj</td>\n",
       "      <td>Amtrac</td>\n",
       "      <td>277717</td>\n",
       "      <td>37</td>\n",
       "      <td>0.486</td>\n",
       "      <td>0.926</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.407</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.011300</td>\n",
       "      <td>0.70800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>139.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coffee &amp; Dub - Original Mix</td>\n",
       "      <td>Techno For Breakfast EP</td>\n",
       "      <td>6AQCOXUWAaB7rSq0Ms2l4U</td>\n",
       "      <td>Sonitus Eco</td>\n",
       "      <td>424000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.597</td>\n",
       "      <td>0.543</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.579</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.90800</td>\n",
       "      <td>0.2620</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>125.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Siren</td>\n",
       "      <td>Siren</td>\n",
       "      <td>5umBsHgpB2WsRA9ccQZGdz</td>\n",
       "      <td>Tourist</td>\n",
       "      <td>382767</td>\n",
       "      <td>52</td>\n",
       "      <td>0.340</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0446</td>\n",
       "      <td>0.074100</td>\n",
       "      <td>0.89200</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>127.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>Castles In The Sky</td>\n",
       "      <td>4xZax8srPgsXV2mpMerqEk</td>\n",
       "      <td>i_o</td>\n",
       "      <td>223280</td>\n",
       "      <td>65</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.950</td>\n",
       "      <td>8</td>\n",
       "      <td>-4.595</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>0.002030</td>\n",
       "      <td>0.53800</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>134.982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Joanna</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>28YPPPSlRUUF14Nhsp9BFP</td>\n",
       "      <td>Mord Fustang</td>\n",
       "      <td>420000</td>\n",
       "      <td>23</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.913</td>\n",
       "      <td>9</td>\n",
       "      <td>-6.764</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.00576</td>\n",
       "      <td>0.0982</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>127.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Exotope</td>\n",
       "      <td>Exo</td>\n",
       "      <td>0xKD4wFzyUDwTGhLrCmW62</td>\n",
       "      <td>Rjega</td>\n",
       "      <td>440726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.153000</td>\n",
       "      <td>0.87300</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>122.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Haus - Rework</td>\n",
       "      <td>Anima Mundi</td>\n",
       "      <td>4ZeT54Dc34PNya05wj2BKB</td>\n",
       "      <td>Vril</td>\n",
       "      <td>404429</td>\n",
       "      <td>27</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.469</td>\n",
       "      <td>11</td>\n",
       "      <td>-16.610</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0459</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.80900</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.2570</td>\n",
       "      <td>115.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Breathe</td>\n",
       "      <td>Breathe</td>\n",
       "      <td>6TR0FGw4zhlGbQALN065AI</td>\n",
       "      <td>CamelPhat</td>\n",
       "      <td>194232</td>\n",
       "      <td>68</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.877</td>\n",
       "      <td>9</td>\n",
       "      <td>-7.414</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.08790</td>\n",
       "      <td>0.3980</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>125.015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     track_name                    album  \\\n",
       "3                 Battery Point                    Beak>   \n",
       "40                   Grey Veils               Grey Veils   \n",
       "18            Between The Lines                 Oddyssey   \n",
       "6   Coffee & Dub - Original Mix  Techno For Breakfast EP   \n",
       "12                        Siren                    Siren   \n",
       "39           Castles In The Sky       Castles In The Sky   \n",
       "41                       Joanna                   Joanna   \n",
       "29                      Exotope                      Exo   \n",
       "46                Haus - Rework              Anima Mundi   \n",
       "44                      Breathe                  Breathe   \n",
       "\n",
       "                  track_id        artist  duration  popularity  danceability  \\\n",
       "3   0lf0PVp2zmn7lL2DpPjEtt         Beak>    430184          21         0.157   \n",
       "40  1lXbVK6pYYRxcDcBLaPME2     Chainless    190280          43         0.402   \n",
       "18  0JWL4WXYrDdg2HgN5zz6bj        Amtrac    277717          37         0.486   \n",
       "6   6AQCOXUWAaB7rSq0Ms2l4U   Sonitus Eco    424000           3         0.597   \n",
       "12  5umBsHgpB2WsRA9ccQZGdz       Tourist    382767          52         0.340   \n",
       "39  4xZax8srPgsXV2mpMerqEk           i_o    223280          65         0.680   \n",
       "41  28YPPPSlRUUF14Nhsp9BFP  Mord Fustang    420000          23         0.554   \n",
       "29  0xKD4wFzyUDwTGhLrCmW62         Rjega    440726           0         0.806   \n",
       "46  4ZeT54Dc34PNya05wj2BKB          Vril    404429          27         0.518   \n",
       "44  6TR0FGw4zhlGbQALN065AI     CamelPhat    194232          68         0.595   \n",
       "\n",
       "    energy  key  loudness  mode  speechiness  acousticness  instrumentalness  \\\n",
       "3    0.636    2    -9.627     0       0.0377      0.040400           0.88800   \n",
       "40   0.828   10    -2.216     0       0.2290      0.006870           0.87000   \n",
       "18   0.926    2    -8.407     1       0.0435      0.011300           0.70800   \n",
       "6    0.543    1   -15.579     1       0.0405      0.170000           0.90800   \n",
       "12   0.700    1    -7.998     1       0.0446      0.074100           0.89200   \n",
       "39   0.950    8    -4.595     1       0.1820      0.002030           0.53800   \n",
       "41   0.913    9    -6.764     0       0.0624      0.000895           0.00576   \n",
       "29   0.469    2   -14.726     0       0.0501      0.153000           0.87300   \n",
       "46   0.469   11   -16.610     0       0.0459      0.106000           0.80900   \n",
       "44   0.877    9    -7.414     0       0.0442      0.006460           0.08790   \n",
       "\n",
       "    liveness  valence    tempo  \n",
       "3     0.1120   0.1780  140.318  \n",
       "40    0.0820   0.1640  161.191  \n",
       "18    0.1130   0.0379  139.999  \n",
       "6     0.2620   0.1130  125.991  \n",
       "12    0.1030   0.0388  127.704  \n",
       "39    0.5520   0.1400  134.982  \n",
       "41    0.0982   0.4000  127.990  \n",
       "29    0.1080   0.3790  122.995  \n",
       "46    0.3700   0.2570  115.012  \n",
       "44    0.3980   0.0810  125.015  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_recomms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding to the existing playlist\n",
    "After the process is finished the final tracks are added to the playlist."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'snapshot_id': 'MjIsZWY1ZWY0MmMyY2FhN2U5OWE4ODJlNTE4ZjNjMjI2YTBiYWUwM2E0ZA=='}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_m.user_playlist_add_tracks(usernames[0],\n",
    "                              playlist_id=\"spotify:playlist:4XP9wRGPImiYYiGtsB6Dd3\",\n",
    "                              tracks = final_recomms[\"track_id\"].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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