896 lines
270 KiB
Plaintext
896 lines
270 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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"# Listening Analysis\n",
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"\n",
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"Combining Spotify & Last.fm data for exploring habits and trends\n",
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"Uses two data sources,\n",
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"\n",
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"1. Last.fm scrobbles\n",
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"2. Spotify audio features\n",
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"\n",
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"The two are joined by searching Last.fm tracks on Spotify to get a Uri, the track name and artist name are provided for the query.\n",
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"These Uris can be used to retrieve Spotify feature descriptors. `all_joined()` gets a BigQuery of that joins the scrobble time series with their audio features and provides this as a panda frame.\n",
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"\n",
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"Explorations are made from [album](./album.ipynb), [artist](./artist.ipynb) and [playlist](./playlist.ipynb) perspectives. "
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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": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"track object\n",
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"album object\n",
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"artist object\n",
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"uri object\n",
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"acousticness float64\n",
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"danceability float64\n",
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"duration_ms float64\n",
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"energy float64\n",
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"instrumentalness float64\n",
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"key float64\n",
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"liveness float64\n",
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"loudness float64\n",
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"mode float64\n",
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"speechiness float64\n",
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"tempo float64\n",
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"time_signature float64\n",
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"valence float64\n",
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"dtype: object"
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]
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],
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"source": [
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"scrobbles.dtypes"
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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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"# Spotify Descriptor\n",
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"\n",
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"The Spotify API provides access to various characteristics about a track, they are used here for exploring listening habits. The descriptions from the [Spotify API Documentation](https://developer.spotify.com/documentation/web-api/reference/#object-audiofeaturesobject) can be seen below:\n",
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"\n",
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"### acousticness\n",
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"A confidence measure from 0.0 to 1.0 of whether the track is acoustic. 1.0 represents high confidence the track is acoustic.\n",
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"\n",
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"### danceability\n",
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"Danceability describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0.0 is least danceable and 1.0 is most danceable.\n",
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"\n",
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"### energy\n",
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"Energy is a measure from 0.0 to 1.0 and represents a perceptual measure of intensity and activity. Typically, energetic tracks feel fast, loud, and noisy. For example, death metal has high energy, while a Bach prelude scores low on the scale. Perceptual features contributing to this attribute include dynamic range, perceived loudness, timbre, onset rate, and general entropy.\n",
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"\n",
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"### instrumentalness\n",
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"Predicts whether a track contains no vocals. “Ooh” and “aah” sounds are treated as instrumental in this context. Rap or spoken word tracks are clearly “vocal”. The closer the instrumentalness value is to 1.0, the greater likelihood the track contains no vocal content. Values above 0.5 are intended to represent instrumental tracks, but confidence is higher as the value approaches 1.0.\n",
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"\n",
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"### key\n",
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"The key the track is in. Integers map to pitches using standard Pitch Class notation . E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on.\n",
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"\n",
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"### liveness\n",
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"Detects the presence of an audience in the recording. Higher liveness values represent an increased probability that the track was performed live. A value above 0.8 provides strong likelihood that the track is live. \tFloat\n",
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"\n",
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"### loudness\n",
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"The overall loudness of a track in decibels (dB). Loudness values are averaged across the entire track and are useful for comparing relative loudness of tracks. Loudness is the quality of a sound that is the primary psychological correlate of physical strength (amplitude). Values typical range between -60 and 0 db.\n",
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"\n",
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"### mode\n",
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"Mode indicates the modality (major or minor) of a track, the type of scale from which its melodic content is derived. Major is represented by 1 and minor is 0.\n",
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"\n",
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"### speechiness\n",
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"Speechiness detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks.\n",
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"\n",
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"### tempo\n",
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"The overall estimated tempo of a track in beats per minute (BPM). In musical terminology, tempo is the speed or pace of a given piece and derives directly from the average beat duration.\n",
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"\n",
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"### time_signature\n",
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"An estimated overall time signature of a track. The time signature (meter) is a notational convention to specify how many beats are in each bar (or measure).\n",
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"\n",
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"### valence\n",
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"A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g. happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g. sad, depressed, angry)."
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]
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},
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"cell_type": "code",
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"data": {
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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>acousticness</th>\n",
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" <th>danceability</th>\n",
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" <th>duration_ms</th>\n",
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" <th>energy</th>\n",
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" <th>instrumentalness</th>\n",
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" <th>key</th>\n",
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" <th>liveness</th>\n",
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" <th>loudness</th>\n",
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" <th>mode</th>\n",
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" <th>speechiness</th>\n",
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" <th>tempo</th>\n",
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" <th>time_signature</th>\n",
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" <th>valence</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>mean</th>\n",
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" <td>0.173747</td>\n",
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" <td>0.587779</td>\n",
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" <td>2.434140e+05</td>\n",
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" <td>0.708868</td>\n",
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" <td>0.221769</td>\n",
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" <td>5.323613</td>\n",
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" <td>0.215247</td>\n",
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" <td>-7.192452</td>\n",
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" <td>0.574945</td>\n",
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" <td>0.146165</td>\n",
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" <td>124.368066</td>\n",
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" <td>3.956350</td>\n",
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" <td>0.416513</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>0.249600</td>\n",
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" <td>0.174431</td>\n",
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" <td>1.261789e+05</td>\n",
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" <td>0.206463</td>\n",
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" <td>0.340169</td>\n",
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" <td>3.671363</td>\n",
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" <td>0.172181</td>\n",
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" <td>3.700907</td>\n",
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" <td>0.494354</td>\n",
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" <td>0.136497</td>\n",
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" <td>30.753711</td>\n",
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" <td>0.366894</td>\n",
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" <td>0.236866</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>1.578700e+04</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>-60.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>0.004270</td>\n",
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" <td>0.469000</td>\n",
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" <td>1.887640e+05</td>\n",
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" <td>0.581000</td>\n",
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" <td>0.000000</td>\n",
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" <td>2.000000</td>\n",
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" <td>0.100000</td>\n",
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" <td>-8.716000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.047400</td>\n",
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" <td>97.530000</td>\n",
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" <td>4.000000</td>\n",
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" <td>0.220000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>0.046600</td>\n",
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" <td>0.599000</td>\n",
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" <td>2.269130e+05</td>\n",
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" <td>0.745000</td>\n",
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" <td>0.001310</td>\n",
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" <td>6.000000</td>\n",
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" <td>0.140000</td>\n",
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" <td>-6.531000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.080100</td>\n",
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" <td>124.984000</td>\n",
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" <td>4.000000</td>\n",
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" <td>0.396000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>0.244000</td>\n",
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" <td>0.722000</td>\n",
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" <td>2.807580e+05</td>\n",
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" <td>0.876000</td>\n",
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" <td>0.444000</td>\n",
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" <td>9.000000</td>\n",
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" <td>0.296000</td>\n",
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" <td>-4.840000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.221000</td>\n",
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||
" <td>143.012000</td>\n",
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" <td>4.000000</td>\n",
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" <td>0.595000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>0.996000</td>\n",
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" <td>0.981000</td>\n",
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" <td>4.995315e+06</td>\n",
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||
" <td>0.999000</td>\n",
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" <td>0.995000</td>\n",
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||
" <td>11.000000</td>\n",
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||
" <td>0.995000</td>\n",
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||
" <td>3.108000</td>\n",
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||
" <td>1.000000</td>\n",
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||
" <td>0.966000</td>\n",
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||
" <td>248.028000</td>\n",
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" <td>5.000000</td>\n",
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" <td>0.983000</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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" acousticness danceability duration_ms energy instrumentalness \\\n",
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"mean 0.173747 0.587779 2.434140e+05 0.708868 0.221769 \n",
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"std 0.249600 0.174431 1.261789e+05 0.206463 0.340169 \n",
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"min 0.000000 0.000000 1.578700e+04 0.000000 0.000000 \n",
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"25% 0.004270 0.469000 1.887640e+05 0.581000 0.000000 \n",
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"50% 0.046600 0.599000 2.269130e+05 0.745000 0.001310 \n",
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"75% 0.244000 0.722000 2.807580e+05 0.876000 0.444000 \n",
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"max 0.996000 0.981000 4.995315e+06 0.999000 0.995000 \n",
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"\n",
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" key liveness loudness mode speechiness tempo \\\n",
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"mean 5.323613 0.215247 -7.192452 0.574945 0.146165 124.368066 \n",
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"std 3.671363 0.172181 3.700907 0.494354 0.136497 30.753711 \n",
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"min 0.000000 0.000000 -60.000000 0.000000 0.000000 0.000000 \n",
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"25% 2.000000 0.100000 -8.716000 0.000000 0.047400 97.530000 \n",
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"50% 6.000000 0.140000 -6.531000 1.000000 0.080100 124.984000 \n",
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"75% 9.000000 0.296000 -4.840000 1.000000 0.221000 143.012000 \n",
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"max 11.000000 0.995000 3.108000 1.000000 0.966000 248.028000 \n",
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"\n",
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" time_signature valence \n",
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"mean 3.956350 0.416513 \n",
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"std 0.366894 0.236866 \n",
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"min 0.000000 0.000000 \n",
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"25% 4.000000 0.220000 \n",
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"50% 4.000000 0.396000 \n",
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"75% 4.000000 0.595000 \n",
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"max 5.000000 0.983000 "
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" <th></th>\n",
|
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" <th>track</th>\n",
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" <th>album</th>\n",
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" <th>artist</th>\n",
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" <th>uri</th>\n",
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" <th>acousticness</th>\n",
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" <th>energy</th>\n",
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" <th>instrumentalness</th>\n",
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" <th>key</th>\n",
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" <tr>\n",
|
||
" <th>time</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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||
" <tr>\n",
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" <th>2020-12-31 18:35:28+00:00</th>\n",
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" <td>Blackbird - Gorgon City Remix</td>\n",
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" <td>Blackbird EP</td>\n",
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" <td>Joeski</td>\n",
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||
" <td>spotify:track:3eGyeq8R8PscX1d13c9eJP</td>\n",
|
||
" <td>0.000542</td>\n",
|
||
" <td>0.803</td>\n",
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||
" <td>389834.0</td>\n",
|
||
" <td>0.857</td>\n",
|
||
" <td>0.840</td>\n",
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" <td>4.0</td>\n",
|
||
" <td>0.0787</td>\n",
|
||
" <td>-7.273</td>\n",
|
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" <td>0.0</td>\n",
|
||
" <td>0.0449</td>\n",
|
||
" <td>125.016</td>\n",
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" <td>4.0</td>\n",
|
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" <td>0.2230</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-12-31 18:28:13+00:00</th>\n",
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" <td>Lanterns - Dead Man's Chest Remix</td>\n",
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" <td>Lanterns / Lanterns (Dead Man's Chest Remix)</td>\n",
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" <td>Tim Reaper</td>\n",
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" <td>spotify:track:3lc7wN7T29s7uRbPZR0hTH</td>\n",
|
||
" <td>0.001530</td>\n",
|
||
" <td>0.537</td>\n",
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" <td>440255.0</td>\n",
|
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" <td>0.868</td>\n",
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" <td>0.877</td>\n",
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" <td>10.0</td>\n",
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" <td>0.5730</td>\n",
|
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" <td>-7.319</td>\n",
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" <td>0.0</td>\n",
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||
" <td>0.0618</td>\n",
|
||
" <td>157.015</td>\n",
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||
" <td>4.0</td>\n",
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||
" <td>0.2650</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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" <th>2020-12-31 18:22:07+00:00</th>\n",
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" <td>ID Check - Original Mix</td>\n",
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" <td>Toolroom Ibiza 2019</td>\n",
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" <td>Ben A</td>\n",
|
||
" <td>spotify:track:4x94xmQhUnd59k8oGM7AkG</td>\n",
|
||
" <td>0.001720</td>\n",
|
||
" <td>0.809</td>\n",
|
||
" <td>372614.0</td>\n",
|
||
" <td>0.982</td>\n",
|
||
" <td>0.911</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0657</td>\n",
|
||
" <td>-8.690</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0460</td>\n",
|
||
" <td>123.992</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.8240</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-12-31 17:52:23+00:00</th>\n",
|
||
" <td>Up & Down</td>\n",
|
||
" <td>Emotion EP</td>\n",
|
||
" <td>Purple Disco Machine</td>\n",
|
||
" <td>spotify:track:11DRarpv190YnCAXt85uFA</td>\n",
|
||
" <td>0.032000</td>\n",
|
||
" <td>0.758</td>\n",
|
||
" <td>409961.0</td>\n",
|
||
" <td>0.913</td>\n",
|
||
" <td>0.739</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0304</td>\n",
|
||
" <td>-6.712</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0518</td>\n",
|
||
" <td>117.997</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.7230</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-12-31 17:00:28+00:00</th>\n",
|
||
" <td>Cuatro</td>\n",
|
||
" <td>Tomahawk EP</td>\n",
|
||
" <td>Mystic State</td>\n",
|
||
" <td>spotify:track:6JBKvAWsMvo68a9pMa9Ujn</td>\n",
|
||
" <td>0.040300</td>\n",
|
||
" <td>0.621</td>\n",
|
||
" <td>342866.0</td>\n",
|
||
" <td>0.680</td>\n",
|
||
" <td>0.803</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.2890</td>\n",
|
||
" <td>-10.943</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0484</td>\n",
|
||
" <td>139.989</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.2190</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>2017-11-03 03:28:51+00:00</th>\n",
|
||
" <td>Site Zero / The Vault</td>\n",
|
||
" <td>Void</td>\n",
|
||
" <td>RL Grime</td>\n",
|
||
" <td>spotify:track:762ME2OHjuGo4xTbfZhpok</td>\n",
|
||
" <td>0.683000</td>\n",
|
||
" <td>0.289</td>\n",
|
||
" <td>464015.0</td>\n",
|
||
" <td>0.404</td>\n",
|
||
" <td>0.854</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.3280</td>\n",
|
||
" <td>-12.815</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0352</td>\n",
|
||
" <td>92.873</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0285</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2017-11-03 02:54:37+00:00</th>\n",
|
||
" <td>Reminder (feat. How To Dress Well)</td>\n",
|
||
" <td>Void</td>\n",
|
||
" <td>RL Grime</td>\n",
|
||
" <td>spotify:track:2JUdMBlA5JzuemLGzZNDrf</td>\n",
|
||
" <td>0.683000</td>\n",
|
||
" <td>0.593</td>\n",
|
||
" <td>260075.0</td>\n",
|
||
" <td>0.560</td>\n",
|
||
" <td>0.109</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.1040</td>\n",
|
||
" <td>-7.059</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0447</td>\n",
|
||
" <td>113.895</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.3630</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2017-11-03 02:50:23+00:00</th>\n",
|
||
" <td>Monsoon</td>\n",
|
||
" <td>Void</td>\n",
|
||
" <td>RL Grime</td>\n",
|
||
" <td>spotify:track:0jYAtTuRsRdHMuvaOXIAj5</td>\n",
|
||
" <td>0.034600</td>\n",
|
||
" <td>0.546</td>\n",
|
||
" <td>254815.0</td>\n",
|
||
" <td>0.850</td>\n",
|
||
" <td>0.680</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.1120</td>\n",
|
||
" <td>-3.366</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0386</td>\n",
|
||
" <td>161.996</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.3020</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2017-11-03 02:46:26+00:00</th>\n",
|
||
" <td>Core - Original Mix</td>\n",
|
||
" <td>Void</td>\n",
|
||
" <td>RL Grime</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2017-11-03 02:43:01+00:00</th>\n",
|
||
" <td>Let Go (interlude)</td>\n",
|
||
" <td>Void</td>\n",
|
||
" <td>RL Grime</td>\n",
|
||
" <td>spotify:track:39FvWuHBtYQTJNdisJxZIG</td>\n",
|
||
" <td>0.181000</td>\n",
|
||
" <td>0.361</td>\n",
|
||
" <td>153346.0</td>\n",
|
||
" <td>0.727</td>\n",
|
||
" <td>0.710</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.1980</td>\n",
|
||
" <td>-8.480</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0519</td>\n",
|
||
" <td>104.380</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0368</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>88068 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" track \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 Blackbird - Gorgon City Remix \n",
|
||
"2020-12-31 18:28:13+00:00 Lanterns - Dead Man's Chest Remix \n",
|
||
"2020-12-31 18:22:07+00:00 ID Check - Original Mix \n",
|
||
"2020-12-31 17:52:23+00:00 Up & Down \n",
|
||
"2020-12-31 17:00:28+00:00 Cuatro \n",
|
||
"... ... \n",
|
||
"2017-11-03 03:28:51+00:00 Site Zero / The Vault \n",
|
||
"2017-11-03 02:54:37+00:00 Reminder (feat. How To Dress Well) \n",
|
||
"2017-11-03 02:50:23+00:00 Monsoon \n",
|
||
"2017-11-03 02:46:26+00:00 Core - Original Mix \n",
|
||
"2017-11-03 02:43:01+00:00 Let Go (interlude) \n",
|
||
"\n",
|
||
" album \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 Blackbird EP \n",
|
||
"2020-12-31 18:28:13+00:00 Lanterns / Lanterns (Dead Man's Chest Remix) \n",
|
||
"2020-12-31 18:22:07+00:00 Toolroom Ibiza 2019 \n",
|
||
"2020-12-31 17:52:23+00:00 Emotion EP \n",
|
||
"2020-12-31 17:00:28+00:00 Tomahawk EP \n",
|
||
"... ... \n",
|
||
"2017-11-03 03:28:51+00:00 Void \n",
|
||
"2017-11-03 02:54:37+00:00 Void \n",
|
||
"2017-11-03 02:50:23+00:00 Void \n",
|
||
"2017-11-03 02:46:26+00:00 Void \n",
|
||
"2017-11-03 02:43:01+00:00 Void \n",
|
||
"\n",
|
||
" artist \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 Joeski \n",
|
||
"2020-12-31 18:28:13+00:00 Tim Reaper \n",
|
||
"2020-12-31 18:22:07+00:00 Ben A \n",
|
||
"2020-12-31 17:52:23+00:00 Purple Disco Machine \n",
|
||
"2020-12-31 17:00:28+00:00 Mystic State \n",
|
||
"... ... \n",
|
||
"2017-11-03 03:28:51+00:00 RL Grime \n",
|
||
"2017-11-03 02:54:37+00:00 RL Grime \n",
|
||
"2017-11-03 02:50:23+00:00 RL Grime \n",
|
||
"2017-11-03 02:46:26+00:00 RL Grime \n",
|
||
"2017-11-03 02:43:01+00:00 RL Grime \n",
|
||
"\n",
|
||
" uri acousticness \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 spotify:track:3eGyeq8R8PscX1d13c9eJP 0.000542 \n",
|
||
"2020-12-31 18:28:13+00:00 spotify:track:3lc7wN7T29s7uRbPZR0hTH 0.001530 \n",
|
||
"2020-12-31 18:22:07+00:00 spotify:track:4x94xmQhUnd59k8oGM7AkG 0.001720 \n",
|
||
"2020-12-31 17:52:23+00:00 spotify:track:11DRarpv190YnCAXt85uFA 0.032000 \n",
|
||
"2020-12-31 17:00:28+00:00 spotify:track:6JBKvAWsMvo68a9pMa9Ujn 0.040300 \n",
|
||
"... ... ... \n",
|
||
"2017-11-03 03:28:51+00:00 spotify:track:762ME2OHjuGo4xTbfZhpok 0.683000 \n",
|
||
"2017-11-03 02:54:37+00:00 spotify:track:2JUdMBlA5JzuemLGzZNDrf 0.683000 \n",
|
||
"2017-11-03 02:50:23+00:00 spotify:track:0jYAtTuRsRdHMuvaOXIAj5 0.034600 \n",
|
||
"2017-11-03 02:46:26+00:00 NaN NaN \n",
|
||
"2017-11-03 02:43:01+00:00 spotify:track:39FvWuHBtYQTJNdisJxZIG 0.181000 \n",
|
||
"\n",
|
||
" danceability duration_ms energy \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 0.803 389834.0 0.857 \n",
|
||
"2020-12-31 18:28:13+00:00 0.537 440255.0 0.868 \n",
|
||
"2020-12-31 18:22:07+00:00 0.809 372614.0 0.982 \n",
|
||
"2020-12-31 17:52:23+00:00 0.758 409961.0 0.913 \n",
|
||
"2020-12-31 17:00:28+00:00 0.621 342866.0 0.680 \n",
|
||
"... ... ... ... \n",
|
||
"2017-11-03 03:28:51+00:00 0.289 464015.0 0.404 \n",
|
||
"2017-11-03 02:54:37+00:00 0.593 260075.0 0.560 \n",
|
||
"2017-11-03 02:50:23+00:00 0.546 254815.0 0.850 \n",
|
||
"2017-11-03 02:46:26+00:00 NaN NaN NaN \n",
|
||
"2017-11-03 02:43:01+00:00 0.361 153346.0 0.727 \n",
|
||
"\n",
|
||
" instrumentalness key liveness loudness mode \\\n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 0.840 4.0 0.0787 -7.273 0.0 \n",
|
||
"2020-12-31 18:28:13+00:00 0.877 10.0 0.5730 -7.319 0.0 \n",
|
||
"2020-12-31 18:22:07+00:00 0.911 6.0 0.0657 -8.690 0.0 \n",
|
||
"2020-12-31 17:52:23+00:00 0.739 5.0 0.0304 -6.712 1.0 \n",
|
||
"2020-12-31 17:00:28+00:00 0.803 9.0 0.2890 -10.943 0.0 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"2017-11-03 03:28:51+00:00 0.854 7.0 0.3280 -12.815 0.0 \n",
|
||
"2017-11-03 02:54:37+00:00 0.109 3.0 0.1040 -7.059 0.0 \n",
|
||
"2017-11-03 02:50:23+00:00 0.680 10.0 0.1120 -3.366 0.0 \n",
|
||
"2017-11-03 02:46:26+00:00 NaN NaN NaN NaN NaN \n",
|
||
"2017-11-03 02:43:01+00:00 0.710 7.0 0.1980 -8.480 1.0 \n",
|
||
"\n",
|
||
" speechiness tempo time_signature valence \n",
|
||
"time \n",
|
||
"2020-12-31 18:35:28+00:00 0.0449 125.016 4.0 0.2230 \n",
|
||
"2020-12-31 18:28:13+00:00 0.0618 157.015 4.0 0.2650 \n",
|
||
"2020-12-31 18:22:07+00:00 0.0460 123.992 4.0 0.8240 \n",
|
||
"2020-12-31 17:52:23+00:00 0.0518 117.997 4.0 0.7230 \n",
|
||
"2020-12-31 17:00:28+00:00 0.0484 139.989 4.0 0.2190 \n",
|
||
"... ... ... ... ... \n",
|
||
"2017-11-03 03:28:51+00:00 0.0352 92.873 4.0 0.0285 \n",
|
||
"2017-11-03 02:54:37+00:00 0.0447 113.895 4.0 0.3630 \n",
|
||
"2017-11-03 02:50:23+00:00 0.0386 161.996 4.0 0.3020 \n",
|
||
"2017-11-03 02:46:26+00:00 NaN NaN NaN NaN \n",
|
||
"2017-11-03 02:43:01+00:00 0.0519 104.380 4.0 0.0368 \n",
|
||
"\n",
|
||
"[88068 rows x 17 columns]"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"scrobbles.sort_index(ascending=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# What does my listening *\"palette\"* look like over time "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"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"
|
||
}
|
||
],
|
||
"source": [
|
||
"# select only descriptor float columns\n",
|
||
"filtered_scrobbles = scrobbles.loc[:, float_headers]\n",
|
||
"# resample by month and mean\n",
|
||
"filtered_scrobbles = filtered_scrobbles.resample(\"3W\").mean()\n",
|
||
"\n",
|
||
"# filtered_scrobbles[\"instrumentalness\"].plot()\n",
|
||
"filtered_scrobbles.plot(linewidth=3)\n",
|
||
"\n",
|
||
"plt.title(f'Listening Characteristics Over Time')\n",
|
||
"plt.legend(loc = \"upper right\", fontsize = \"xx-small\")\n",
|
||
"plt.ylim([0, 1])\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# How much music do I listen to each day?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 960x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"by_day = scrobbles[\"duration_ms\"].sort_index(ascending=True)[\"2018\":].resample(\"1D\").sum()\n",
|
||
"\n",
|
||
"years = [2018, 2021]\n",
|
||
"\n",
|
||
"# hr, min, sec, ms\n",
|
||
"ms_per_day = 24 * 60 * 60 * 1000\n",
|
||
"ms_per_hour = 60 * 60 * 1000\n",
|
||
"\n",
|
||
"listening_proportion = by_day / ms_per_hour\n",
|
||
"\n",
|
||
"lobf = np.array([])\n",
|
||
"for year in range(*years):\n",
|
||
" \n",
|
||
" year_frame = listening_proportion[str(year)]\n",
|
||
" x = np.arange(0, len(year_frame))\n",
|
||
" poly = Polynomial.fit(x, year_frame.to_numpy(), 6)\n",
|
||
" lobf = np.append(lobf, poly(x))\n",
|
||
"\n",
|
||
"listening_proportion = listening_proportion.reset_index() # to allow column adding\n",
|
||
"listening_proportion[\"lobf\"] = lobf # add line of best fit data here to easily resample\n",
|
||
"listening_proportion = listening_proportion.set_index('time') # set index for plotting\n",
|
||
"\n",
|
||
"to_display = listening_proportion.resample(\"5D\").mean() # mean requires dropping the last datapoint later\n",
|
||
"\n",
|
||
"plt.figure(figsize=(8, 4))\n",
|
||
"ax = to_display[\"duration_ms\"].plot(lw=2) # plot main time series\n",
|
||
"\n",
|
||
"# PLOT line of best fit\n",
|
||
"for idx, year in enumerate(range(*years)):\n",
|
||
" to_display[\"lobf\"][str(year)][:-1].plot(lw=4)\n",
|
||
"\n",
|
||
"plt.title('Hours listening per day')\n",
|
||
"plt.ylabel(\"Hours/Day\")\n",
|
||
"# plt.ylim([0, 12])\n",
|
||
"plt.grid()"
|
||
]
|
||
},
|
||
{
|
||
"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 float_headers, days_since\n",
|
||
"\n",
|
||
"import numpy as np\n",
|
||
"from numpy.polynomial.polynomial import Polynomial\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"client = bigquery.Client()\n",
|
||
"spotnet = get_spotnet()\n",
|
||
"cache = 'query.csv'\n",
|
||
"first_day = datetime(year=2017, month=11, day=3)"
|
||
]
|
||
},
|
||
{
|
||
"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": 3,
|
||
"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
|
||
}
|