{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Playlist SVM\n", "\n", "Given a list of playlists, can unknown tracks be correctly classified?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n", "# playlist_names = [\"ALL RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n", "playlist_names = [\"ALL RAP\", \"DNB\", \"4/4\", \"cRock\", \"METAL\", \"cJazz\"] # super-genres with decomposed EDM\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\n", "# headers = float_headers + [\"mode\", \"loudness\", \"tempo\"]" ] }, { "cell_type": "markdown", "metadata": {}, "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": "code", "execution_count": 10, "metadata": {}, "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[headers] for i in filtered_playlists]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct the dataset with associated labels before splitting into a train and test set." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "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", "# stratify: maintains class proportions in test and train set\n", "data_train, data_test, labels_train, labels_test = train_test_split(dataset, labels, test_size=0.25, random_state=70, stratify=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVM Kernels\n", "Support Vector Machine" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uw-rbfw-rbflinearpolysigmoid
accuracy %77.676.9275.0376.2535.09
\n", "
" ], "text/plain": [ " uw-rbf w-rbf linear poly sigmoid\n", "accuracy % 77.6 76.92 75.03 76.25 35.09" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "### TRAIN ###\n", "clf = svm.SVC(kernel='rbf')\n", "clf.fit(data_train, labels_train)\n", "\n", "wclf = svm.SVC(kernel='rbf', gamma = 1/(2*(sig_max**2)), C=c_max, 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)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "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": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "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": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top Of The World (Five Finger Death Punch) could be cRock ✓\n", "Aston Martin Music (Rick Ross) could be ALL RAP ✓\n", "On The Sunny Side Of The Street (Dizzy Gillespie) could be cJazz ✓\n", "Shot In The Dark (AC/DC) could be cRock ✓\n", "To Hell and Back (Sabaton) could be cRock ✗\n", "Withstand The Fall Of Time (Immortal) could be METAL ✓\n", "Alone Together - Rudy Van Gelder Remaster (Kenny Dorham) could be cJazz ✓\n", "Feel No Ways (Drake) could be ALL RAP ✓\n", "\n", "87.50% Accurate\n" ] } ], "source": [ "### PREPARE ###\n", "test_uris = [\"spotify:track:53yqxU2EKKzbuQZEUEVtxc\",\n", " \"spotify:track:5W7xC99N2Zzfh69r7I7zWK\",\n", " \"spotify:track:38R2EViAkYOFG8ZkG3GLtW\",\n", " \"spotify:track:0sfdiwck2xr4PteGOdyOfz\",\n", " \"spotify:track:1BrgjqSg9du0lj3TUMLluL\",\n", " \"spotify:track:5nCnSnLtotQ8eB4E189U91\",\n", " \"spotify:track:3GOZbK2epuHzCt5YvvVFHO\",\n", " \"spotify:track:3cjF2OFRmip8spwZYQRKxP\"]\n", "# inferring what playlists these would go in\n", "test_labels = [\"cRock\", \"ALL RAP\", \"cJazz\", \"cRock\", \"METAL\", \"METAL\", \"cJazz\", \"ALL RAP\"] \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')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVM Cross-Validation" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(0.5, 30)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# %matplotlib widget\n", "\n", "sigma = [0.01, 0.05, 0.1, 0.5, 1, 5, 10, 15, 20, 30, 40, 50, 60] # for gamma paramater, for non-linear hyperplanes. Higher gammas (lower sigmas)\n", "C = [0.01, 0.03, 0.1, 0.25, 0.5, 0.75, 1, 2, 4, 6, 8, 10, 20, 30] # for C. Penalty for error term. Balances smooth decision boundary with correctly classifying points (wiggle)\n", "# sigma = [0.01, 0.03]\n", "# C = [0.01, 0.03, 2]\n", "\n", "scores = np.zeros((len(sigma), len(C)))\n", "param_pairs = list()\n", "\n", "for x, s in enumerate(sigma):\n", " for y, c in enumerate(C):\n", " clf = svm.SVC(kernel='rbf', gamma = 1/(2*(s**2)), C=c, class_weight='balanced')\n", " clf.fit(data_train, labels_train)\n", " scores[x, y] = clf.score(data_test, labels_test)\n", " param_pairs.append((s, c))\n", "# print(scores[x, y], s, c)\n", " \n", "# print(scores)\n", " \n", "index = np.argmax(scores)\n", "sig_max, c_max = param_pairs[index]\n", "\n", "X, Y = np.meshgrid(C, sigma)\n", "\n", "fig = plt.figure()\n", "ax = plt.axes(projection='3d')\n", "surf = ax.plot_surface(X, Y, scores, cmap=mpl.cm.coolwarm)\n", "ax.set_title('Regularisation & Gamma Cross-validation')\n", "# ax.set_xscale('log')\n", "ax.set_xlabel('Regularisation (C)')\n", "ax.set_ylabel('Sigma')\n", "ax.set_zlabel('Score')\n", "ax.view_init(50, -140)\n", "\n", "# fig.colorbar(surf, shrink=0.3, aspect=6)\n", "plt.show()\n", "sig_max, c_max" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imports & Setup" ] }, { "cell_type": "code", "execution_count": 1, "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)\n", "sig_max, c_max = 0.5, 20" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Scrobble Frame" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "scrobbles = get_query(cache=cache)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Write Scrobble Frame" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "scrobbles.reset_index().to_csv(cache, sep='\\t')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.9" } }, "nbformat": 4, "nbformat_minor": 4 }