530 lines
458 KiB
Plaintext
530 lines
458 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Playlist Classifier\n",
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"\n",
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"Given a list of playlists, can unknown tracks be correctly classified?"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
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"playlist_names = [\"ALL RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
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"# playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\"] # super-genres without POP\n",
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"# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
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"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
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"# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
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"# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
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"# 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",
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"# 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",
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"# 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",
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"\n",
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"# headers = float_headers + [\"duration_ms\", \"mode\", \"loudness\", \"tempo\"]\n",
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"headers = float_headers"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Pull and process playlist information.\n",
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"\n",
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"1. Get live playlist track information from spotify\n",
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"2. Filter listening history for these tracks\n",
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"\n",
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"Filter out tracks without features and drop duplicates before taking only the descriptor parameters"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
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"\n",
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"# filter playlists by join with playlist track/artist names\n",
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"filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
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"\n",
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"filtered_playlists = [i[pd.notnull(i[\"uri\"])] for i in filtered_playlists]\n",
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"# distinct on uri\n",
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"filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
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"# select only descriptor float columns\n",
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"filtered_playlists = [i.loc[:, headers] for i in filtered_playlists]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Construct the dataset with associated labels before splitting into a train and test set."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset = pd.concat(filtered_playlists)\n",
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"labels = [np.full(len(plst), idx) for idx, plst in enumerate(filtered_playlists)]\n",
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"labels = np.concatenate(labels)\n",
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"\n",
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"# stratify: maintains class proportions in test and train set\n",
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"data_train, data_test, labels_train, labels_test = train_test_split(dataset, labels, test_size=0.25, random_state=70, stratify=labels)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# SVM Kernels\n",
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"Support Vector Machine"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>uw-rbf</th>\n",
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" <th>w-rbf</th>\n",
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" <th>linear</th>\n",
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" <th>poly</th>\n",
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" <th>sigmoid</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>accuracy %</th>\n",
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" <td>75.19</td>\n",
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" <td>72.42</td>\n",
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" <td>68.26</td>\n",
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" <td>71.54</td>\n",
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" <td>32.49</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" uw-rbf w-rbf linear poly sigmoid\n",
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"accuracy % 75.19 72.42 68.26 71.54 32.49"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"### TRAIN ###\n",
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"clf = svm.SVC(kernel='rbf')\n",
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"clf.fit(data_train, labels_train)\n",
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"\n",
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"wclf = svm.SVC(kernel='rbf', gamma = 1/(2*(sig_max**2)), C=c_max, class_weight='balanced') # weight classes based on prevalence\n",
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"wclf.fit(data_train, labels_train)\n",
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"\n",
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"lclf = svm.SVC(kernel='linear', class_weight='balanced')\n",
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"lclf.fit(data_train, labels_train)\n",
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"\n",
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"pclf = svm.SVC(kernel='poly', degree=3, class_weight='balanced')\n",
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"pclf.fit(data_train, labels_train)\n",
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"\n",
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"sclf = svm.SVC(kernel='sigmoid', class_weight='balanced')\n",
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"sclf.fit(data_train, labels_train)\n",
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"\n",
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"### EVALUATE ###\n",
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"models = {'uw-rbf': clf, 'w-rbf': wclf, 'linear': lclf, 'poly': pclf, 'sigmoid': sclf}\n",
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"accuracy = {i: j.score(data_test, labels_test) for i, j in models.items()}\n",
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"\n",
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"(pd.DataFrame(accuracy, index=['accuracy %']) * 100).round(decimals=2)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x240 with 5 Axes>"
|
|
]
|
|
},
|
|
"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",
|
|
"text/plain": [
|
|
"<Figure size 1080x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
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"## Unweighted Classes\n",
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|
"\n",
|
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"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": [
|
|
"<Figure size 1080x960 with 4 Axes>"
|
|
]
|
|
},
|
|
"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": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Top Of The World (Five Finger Death Punch) could be ROCK ✓\n",
|
|
"Aston Martin Music (Rick Ross) could be ALL RAP ✗\n",
|
|
"On The Sunny Side Of The Street (Dizzy Gillespie) could be JAZZ ✓\n",
|
|
"Vibez (ZAYN) could be ALL RAP ✗\n",
|
|
"Shot In The Dark (AC/DC) could be ROCK ✓\n",
|
|
"To Hell and Back (Sabaton) could be ROCK ✗\n",
|
|
"Withstand The Fall Of Time (Immortal) could be METAL ✓\n",
|
|
"Alone Together - Rudy Van Gelder Remaster (Kenny Dorham) could be JAZZ ✓\n",
|
|
"Feel No Ways (Drake) could be ALL RAP ✗\n",
|
|
"BO$$ (Fifth Harmony) could be EDM ✗\n",
|
|
"\n",
|
|
"50.00% 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')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# SVM Cross-Validation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(0.5, 20)"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"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": 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)\n",
|
|
"sig_max, c_max = 0.5, 20"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Read Scrobble Frame"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"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": "3.8.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|