listening-analysis/playlist-classifier.ipynb

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  {
   "source": [
    "# Playlist Classifier\n",
    "\n",
    "Given a list of playlists, can unknown tracks be correctly classified?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
    "# playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\"] # super-genres without POP\n",
    "# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
    "# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
    "# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
    "# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
    "# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists\n",
    "\n",
    "# headers = float_headers + [\"duration_ms\", \"mode\", \"loudness\", \"tempo\"]\n",
    "headers = float_headers"
   ]
  },
  {
   "source": [
    "Pull and process playlist information.\n",
    "\n",
    "1. Get live playlist track information from spotify\n",
    "2. Filter listening history for these tracks\n",
    "\n",
    "Filter out tracks without features and drop duplicates before taking only the descriptor parameters"
   ],
   "cell_type": "markdown",
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  {
   "cell_type": "code",
   "execution_count": 96,
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   "outputs": [],
   "source": [
    "playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
    "\n",
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
    "\n",
    "filtered_playlists = [i[pd.notnull(i[\"uri\"])] for i in filtered_playlists]\n",
    "# distinct on uri\n",
    "filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
    "# select only descriptor float columns\n",
    "filtered_playlists = [i.loc[:, headers] for i in filtered_playlists]"
   ]
  },
  {
   "source": [
    "Construct the dataset with associated labels before splitting into a train and test set."
   ],
   "cell_type": "markdown",
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   "cell_type": "code",
   "execution_count": 97,
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   "outputs": [],
   "source": [
    "dataset = pd.concat(filtered_playlists)\n",
    "labels = [np.full(len(plst), idx) for idx, plst in enumerate(filtered_playlists)]\n",
    "labels = np.concatenate(labels)\n",
    "\n",
    "data_train, data_test, labels_train, labels_test = train_test_split(dataset, labels, test_size=0.33, random_state=70)"
   ]
  },
  {
   "source": [
    "# SVM\n",
    "Support Vector Machine"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "            uw-rbf  w-rbf  linear   poly  sigmoid\n",
       "accuracy %   72.95  69.95   67.05  69.95    30.98"
      ],
      "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>uw-rbf</th>\n      <th>w-rbf</th>\n      <th>linear</th>\n      <th>poly</th>\n      <th>sigmoid</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>accuracy %</th>\n      <td>72.95</td>\n      <td>69.95</td>\n      <td>67.05</td>\n      <td>69.95</td>\n      <td>30.98</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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   "source": [
    "### TRAIN ###\n",
    "clf = svm.SVC()\n",
    "clf.fit(data_train, labels_train)\n",
    "\n",
    "wclf = svm.SVC(class_weight='balanced') # weight classes based on prevalence\n",
    "wclf.fit(data_train, labels_train)\n",
    "\n",
    "lclf = svm.SVC(kernel='linear', class_weight='balanced')\n",
    "lclf.fit(data_train, labels_train)\n",
    "\n",
    "pclf = svm.SVC(kernel='poly', degree=3, class_weight='balanced')\n",
    "pclf.fit(data_train, labels_train)\n",
    "\n",
    "sclf = svm.SVC(kernel='sigmoid', class_weight='balanced')\n",
    "sclf.fit(data_train, labels_train)\n",
    "\n",
    "### EVALUATE ###\n",
    "models = {'uw-rbf': clf, 'w-rbf': wclf, 'linear': lclf, 'poly': pclf, 'sigmoid': sclf}\n",
    "accuracy = {i: j.score(data_test, labels_test) for i, j in models.items()}\n",
    "\n",
    "(pd.DataFrame(accuracy, index=['accuracy %']) * 100).round(decimals=2)"
   ]
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   "cell_type": "code",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=len(models))\n",
    "fig.set_figwidth(2 * len(models))\n",
    "fig.set_figheight(2)\n",
    "\n",
    "for (name, acc), ax in zip(accuracy.items(), ax):\n",
    "    ax.pie([acc, 1 - acc], colors=['g', 'r'], startangle=90, counterclock=False)\n",
    "    ax.set_title(f\"{name.capitalize()} Accuracy\")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1080x480 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"278.674375pt\" version=\"1.1\" viewBox=\"0 0 602.462131 278.674375\" width=\"602.462131pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-13T11:41:40.828768</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "fig.set_figwidth(9)\n",
    "# fig.set_figheight(15)\n",
    "\n",
    "args = {\n",
    "    'normalize': 'true',\n",
    "    'colorbar': False,\n",
    "    'display_labels': playlist_names\n",
    "}\n",
    "\n",
    "plot_confusion_matrix(clf, data_test, labels_test, ax=ax[0], **args)\n",
    "ax[0].set_title('Unweighted SVM')\n",
    "\n",
    "plot_confusion_matrix(wclf, data_test, labels_test, ax=ax[1], **args)\n",
    "ax[1].set_title('Weighted SVM')\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.show()"
   ]
  },
  {
   "source": [
    "## Unweighted Classes\n",
    "\n",
    "From the above unweighted scenario, it is clear that the Pop playlists was not effective for classifying similar tracks. This is likely primarily due to the larger size of the Rap (~800), EDM (~1,300) and Rock (~700) playlists compared to Pop (~125). Additionally, there is overlap with other genres such as Rap and EDM where much of the confusion occured. Also not helping is that one of the sub-playlists is shared across EDM and Pop, electropop. as EDM is already such a larger playlist it is unsurpising that this performance was poor. The overlap with Rock is understandable as Pop contains an Indie Pop sub-playlist which could have cause some confusion. Quite surprising was the confusion for Jazz as I wouldn't have thought there would be much overlap here.\n",
    "\n",
    "The other major confusion was with Rock and Metal, specifically classing Metal tracks as Rock. This could be expected due to the similarity in tone.\n",
    "\n",
    "## Weighted Classes\n",
    "\n",
    "When weighting the classes by prevalence in the dateset, the model is generally better at classification. The clearest difference is the ability to classify Pop songs. Without weighting, no songs were correctly classified as Pop but were instead mis-identified as Rap, EDM, Rock and Jazz. When re-weighting, the Pop playlist was now correctly classified almost 60% of the time. Mis-identification as Rap, EDM and Rock dropped from a combined 85% to just 20%. Interestingly, the mis-classification of Pop as Jazz increased from 15% to 21%.\n",
    "\n",
    "The improved accuracy of the Pop model reduced the accuracy of some others. The accuracy of Rap, EDM and Rock decreased as some tracks were instead classified as Pop. EDM and Rock were worse affected than Rap with around 15% Pop error rate compared to Rap's 9%. As discussed previously, this could be due to the overlap in aural tone. The overall of Rap was not significantly affected by this Pop error rate as, to compensate, the EDM error rate dropped from 12% to just 3%."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=2)\n",
    "fig.set_figwidth(9)\n",
    "fig.set_figheight(8)\n",
    "\n",
    "plot_confusion_matrix(lclf, data_test, labels_test, ax=ax[0][0], **args)\n",
    "ax[0][0].set_title('Linear Weighted SVM')\n",
    "\n",
    "plot_confusion_matrix(pclf, data_test, labels_test, ax=ax[0][1], **args)\n",
    "ax[0][1].set_title('Poly Weighted SVM')\n",
    "\n",
    "plot_confusion_matrix(wclf, data_test, labels_test, ax=ax[1][0], **args)\n",
    "ax[1][0].set_title('RBF Weighted SVM')\n",
    "\n",
    "plot_confusion_matrix(sclf, data_test, labels_test, ax=ax[1][1], **args)\n",
    "ax[1][1].set_title('Sigmoid Weighted SVM')\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.show()"
   ]
  },
  {
   "source": [
    "## Other Tests\n",
    "\n",
    "Take a handful of other tracks which I don't listen to and aren't in any playlists to see if they can also be classified"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Top Of The World (Five Finger Death Punch) could be ROCK ✓\nAston Martin Music (Rick Ross) could be RAP ✓\nOn The Sunny Side Of The Street (Dizzy Gillespie) could be JAZZ ✓\nVibez (ZAYN) could be EDM ✗\nShot In The Dark (AC/DC) could be ROCK ✓\nTo Hell and Back (Sabaton) could be ROCK ✗\nWithstand The Fall Of Time (Immortal) could be METAL ✓\nAlone Together - Rudy Van Gelder Remaster (Kenny Dorham) could be JAZZ ✓\nFeel No Ways (Drake) could be RAP ✓\nBO$$ (Fifth Harmony) could be EDM ✗\n\n70.00% Accurate\n"
     ]
    }
   ],
   "source": [
    "### PREPARE ###\n",
    "test_uris = [\"spotify:track:53yqxU2EKKzbuQZEUEVtxc\",\n",
    "             \"spotify:track:5W7xC99N2Zzfh69r7I7zWK\",\n",
    "             \"spotify:track:38R2EViAkYOFG8ZkG3GLtW\",\n",
    "             \"spotify:track:6T6D9CIrHkALcHPafDFA6L\",\n",
    "             \"spotify:track:0sfdiwck2xr4PteGOdyOfz\",\n",
    "             \"spotify:track:1BrgjqSg9du0lj3TUMLluL\",\n",
    "             \"spotify:track:5nCnSnLtotQ8eB4E189U91\",\n",
    "             \"spotify:track:3GOZbK2epuHzCt5YvvVFHO\",\n",
    "             \"spotify:track:3cjF2OFRmip8spwZYQRKxP\",\n",
    "             \"spotify:track:1COvXs6jaykXC73h9OSBVM\"]\n",
    "# inferring what playlists these would go in\n",
    "test_labels = [\"ROCK\", \"RAP\", \"JAZZ\", \"POP\", \"ROCK\", \"METAL\", \"METAL\", \"JAZZ\", \"RAP\", \"POP\"] \n",
    "\n",
    "test_tracks = spotnet.tracks(uris=test_uris)\n",
    "spotnet.populate_track_audio_features(tracks=test_tracks)\n",
    "\n",
    "test_features = [   {j: k for j, k in i.audio_features.to_dict().items() \n",
    "                    if j in headers} \n",
    "                for i in test_tracks] # filter down to descriptor columns\n",
    "\n",
    "### PREDICT ###\n",
    "predictable_frame = pd.DataFrame(test_features)\n",
    "\n",
    "predicted_labels = clf.predict(predictable_frame)\n",
    "# predicted_labels = wclf.predict(predictable_frame)\n",
    "labels_correct = [i == playlist_names[predicted_labels[idx]] for idx, i in enumerate(test_labels)]\n",
    "\n",
    "### EVALUATE ###\n",
    "for track, label, correct in zip(test_tracks, predicted_labels, labels_correct):\n",
    "    print(f'{track.name} ({track.artists[0].name}) could be {playlist_names[label]} {\"✓\" if correct else \"✗\"}')\n",
    "\n",
    "correct = sum(labels_correct) / len(labels_correct)\n",
    "print(f'\\n{correct*100:.2f}% Accurate')"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import spotify_descriptor_headers, float_headers, days_since\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn import svm\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import plot_confusion_matrix\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 6,
   "outputs": []
  }
 ]
}