listening-analysis/analysis.ipynb

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{
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"# Listening Analysis\n",
"\n",
"Combining Spotify & Last.fm data for exploring habits and trends\n",
"Uses two data sources,\n",
"\n",
"1. Last.fm scrobbles\n",
"2. Spotify audio features\n",
"\n",
"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",
"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",
"\n",
"Explorations are made from [album](./album.ipynb), [artist](./artist.ipynb) and [playlist](./playlist.ipynb) perspectives. "
]
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"track object\n",
"album object\n",
"artist object\n",
"uri object\n",
"acousticness float64\n",
"danceability float64\n",
"duration_ms float64\n",
"energy float64\n",
"instrumentalness float64\n",
"key float64\n",
"liveness float64\n",
"loudness float64\n",
"mode float64\n",
"speechiness float64\n",
"tempo float64\n",
"time_signature float64\n",
"valence float64\n",
"dtype: object"
]
},
"execution_count": 3,
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],
"source": [
"scrobbles.dtypes"
]
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"# Spotify Descriptor\n",
"\n",
"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",
"\n",
"### acousticness\n",
"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",
"\n",
"### danceability\n",
"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",
"\n",
"### energy\n",
"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",
"\n",
"### instrumentalness\n",
"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",
"\n",
"### key\n",
"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",
"\n",
"### liveness\n",
"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",
"\n",
"### loudness\n",
"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",
"\n",
"### mode\n",
"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",
"\n",
"### speechiness\n",
"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",
"\n",
"### tempo\n",
"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",
"\n",
"### time_signature\n",
"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",
"\n",
"### valence\n",
"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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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>acousticness</th>\n",
" <th>danceability</th>\n",
" <th>duration_ms</th>\n",
" <th>energy</th>\n",
" <th>instrumentalness</th>\n",
" <th>key</th>\n",
" <th>liveness</th>\n",
" <th>loudness</th>\n",
" <th>mode</th>\n",
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" <th>time_signature</th>\n",
" <th>valence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.178143</td>\n",
" <td>0.589393</td>\n",
" <td>2.430387e+05</td>\n",
" <td>0.704151</td>\n",
" <td>0.238050</td>\n",
" <td>5.323999</td>\n",
" <td>0.212907</td>\n",
" <td>-7.321487</td>\n",
" <td>0.570426</td>\n",
" <td>0.144195</td>\n",
" <td>124.301787</td>\n",
" <td>3.954734</td>\n",
" <td>0.416501</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.254707</td>\n",
" <td>0.173309</td>\n",
" <td>1.251593e+05</td>\n",
" <td>0.210795</td>\n",
" <td>0.349545</td>\n",
" <td>3.673897</td>\n",
" <td>0.170618</td>\n",
" <td>3.805300</td>\n",
" <td>0.495018</td>\n",
" <td>0.135663</td>\n",
" <td>30.824885</td>\n",
" <td>0.370057</td>\n",
" <td>0.238092</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2.982700e+04</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-60.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
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" <tr>\n",
" <th>25%</th>\n",
" <td>0.004340</td>\n",
" <td>0.472000</td>\n",
" <td>1.875410e+05</td>\n",
" <td>0.576000</td>\n",
" <td>0.000001</td>\n",
" <td>2.000000</td>\n",
" <td>0.099100</td>\n",
" <td>-8.837000</td>\n",
" <td>0.000000</td>\n",
" <td>0.047100</td>\n",
" <td>97.215000</td>\n",
" <td>4.000000</td>\n",
" <td>0.218000</td>\n",
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" <tr>\n",
" <th>50%</th>\n",
" <td>0.047300</td>\n",
" <td>0.601000</td>\n",
" <td>2.266320e+05</td>\n",
" <td>0.742000</td>\n",
" <td>0.002100</td>\n",
" <td>6.000000</td>\n",
" <td>0.139000</td>\n",
" <td>-6.617000</td>\n",
" <td>1.000000</td>\n",
" <td>0.078400</td>\n",
" <td>124.985000</td>\n",
" <td>4.000000</td>\n",
" <td>0.396000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.250000</td>\n",
" <td>0.722000</td>\n",
" <td>2.822180e+05</td>\n",
" <td>0.874000</td>\n",
" <td>0.528000</td>\n",
" <td>9.000000</td>\n",
" <td>0.292000</td>\n",
" <td>-4.890000</td>\n",
" <td>1.000000</td>\n",
" <td>0.216000</td>\n",
" <td>142.899000</td>\n",
" <td>4.000000</td>\n",
" <td>0.596000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.996000</td>\n",
" <td>0.979000</td>\n",
" <td>4.995315e+06</td>\n",
" <td>0.999000</td>\n",
" <td>0.995000</td>\n",
" <td>11.000000</td>\n",
" <td>0.995000</td>\n",
" <td>3.108000</td>\n",
" <td>1.000000</td>\n",
" <td>0.966000</td>\n",
" <td>248.028000</td>\n",
" <td>5.000000</td>\n",
" <td>0.988000</td>\n",
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"text/plain": [
" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.178143 0.589393 2.430387e+05 0.704151 0.238050 \n",
"std 0.254707 0.173309 1.251593e+05 0.210795 0.349545 \n",
"min 0.000000 0.000000 2.982700e+04 0.000000 0.000000 \n",
"25% 0.004340 0.472000 1.875410e+05 0.576000 0.000001 \n",
"50% 0.047300 0.601000 2.266320e+05 0.742000 0.002100 \n",
"75% 0.250000 0.722000 2.822180e+05 0.874000 0.528000 \n",
"max 0.996000 0.979000 4.995315e+06 0.999000 0.995000 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 5.323999 0.212907 -7.321487 0.570426 0.144195 124.301787 \n",
"std 3.673897 0.170618 3.805300 0.495018 0.135663 30.824885 \n",
"min 0.000000 0.000000 -60.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 0.099100 -8.837000 0.000000 0.047100 97.215000 \n",
"50% 6.000000 0.139000 -6.617000 1.000000 0.078400 124.985000 \n",
"75% 9.000000 0.292000 -4.890000 1.000000 0.216000 142.899000 \n",
"max 11.000000 0.995000 3.108000 1.000000 0.966000 248.028000 \n",
"\n",
" time_signature valence \n",
"mean 3.954734 0.416501 \n",
"std 0.370057 0.238092 \n",
"min 0.000000 0.000000 \n",
"25% 4.000000 0.218000 \n",
"50% 4.000000 0.396000 \n",
"75% 4.000000 0.596000 \n",
"max 5.000000 0.988000 "
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"source": [
"scrobbles.describe()[1:]"
]
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" <th></th>\n",
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" <th>time</th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2021-05-06 22:22:59+00:00</th>\n",
" <td>The Enemy (feat. Fat Joe)</td>\n",
" <td>The Big Picture</td>\n",
" <td>Big L</td>\n",
" <td>spotify:track:27GWWBegMtuzYixG9JTNrW</td>\n",
" <td>0.11500</td>\n",
" <td>0.600</td>\n",
" <td>168013.0</td>\n",
" <td>0.649</td>\n",
" <td>0.000190</td>\n",
" <td>11.0</td>\n",
" <td>0.8240</td>\n",
" <td>-8.372</td>\n",
" <td>1.0</td>\n",
" <td>0.3930</td>\n",
" <td>174.130</td>\n",
" <td>4.0</td>\n",
" <td>0.8770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-06 22:21:00+00:00</th>\n",
" <td>Running Up Freestyle</td>\n",
" <td>Fever</td>\n",
" <td>Megan Thee Stallion</td>\n",
" <td>spotify:track:1YU0fHUCpUyxkWqxx9ivHK</td>\n",
" <td>0.00825</td>\n",
" <td>0.917</td>\n",
" <td>124803.0</td>\n",
" <td>0.897</td>\n",
" <td>0.000000</td>\n",
" <td>10.0</td>\n",
" <td>0.2390</td>\n",
" <td>-2.297</td>\n",
" <td>0.0</td>\n",
" <td>0.1190</td>\n",
" <td>92.975</td>\n",
" <td>4.0</td>\n",
" <td>0.3100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-06 22:15:15+00:00</th>\n",
" <td>m.A.A.d city</td>\n",
" <td>good kid, m.A.A.d city (Deluxe)</td>\n",
" <td>Kendrick Lamar</td>\n",
" <td>spotify:track:3qX1dqmDdmMvvfMVfsx4Bh</td>\n",
" <td>0.05380</td>\n",
" <td>0.487</td>\n",
" <td>350120.0</td>\n",
" <td>0.729</td>\n",
" <td>0.000004</td>\n",
" <td>2.0</td>\n",
" <td>0.4400</td>\n",
" <td>-6.815</td>\n",
" <td>1.0</td>\n",
" <td>0.2710</td>\n",
" <td>91.048</td>\n",
" <td>4.0</td>\n",
" <td>0.2170</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-06 22:12:13+00:00</th>\n",
" <td>Pony</td>\n",
" <td>House Party</td>\n",
" <td>Valentino Khan</td>\n",
" <td>spotify:track:26AIHH0JMIP8sd7YBM5uWb</td>\n",
" <td>0.00027</td>\n",
" <td>0.803</td>\n",
" <td>210937.0</td>\n",
" <td>0.984</td>\n",
" <td>0.846000</td>\n",
" <td>1.0</td>\n",
" <td>0.0434</td>\n",
" <td>-3.930</td>\n",
" <td>1.0</td>\n",
" <td>0.0548</td>\n",
" <td>127.994</td>\n",
" <td>4.0</td>\n",
" <td>0.3710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-06 22:07:57+00:00</th>\n",
" <td>Pull The Trigga</td>\n",
" <td>UKF Bass Culture 4</td>\n",
" <td>Dommix</td>\n",
" <td>spotify:track:0A0NjGXyHELTlBeMZcMyxZ</td>\n",
" <td>0.00825</td>\n",
" <td>0.789</td>\n",
" <td>260930.0</td>\n",
" <td>0.891</td>\n",
" <td>0.798000</td>\n",
" <td>9.0</td>\n",
" <td>0.8610</td>\n",
" <td>-5.975</td>\n",
" <td>1.0</td>\n",
" <td>0.1030</td>\n",
" <td>129.029</td>\n",
" <td>4.0</td>\n",
" <td>0.4100</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>0.68300</td>\n",
" <td>0.289</td>\n",
" <td>464015.0</td>\n",
" <td>0.404</td>\n",
" <td>0.854000</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>0.68300</td>\n",
" <td>0.593</td>\n",
" <td>260075.0</td>\n",
" <td>0.560</td>\n",
" <td>0.109000</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>0.03460</td>\n",
" <td>0.546</td>\n",
" <td>254815.0</td>\n",
" <td>0.850</td>\n",
" <td>0.680000</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>0.18100</td>\n",
" <td>0.361</td>\n",
" <td>153346.0</td>\n",
" <td>0.727</td>\n",
" <td>0.710000</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>94847 rows × 17 columns</p>\n",
"</div>"
],
"text/plain": [
" track \\\n",
"time \n",
"2021-05-06 22:22:59+00:00 The Enemy (feat. Fat Joe) \n",
"2021-05-06 22:21:00+00:00 Running Up Freestyle \n",
"2021-05-06 22:15:15+00:00 m.A.A.d city \n",
"2021-05-06 22:12:13+00:00 Pony \n",
"2021-05-06 22:07:57+00:00 Pull The Trigga \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",
"2021-05-06 22:22:59+00:00 The Big Picture \n",
"2021-05-06 22:21:00+00:00 Fever \n",
"2021-05-06 22:15:15+00:00 good kid, m.A.A.d city (Deluxe) \n",
"2021-05-06 22:12:13+00:00 House Party \n",
"2021-05-06 22:07:57+00:00 UKF Bass Culture 4 \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",
"2021-05-06 22:22:59+00:00 Big L \n",
"2021-05-06 22:21:00+00:00 Megan Thee Stallion \n",
"2021-05-06 22:15:15+00:00 Kendrick Lamar \n",
"2021-05-06 22:12:13+00:00 Valentino Khan \n",
"2021-05-06 22:07:57+00:00 Dommix \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",
"2021-05-06 22:22:59+00:00 spotify:track:27GWWBegMtuzYixG9JTNrW 0.11500 \n",
"2021-05-06 22:21:00+00:00 spotify:track:1YU0fHUCpUyxkWqxx9ivHK 0.00825 \n",
"2021-05-06 22:15:15+00:00 spotify:track:3qX1dqmDdmMvvfMVfsx4Bh 0.05380 \n",
"2021-05-06 22:12:13+00:00 spotify:track:26AIHH0JMIP8sd7YBM5uWb 0.00027 \n",
"2021-05-06 22:07:57+00:00 spotify:track:0A0NjGXyHELTlBeMZcMyxZ 0.00825 \n",
"... ... ... \n",
"2017-11-03 03:28:51+00:00 spotify:track:762ME2OHjuGo4xTbfZhpok 0.68300 \n",
"2017-11-03 02:54:37+00:00 spotify:track:2JUdMBlA5JzuemLGzZNDrf 0.68300 \n",
"2017-11-03 02:50:23+00:00 spotify:track:0jYAtTuRsRdHMuvaOXIAj5 0.03460 \n",
"2017-11-03 02:46:26+00:00 NaN NaN \n",
"2017-11-03 02:43:01+00:00 spotify:track:39FvWuHBtYQTJNdisJxZIG 0.18100 \n",
"\n",
" danceability duration_ms energy \\\n",
"time \n",
"2021-05-06 22:22:59+00:00 0.600 168013.0 0.649 \n",
"2021-05-06 22:21:00+00:00 0.917 124803.0 0.897 \n",
"2021-05-06 22:15:15+00:00 0.487 350120.0 0.729 \n",
"2021-05-06 22:12:13+00:00 0.803 210937.0 0.984 \n",
"2021-05-06 22:07:57+00:00 0.789 260930.0 0.891 \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",
"2021-05-06 22:22:59+00:00 0.000190 11.0 0.8240 -8.372 1.0 \n",
"2021-05-06 22:21:00+00:00 0.000000 10.0 0.2390 -2.297 0.0 \n",
"2021-05-06 22:15:15+00:00 0.000004 2.0 0.4400 -6.815 1.0 \n",
"2021-05-06 22:12:13+00:00 0.846000 1.0 0.0434 -3.930 1.0 \n",
"2021-05-06 22:07:57+00:00 0.798000 9.0 0.8610 -5.975 1.0 \n",
"... ... ... ... ... ... \n",
"2017-11-03 03:28:51+00:00 0.854000 7.0 0.3280 -12.815 0.0 \n",
"2017-11-03 02:54:37+00:00 0.109000 3.0 0.1040 -7.059 0.0 \n",
"2017-11-03 02:50:23+00:00 0.680000 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 0.710000 7.0 0.1980 -8.480 1.0 \n",
"\n",
" speechiness tempo time_signature valence \n",
"time \n",
"2021-05-06 22:22:59+00:00 0.3930 174.130 4.0 0.8770 \n",
"2021-05-06 22:21:00+00:00 0.1190 92.975 4.0 0.3100 \n",
"2021-05-06 22:15:15+00:00 0.2710 91.048 4.0 0.2170 \n",
"2021-05-06 22:12:13+00:00 0.0548 127.994 4.0 0.3710 \n",
"2021-05-06 22:07:57+00:00 0.1030 129.029 4.0 0.4100 \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",
"[94847 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": {
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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[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": 7,
"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)[\"2017\":\"2022\"].resample(\"1D\").sum()\n",
"\n",
"years = [2017, 2022]\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(), 4)\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(\"7D\").mean() # mean requires dropping the last datapoint later\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"ax = to_display[\"duration_ms\"].plot(lw=3) # 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": 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 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": 2,
"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": "3.8.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}