02-feature-extraction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f54bd1d9-e33c-4684-942e-aab424336090",
   "metadata": {},
   "source": [
    "# Feature Extraction (part 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b4dc913e-fb76-4e01-a64f-88e2e721bc66",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tessa/opt/anaconda3/envs/acabb-env/lib/python3.11/site-packages/dask/dataframe/__init__.py:31: FutureWarning: \n",
      "Dask dataframe query planning is disabled because dask-expr is not installed.\n",
      "\n",
      "You can install it with `pip install dask[dataframe]` or `conda install dask`.\n",
      "This will raise in a future version.\n",
      "\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "import librosa\n",
    "import matplotlib.pyplot as plt\n",
    "import vocalpy as voc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "838461d0-daa6-489c-af5d-907e2d854788",
   "metadata": {},
   "source": [
    "## Acoustic features\n",
    "\n",
    "In their simplest form, these area scalar value we compute *per frame* (time bin) of a spectrogram. For example:\n",
    "* amplitude, intensity, energy: the sum of values across the frequencies, e.g. the [Root Mean Square](https://librosa.org/doc/0.10.2/generated/librosa.feature.rms.html#librosa.feature.rms) of the signal\n",
    "* entropy: the Shannon entropy of the  $H(x, sf) =  -\\sum_{f=0}^{f_s/2} P(f) \\log_2[P(f)]$\n",
    "* fundamental frequency / pitch: typically computed with an algorithm such as [YIN](https://librosa.org/doc/0.10.2/generated/librosa.yin.html#librosa.yin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c938c4c6-1fcb-4614-96fd-f571076004d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "sound = voc.example('samba.wav', return_type=\"sound\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a5d7eba-54c3-4464-ba00-9d1f68096994",
   "metadata": {},
   "source": [
    "As an example we'll look at some features computed by [Sound Analysis Tools](http://soundanalysispro.com/matlab-sat).\n",
    "\n",
    "The implementation in VocalPy is adapted from work by [Therese Koch](https://therese-koch.netlify.app/) in [AVN](https://github.com/theresekoch/avn/blob/main/avn/acoustics.py) and in [birdsonganalysis](https://github.com/PaulEcoffet/birdsonganalysis) by Paul Ecoffet.\n",
    "\n",
    "We call the function `voc.feature.sat.similarity_features` with a `Sound`, and we get back a set of `vocalpy.Features`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e00bfa0b-eae7-4c81-8bea-d01a8414c516",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = voc.feature.sat.similarity_features(sound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "33f9d681-19d1-4acb-8d7a-9a60c644ab46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "vocalpy.Features(data=\n",
       "<xarray.Dataset> Size: 92kB\n",
       "Dimensions:               (channel: 1, time: 1637)\n",
       "Coordinates:\n",
       "  * channel               (channel) int64 8B 0\n",
       "  * time                  (time) float64 13kB 0.004535 0.005442 ... 1.488 1.488\n",
       "Data variables:\n",
       "    amplitude             (channel, time) float64 13kB 30.72 31.91 ... -66.71\n",
       "    pitch                 (channel, time) float64 13kB 8.82e+03 ... 8.82e+03\n",
       "    goodness_of_pitch     (channel, time) float64 13kB 0.07121 ... 1.137e-15\n",
       "    frequency_modulation  (channel, time) float64 13kB 1.57 1.569 ... -0.0 -0.0\n",
       "    amplitude_modulation  (channel, time) float64 13kB 0.0007646 ... 0.0\n",
       "    entropy               (channel, time) float64 13kB -1.355 -1.291 ... -0.3899\n",
       ")"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f6990240-c967-49eb-805e-40b6993ef095",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Data variables:\n",
       "    amplitude             (channel, time) float64 13kB 30.72 31.91 ... -66.71\n",
       "    pitch                 (channel, time) float64 13kB 8.82e+03 ... 8.82e+03\n",
       "    goodness_of_pitch     (channel, time) float64 13kB 0.07121 ... 1.137e-15\n",
       "    frequency_modulation  (channel, time) float64 13kB 1.57 1.569 ... -0.0 -0.0\n",
       "    amplitude_modulation  (channel, time) float64 13kB 0.0007646 ... 0.0\n",
       "    entropy               (channel, time) float64 13kB -1.355 -1.291 ... -0.3899"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features.data.data_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ea009734-34d3-4092-93af-8475e58f9729",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 900x675 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spect = voc.spectrogram(sound)\n",
    "\n",
    "fig, ax_arr = plt.subplots(3, 1, figsize=(6, 4.5), dpi=150)\n",
    "\n",
    "voc.plot.spectrogram(spect, ax=ax_arr[0])\n",
    "features.data['amplitude'].plot(ax=ax_arr[1], color='b')\n",
    "features.data['frequency_modulation'].plot(ax=ax_arr[2], color='orange')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499200ed-8f66-4de9-87ff-f5ae62fe9e68",
   "metadata": {},
   "source": [
    "Another use of features is to reduce entire *segments* -- e.g., calls, syllables, etc.--to a 1-dimensional vector of *features*. This gives us a *feature space* we can use with many methods that expect vectors: machine learning classification, dimensionality reduction, distance measures.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c0b1fb6-d20d-435e-a33b-047fc447d69a",
   "metadata": {},
   "source": [
    "## Precomputed Acoustic Features\n",
    "\n",
    "\n",
    "As defined in [Elie Theunissen 2016](https://link.springer.com/article/10.1007/s10071-015-0933-6): a set of extracted features, in contrast with higher dimensionality \"features\". \n",
    "\n",
    "A similar approach is taken by the [warbleR](https://marce10.github.io/warbleR/index.html) function [`spectro_analysis`](https://marce10.github.io/warbleR/reference/spectro_analysis.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd41b064-b711-4ea6-a73c-8c712fd6b992",
   "metadata": {},
   "outputs": [],
   "source": [
    "wav_paths = voc.paths.from_dir(\n",
    "    './data/Elie-Theunissen-2016-zebra-finch-song-library-subset/',\n",
    "    'wav'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3385f268-a682-410b-85a0-054fb7e4d07f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data, samplerate = librosa.load(wav_paths[0])\n",
    "data = librosa.to_mono(data)\n",
    "sound = voc.Sound(data, samplerate)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa048164-5b8f-43af-bd7e-eb204c611e98",
   "metadata": {},
   "source": [
    "Here we get the set of features computed by `soundsig`(https://github.com/theunissenlab/soundsig)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6dda494e-3656-44f6-b886-e2a5f1b537cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# we skip computing fundamental frequency features since those are slower\n",
    "out = voc.feature.soundsig.predefined_acoustic_features(sound, ftr_groups=(\"temporal\", \"spectral\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "70673644-8925-4106-9d8c-6771915f69ab",
   "metadata": {},
   "outputs": [
    {
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 120B\n",
       "Dimensions:     (channel: 1)\n",
       "Coordinates:\n",
       "  * channel     (channel) int64 8B 0\n",
       "Data variables: (12/14)\n",
       "    mean_t      (channel) float64 8B 0.08842\n",
       "    std_t       (channel) float64 8B 0.04664\n",
       "    skew_t      (channel) float64 8B -0.007942\n",
       "    kurtosis_t  (channel) float64 8B 1.701\n",
       "    entropy_t   (channel) float64 8B 0.99\n",
       "    max_amp     (channel) float64 8B 2.19e+03\n",
       "    ...          ...\n",
       "    skew_s      (channel) float64 8B 0.4442\n",
       "    kurtosis_s  (channel) float64 8B 5.511\n",
       "    entropy_s   (channel) float64 8B 0.6815\n",
       "    q1          (channel) float64 8B 2.046e+03\n",
       "    q2          (channel) float64 8B 3.661e+03\n",
       "    q3          (channel) float64 8B 4.048e+03</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-106955b4-8083-45a2-9db3-07a48bb65162' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-106955b4-8083-45a2-9db3-07a48bb65162' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>channel</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-43ec3680-3a60-4e86-a0a0-f6e3bbf00631' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43ec3680-3a60-4e86-a0a0-f6e3bbf00631' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-e4d16e31-e46a-4651-9aa4-e2ba42713848' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4d16e31-e46a-4651-9aa4-e2ba42713848' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36223588-7fe2-4924-9444-760b3ed167c1' class='xr-var-data-in' type='checkbox'><label for='data-36223588-7fe2-4924-9444-760b3ed167c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-de7e76a2-56a7-4935-8309-4debb00d863b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-de7e76a2-56a7-4935-8309-4debb00d863b' class='xr-section-summary' >Data variables: <span>(14)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>mean_t</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08842</div><input id='attrs-685987f2-b333-48b4-b1dd-1bc5680ead5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-685987f2-b333-48b4-b1dd-1bc5680ead5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd0adbf0-7145-4164-b8a5-d754460471c0' class='xr-var-data-in' type='checkbox'><label for='data-cd0adbf0-7145-4164-b8a5-d754460471c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.08841658])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>std_t</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.04664</div><input id='attrs-bc8191d8-0e2d-4cc1-b92a-e75e0f782614' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc8191d8-0e2d-4cc1-b92a-e75e0f782614' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-329ba3bc-3867-4182-a8b1-93e26ceeceda' class='xr-var-data-in' type='checkbox'><label for='data-329ba3bc-3867-4182-a8b1-93e26ceeceda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.04663795])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skew_t</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.007942</div><input id='attrs-1e9042f4-d010-4d91-8d3f-53b51c4e39e7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e9042f4-d010-4d91-8d3f-53b51c4e39e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b4d349-414a-4c88-9dc0-43757cf7ea02' class='xr-var-data-in' type='checkbox'><label for='data-e0b4d349-414a-4c88-9dc0-43757cf7ea02' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.00794249])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kurtosis_t</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.701</div><input id='attrs-95a0f026-f347-4ac7-a9f2-74945d287b12' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95a0f026-f347-4ac7-a9f2-74945d287b12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36d0ad02-869d-4923-8e89-9ae2b68ef5c7' class='xr-var-data-in' type='checkbox'><label for='data-36d0ad02-869d-4923-8e89-9ae2b68ef5c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.70130069])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>entropy_t</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.99</div><input id='attrs-f55bbf9d-b365-427c-b92a-4cc8e4e9a4f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f55bbf9d-b365-427c-b92a-4cc8e4e9a4f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9169063a-dad6-4dcd-904d-c4186121e499' class='xr-var-data-in' type='checkbox'><label for='data-9169063a-dad6-4dcd-904d-c4186121e499' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.99002732])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_amp</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.19e+03</div><input id='attrs-19cf5920-8341-4a6d-b91e-d2b76c60a04b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-19cf5920-8341-4a6d-b91e-d2b76c60a04b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-440932e8-411e-4815-b7ad-84690dbc0704' class='xr-var-data-in' type='checkbox'><label for='data-440932e8-411e-4815-b7ad-84690dbc0704' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2190.35966828])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mean_s</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.18e+03</div><input id='attrs-8c45a612-df0f-4217-a0f3-a3d21acd5e8e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c45a612-df0f-4217-a0f3-a3d21acd5e8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42d41eda-3286-4e47-8e8f-b87ced2d61e9' class='xr-var-data-in' type='checkbox'><label for='data-42d41eda-3286-4e47-8e8f-b87ced2d61e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3179.94354078])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>std_s</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.141e+03</div><input id='attrs-c1f28173-7192-4e8a-8061-f0495bd602f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1f28173-7192-4e8a-8061-f0495bd602f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-419533de-bb27-480e-8b16-f111838f062a' class='xr-var-data-in' type='checkbox'><label for='data-419533de-bb27-480e-8b16-f111838f062a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1141.03637369])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skew_s</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4442</div><input id='attrs-cc78a321-78c0-4c34-80bf-2c383e9951ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc78a321-78c0-4c34-80bf-2c383e9951ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8682851f-3921-40e2-9ac8-7169ef75d05c' class='xr-var-data-in' type='checkbox'><label for='data-8682851f-3921-40e2-9ac8-7169ef75d05c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.44423122])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kurtosis_s</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.511</div><input id='attrs-39fa80b1-e0d0-4283-bfcb-c61d467f2514' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39fa80b1-e0d0-4283-bfcb-c61d467f2514' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cc6cd08-1bf2-4756-8693-b5b82779cb30' class='xr-var-data-in' type='checkbox'><label for='data-3cc6cd08-1bf2-4756-8693-b5b82779cb30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.51122051])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>entropy_s</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6815</div><input id='attrs-323516c5-176d-4f19-a089-b339ac554c88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-323516c5-176d-4f19-a089-b339ac554c88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e70b4b0b-0e00-46a9-bb89-1f74b22ee7eb' class='xr-var-data-in' type='checkbox'><label for='data-e70b4b0b-0e00-46a9-bb89-1f74b22ee7eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.68147201])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q1</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.046e+03</div><input id='attrs-4ace8aed-abb9-41f7-9066-32baa66e3d71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ace8aed-abb9-41f7-9066-32baa66e3d71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-778ba731-3f11-4a3a-8e31-e93b29d37e22' class='xr-var-data-in' type='checkbox'><label for='data-778ba731-3f11-4a3a-8e31-e93b29d37e22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2045.65429688])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q2</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.661e+03</div><input id='attrs-a74a24cd-33ee-4a65-be19-45752afd5f04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a74a24cd-33ee-4a65-be19-45752afd5f04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bae7800b-f7fe-43fe-9a69-fa189e649dba' class='xr-var-data-in' type='checkbox'><label for='data-bae7800b-f7fe-43fe-9a69-fa189e649dba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3660.64453125])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q3</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.048e+03</div><input id='attrs-0d6b6648-94ef-4392-bb5b-e8380c42ebba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d6b6648-94ef-4392-bb5b-e8380c42ebba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44853a0f-6063-4dbc-bec5-1fbc3f007d06' class='xr-var-data-in' type='checkbox'><label for='data-44853a0f-6063-4dbc-bec5-1fbc3f007d06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([4048.2421875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b6874b75-1acb-48b5-a6b7-f62608c3aa88' class='xr-section-summary-in' type='checkbox'  ><label for='section-b6874b75-1acb-48b5-a6b7-f62608c3aa88' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bdba52f1-618d-4b8e-9400-fd376c675225' class='xr-index-data-in' type='checkbox'/><label for='index-bdba52f1-618d-4b8e-9400-fd376c675225' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-961c30c4-6dc8-4b3b-89a2-df073d2a678b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-961c30c4-6dc8-4b3b-89a2-df073d2a678b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 120B\n",
       "Dimensions:     (channel: 1)\n",
       "Coordinates:\n",
       "  * channel     (channel) int64 8B 0\n",
       "Data variables: (12/14)\n",
       "    mean_t      (channel) float64 8B 0.08842\n",
       "    std_t       (channel) float64 8B 0.04664\n",
       "    skew_t      (channel) float64 8B -0.007942\n",
       "    kurtosis_t  (channel) float64 8B 1.701\n",
       "    entropy_t   (channel) float64 8B 0.99\n",
       "    max_amp     (channel) float64 8B 2.19e+03\n",
       "    ...          ...\n",
       "    skew_s      (channel) float64 8B 0.4442\n",
       "    kurtosis_s  (channel) float64 8B 5.511\n",
       "    entropy_s   (channel) float64 8B 0.6815\n",
       "    q1          (channel) float64 8B 2.046e+03\n",
       "    q2          (channel) float64 8B 3.661e+03\n",
       "    q3          (channel) float64 8B 4.048e+03"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf76d91b-6b52-4469-beb7-7a29498055a5",
   "metadata": {},
   "source": [
    "Following the same pattern as before, we will use a `FeatureExtractor` class to extract features from many files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "556de577-13bd-42ec-8735-e3129bb0901e",
   "metadata": {},
   "outputs": [],
   "source": [
    "callback = voc.feature.soundsig.predefined_acoustic_features\n",
    "params = dict(ftr_groups=(\"temporal\", \"spectral\"))\n",
    "extractor = voc.FeatureExtractor(callback, params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b602d03a-e7f1-4c25-921b-011ea7e36608",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 105.92 ms\n"
     ]
    }
   ],
   "source": [
    "sounds = [voc.Sound.read(wav_path) for wav_path in wav_paths[:10]]\n",
    "features_list = extractor.extract(sounds, parallelize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a8c904a5-b1fd-45b6-b4df-36d243806023",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "vocalpy.Features(data=\n",
       "<xarray.Dataset> Size: 240B\n",
       "Dimensions:     (channel: 2)\n",
       "Coordinates:\n",
       "  * channel     (channel) int64 16B 0 1\n",
       "Data variables: (12/14)\n",
       "    mean_t      (channel) float64 16B 0.08641 0.09057\n",
       "    std_t       (channel) float64 16B 0.04605 0.04736\n",
       "    skew_t      (channel) float64 16B 0.08247 -0.1099\n",
       "    kurtosis_t  (channel) float64 16B 1.73 1.715\n",
       "    entropy_t   (channel) float64 16B 0.9898 0.9917\n",
       "    max_amp     (channel) float64 16B 3.399e+03 1.458e+03\n",
       "    ...          ...\n",
       "    skew_s      (channel) float64 16B 0.3654 0.7014\n",
       "    kurtosis_s  (channel) float64 16B 6.486 5.341\n",
       "    entropy_s   (channel) float64 16B 0.7051 0.6799\n",
       "    q1          (channel) float64 16B 2.67e+03 2.024e+03\n",
       "    q2          (channel) float64 16B 3.79e+03 2.67e+03\n",
       "    q3          (channel) float64 16B 4.048e+03 4.005e+03\n",
       ")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50c82c9d-93e4-4c29-9a38-766056905e9d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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