listening-analysis/analysis.ipynb

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   "source": [
    "# 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. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
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    {
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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,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrobbles.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 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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  {
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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",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.173747</td>\n",
       "      <td>0.587779</td>\n",
       "      <td>2.434140e+05</td>\n",
       "      <td>0.708868</td>\n",
       "      <td>0.221769</td>\n",
       "      <td>5.323613</td>\n",
       "      <td>0.215247</td>\n",
       "      <td>-7.192452</td>\n",
       "      <td>0.574945</td>\n",
       "      <td>0.146165</td>\n",
       "      <td>124.368066</td>\n",
       "      <td>3.956350</td>\n",
       "      <td>0.416513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.249600</td>\n",
       "      <td>0.174431</td>\n",
       "      <td>1.261789e+05</td>\n",
       "      <td>0.206463</td>\n",
       "      <td>0.340169</td>\n",
       "      <td>3.671363</td>\n",
       "      <td>0.172181</td>\n",
       "      <td>3.700907</td>\n",
       "      <td>0.494354</td>\n",
       "      <td>0.136497</td>\n",
       "      <td>30.753711</td>\n",
       "      <td>0.366894</td>\n",
       "      <td>0.236866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.578700e+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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.004270</td>\n",
       "      <td>0.469000</td>\n",
       "      <td>1.887640e+05</td>\n",
       "      <td>0.581000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>-8.716000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047400</td>\n",
       "      <td>97.530000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.220000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.046600</td>\n",
       "      <td>0.599000</td>\n",
       "      <td>2.269130e+05</td>\n",
       "      <td>0.745000</td>\n",
       "      <td>0.001310</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>-6.531000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.080100</td>\n",
       "      <td>124.984000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.396000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.244000</td>\n",
       "      <td>0.722000</td>\n",
       "      <td>2.807580e+05</td>\n",
       "      <td>0.876000</td>\n",
       "      <td>0.444000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.296000</td>\n",
       "      <td>-4.840000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>143.012000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.595000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.996000</td>\n",
       "      <td>0.981000</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>0.983000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      acousticness  danceability   duration_ms    energy  instrumentalness  \\\n",
       "mean      0.173747      0.587779  2.434140e+05  0.708868          0.221769   \n",
       "std       0.249600      0.174431  1.261789e+05  0.206463          0.340169   \n",
       "min       0.000000      0.000000  1.578700e+04  0.000000          0.000000   \n",
       "25%       0.004270      0.469000  1.887640e+05  0.581000          0.000000   \n",
       "50%       0.046600      0.599000  2.269130e+05  0.745000          0.001310   \n",
       "75%       0.244000      0.722000  2.807580e+05  0.876000          0.444000   \n",
       "max       0.996000      0.981000  4.995315e+06  0.999000          0.995000   \n",
       "\n",
       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
       "mean   5.323613  0.215247  -7.192452  0.574945     0.146165  124.368066   \n",
       "std    3.671363  0.172181   3.700907  0.494354     0.136497   30.753711   \n",
       "min    0.000000  0.000000 -60.000000  0.000000     0.000000    0.000000   \n",
       "25%    2.000000  0.100000  -8.716000  0.000000     0.047400   97.530000   \n",
       "50%    6.000000  0.140000  -6.531000  1.000000     0.080100  124.984000   \n",
       "75%    9.000000  0.296000  -4.840000  1.000000     0.221000  143.012000   \n",
       "max   11.000000  0.995000   3.108000  1.000000     0.966000  248.028000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.956350  0.416513  \n",
       "std         0.366894  0.236866  \n",
       "min         0.000000  0.000000  \n",
       "25%         4.000000  0.220000  \n",
       "50%         4.000000  0.396000  \n",
       "75%         4.000000  0.595000  \n",
       "max         5.000000  0.983000  "
      ]
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrobbles.describe()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track</th>\n",
       "      <th>album</th>\n",
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       "    <tr>\n",
       "      <th>time</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-31 18:35:28+00:00</th>\n",
       "      <td>Blackbird - Gorgon City Remix</td>\n",
       "      <td>Blackbird EP</td>\n",
       "      <td>Joeski</td>\n",
       "      <td>spotify:track:3eGyeq8R8PscX1d13c9eJP</td>\n",
       "      <td>0.000542</td>\n",
       "      <td>0.803</td>\n",
       "      <td>389834.0</td>\n",
       "      <td>0.857</td>\n",
       "      <td>0.840</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>-7.273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0449</td>\n",
       "      <td>125.016</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.2230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31 18:28:13+00:00</th>\n",
       "      <td>Lanterns - Dead Man's Chest Remix</td>\n",
       "      <td>Lanterns / Lanterns (Dead Man's Chest Remix)</td>\n",
       "      <td>Tim Reaper</td>\n",
       "      <td>spotify:track:3lc7wN7T29s7uRbPZR0hTH</td>\n",
       "      <td>0.001530</td>\n",
       "      <td>0.537</td>\n",
       "      <td>440255.0</td>\n",
       "      <td>0.868</td>\n",
       "      <td>0.877</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5730</td>\n",
       "      <td>-7.319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0618</td>\n",
       "      <td>157.015</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.2650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31 18:22:07+00:00</th>\n",
       "      <td>ID Check - Original Mix</td>\n",
       "      <td>Toolroom Ibiza 2019</td>\n",
       "      <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 &amp; 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",
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       "      <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": 16,
   "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(), 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')"
   ]
  }
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