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    "# Calculating the Scalp Coupling Index\n",
    "\n",
    "This notebook calculates the Scalp Coupling Index[1] metric for assessing the signal quality of a recording.\n",
    "\n",
    "\n",
    "[1] L. Pollonini, C. Olds, H. Abaya, H. Bortfeld, M. S. Beauchamp, and J. S. Oghalai, “Auditory cortex activation to natural speech and simulated cochlear implant speech measured with functional near-infrared spectroscopy,” Hearing Research, vol. 309, pp. 84–93, Mar. 2014, doi: 10.1016/j.heares.2013.11.007.\n"
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   ],
   "source": [
    "import cedalion\n",
    "import cedalion.nirs\n",
    "import cedalion.datasets\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as p\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "xr.set_options(display_expand_data=False)"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "### Loading raw CW-NIRS data from a SNIRF file\n",
    "\n",
    "This notebook uses a finger-tapping dataset in BIDS layout provided by Rob Luke. Download it [here](https://github.com/rob-luke/BIDS-NIRS-Tapping) and point the variable `DATADIR` to its location."
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     "shell.execute_reply": "2025-06-06T16:05:54.902132Z"
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   "source": [
    "rec = cedalion.datasets.get_fingertapping()\n",
    "rec.stim.cd.rename_events(\n",
    "    {\n",
    "        \"1.0\": \"control\",\n",
    "        \"2.0\": \"Tapping/Left\",\n",
    "        \"3.0\": \"Tapping/Right\",\n",
    "    }\n",
    ")"
   ]
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   "execution_count": 3,
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     "iopub.status.idle": "2025-06-06T16:05:54.917094Z",
     "shell.execute_reply": "2025-06-06T16:05:54.916631Z"
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       "  * wavelength  (wavelength) float64 16B 760.0 850.0\n",
       "Attributes:\n",
       "    data_type_group:  unprocessed raw</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>channel</span>: 28</li><li><span class='xr-has-index'>wavelength</span>: 2</li><li><span class='xr-has-index'>time</span>: 23239</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-bdbc8e86-6df1-40ad-afcd-3254fb397d1f' class='xr-array-in' type='checkbox' ><label for='section-bdbc8e86-6df1-40ad-afcd-3254fb397d1f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>[V] 0.09137 0.09099 0.09102 0.09044 ... 1.273 1.273 1.273 1.276</span></div><div class='xr-array-data'><table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[[[0.0913686 0.0909875 0.0910225 ... 0.0941083 0.0940129 0.0944882]  [0.1856806 0.186377 0.1836514 ... 0.1856486 0.1850836 0.1842172]] [[0.227516 0.2297024 0.2261366 ... 0.2264519 0.2271665 0.226713]  [0.6354927 0.637668 0.6298023 ... 0.6072068 0.6087293 0.6091066]] [[0.1064704 0.1066212 0.1053444 ... 0.121114 0.1205022 0.1205441]  [0.2755033 0.2761615 0.2727006 ... 0.2911952 0.2900544 0.2909847]] ... [[0.2027881 0.1996586 0.2004866 ... 0.2318743 0.2311941 0.2330808]  [0.4666358 0.4554404 0.4561614 ... 0.4809749 0.4812827 0.4862896]] [[0.4885007 0.4802285 0.4818338 ... 0.6109142 0.6108118 0.613845]  [0.8457658 0.825988 0.8259648 ... 0.975894 0.9756599 0.9826459]] [[0.6304559 0.6284427 0.6287045 ... 0.6810626 0.6809573 0.6818709]  [1.2285622 1.2205907 1.2190002 ... 1.2729124 1.2727222 1.2755645]]]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>volt</td></tr></tbody></table></div></div></li><li class='xr-section-item'><input id='section-99e3778e-d104-429b-a17f-8f82f92734d8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-99e3778e-d104-429b-a17f-8f82f92734d8' class='xr-section-summary' >Coordinates: <span>(6)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.128 ... 2.974e+03 2.974e+03</div><input id='attrs-9ebbcf1b-14a3-4124-a012-dfd3df356e54' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ebbcf1b-14a3-4124-a012-dfd3df356e54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26ddeaeb-3b3c-4432-94c6-b71ab6386ddc' class='xr-var-data-in' type='checkbox'><label for='data-26ddeaeb-3b3c-4432-94c6-b71ab6386ddc' 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'><dt><span>units :</span></dt><dd>second</dd></dl></div><div class='xr-var-data'><pre>array([0.000000e+00, 1.280000e-01, 2.560000e-01, ..., 2.974208e+03,\n",
       "       2.974336e+03, 2.974464e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>samples</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 ... 23235 23236 23237 23238</div><input id='attrs-2fea0819-66d4-46ec-a86c-c8f87828b0f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2fea0819-66d4-46ec-a86c-c8f87828b0f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaa648c9-e1c9-4779-a849-7b256558273f' class='xr-var-data-in' type='checkbox'><label for='data-aaa648c9-e1c9-4779-a849-7b256558273f' 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,     1,     2, ..., 23236, 23237, 23238])</pre></div></li><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'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1D1&#x27; &#x27;S1D2&#x27; ... &#x27;S8D8&#x27; &#x27;S8D16&#x27;</div><input id='attrs-99fe9e32-dfbc-4a8c-8fa7-bb13b2117a5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99fe9e32-dfbc-4a8c-8fa7-bb13b2117a5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0ecd3df-2057-475e-94c9-97f0fd130daa' class='xr-var-data-in' type='checkbox'><label for='data-b0ecd3df-2057-475e-94c9-97f0fd130daa' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>source</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; ... &#x27;S8&#x27; &#x27;S8&#x27; &#x27;S8&#x27;</div><input id='attrs-c8c7268e-3674-4add-865d-080fe62cbe18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8c7268e-3674-4add-865d-080fe62cbe18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddfc631d-df1c-40c1-942a-eeccf618dc22' class='xr-var-data-in' type='checkbox'><label for='data-ddfc631d-df1c-40c1-942a-eeccf618dc22' 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([&#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;,\n",
       "       &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;,\n",
       "       &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>detector</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;D1&#x27; &#x27;D2&#x27; &#x27;D3&#x27; ... &#x27;D7&#x27; &#x27;D8&#x27; &#x27;D16&#x27;</div><input id='attrs-dfe8a67d-8c57-441d-b441-01f8c80da44e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dfe8a67d-8c57-441d-b441-01f8c80da44e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d147fcb-43bd-4825-8c4d-606cf4fedf62' class='xr-var-data-in' type='checkbox'><label for='data-4d147fcb-43bd-4825-8c4d-606cf4fedf62' 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([&#x27;D1&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D9&#x27;, &#x27;D1&#x27;, &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D10&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D11&#x27;,\n",
       "       &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D12&#x27;, &#x27;D5&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D13&#x27;, &#x27;D5&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;,\n",
       "       &#x27;D14&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D15&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;, &#x27;D16&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wavelength</span></div><div class='xr-var-dims'>(wavelength)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>760.0 850.0</div><input id='attrs-a7d126d3-2e29-4a84-80c3-3bcfa53973f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a7d126d3-2e29-4a84-80c3-3bcfa53973f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b22ebda3-7c34-4b52-a4aa-f90ff707ca5e' class='xr-var-data-in' type='checkbox'><label for='data-b22ebda3-7c34-4b52-a4aa-f90ff707ca5e' 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([760., 850.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ce0a5db0-034e-48f2-a83f-ebd21e819950' class='xr-section-summary-in' type='checkbox'  ><label for='section-ce0a5db0-034e-48f2-a83f-ebd21e819950' class='xr-section-summary' >Indexes: <span>(3)</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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c813f6d4-6454-4b0b-aa2d-e817163d1249' class='xr-index-data-in' type='checkbox'/><label for='index-c813f6d4-6454-4b0b-aa2d-e817163d1249' 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([     0.0,    0.128,    0.256,    0.384,    0.512,     0.64,    0.768,\n",
       "          0.896,    1.024,    1.152,\n",
       "       ...\n",
       "       2973.312,  2973.44, 2973.568, 2973.696, 2973.824, 2973.952,  2974.08,\n",
       "       2974.208, 2974.336, 2974.464],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=23239))</pre></div></li><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-3d5d15c8-a734-4128-91c4-bdac840aba96' class='xr-index-data-in' type='checkbox'/><label for='index-3d5d15c8-a734-4128-91c4-bdac840aba96' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>wavelength</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3468d35a-ee3f-4b1a-a032-ab14126d6ec3' class='xr-index-data-in' type='checkbox'/><label for='index-3468d35a-ee3f-4b1a-a032-ab14126d6ec3' 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([760.0, 850.0], dtype=&#x27;float64&#x27;, name=&#x27;wavelength&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b1c438f-1f57-4fc2-b1e4-335b59e80fe9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b1c438f-1f57-4fc2-b1e4-335b59e80fe9' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>data_type_group :</span></dt><dd>unprocessed raw</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (channel: 28, wavelength: 2, time: 23239)> Size: 10MB\n",
       "[V] 0.09137 0.09099 0.09102 0.09044 0.09094 ... 1.277 1.273 1.273 1.273 1.276\n",
       "Coordinates:\n",
       "  * time        (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n",
       "    samples     (time) int64 186kB 0 1 2 3 4 5 ... 23234 23235 23236 23237 23238\n",
       "  * channel     (channel) object 224B 'S1D1' 'S1D2' 'S1D3' ... 'S8D8' 'S8D16'\n",
       "    source      (channel) object 224B 'S1' 'S1' 'S1' 'S1' ... 'S8' 'S8' 'S8'\n",
       "    detector    (channel) object 224B 'D1' 'D2' 'D3' 'D9' ... 'D7' 'D8' 'D16'\n",
       "  * wavelength  (wavelength) float64 16B 760.0 850.0\n",
       "Attributes:\n",
       "    data_type_group:  unprocessed raw"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec[\"amp\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating the SCI\n",
    "\n",
    "From the paper:\n",
    "\n",
    "> Since the LED sources at 760 nm and 850 nm were co-located, an optical channel in good contact with the scalp exhibited a prominent synchronous cardiac pulsation in both photodetected signals. This observation was independent of the\n",
    "> amplitude of the output voltage of the photodetector, which in turn depends on the inter-distance between sources and detector. For each channel, we filtered both photodetected signals between 0.5 and 2.5 Hz to preserve only the cardiac\n",
    "> component and normalized the resulting signals to balance any difference between their amplitude. Then, we computed the cross-correlation and we extracted the value at a time lag of 0 to quantify the similarity between the filtered \n",
    "> signals. In-phase and counter-phase identical waveforms yielded a zero-lag cross-correlation value of 1 and +1 respectively, whereas a null value derived from totally uncorrelated signals. Therefore, the zero-lag cross-correlation\n",
    "> between photodetected signals of the same channel was used as a quantitative measure of the signal-to-noise ratio of the channel. We termed this value the scalp coupling index (SCI).\n",
    "\n",
    "\n",
    "### 0. Utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:54.918960Z",
     "iopub.status.busy": "2025-06-06T16:05:54.918798Z",
     "iopub.status.idle": "2025-06-06T16:05:54.922123Z",
     "shell.execute_reply": "2025-06-06T16:05:54.921613Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_channel(array, channel, ylabel, xlabel=\"time\", tmin=1000, tmax=1030):\n",
    "    f, ax = p.subplots(1,1, figsize=(12,4))\n",
    "    ax.plot(array.time, array.sel(channel=channel, wavelength=760), \"r-\")\n",
    "    ax.plot(array.time, array.sel(channel=channel, wavelength=850), \"b-\")\n",
    "    p.xlim(tmin, tmax)\n",
    "    p.xlabel(xlabel)\n",
    "    p.ylabel(ylabel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Bandpass filter to extract the cardiac signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:54.924123Z",
     "iopub.status.busy": "2025-06-06T16:05:54.923869Z",
     "iopub.status.idle": "2025-06-06T16:05:55.068584Z",
     "shell.execute_reply": "2025-06-06T16:05:55.068082Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amp_filtered = rec[\"amp\"].cd.freq_filter(0.5, 2.5, butter_order=4)\n",
    "\n",
    "plot_channel(amp_filtered, \"S5D7\", \"amplitude / V\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Normalize filtered amplitudes\n",
    "\n",
    "Subtract the mean and normalize to each channels standard deviation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.070592Z",
     "iopub.status.busy": "2025-06-06T16:05:55.070428Z",
     "iopub.status.idle": "2025-06-06T16:05:55.190445Z",
     "shell.execute_reply": "2025-06-06T16:05:55.189929Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amp_filtered_normed = (amp_filtered - amp_filtered.mean(\"time\")) / amp_filtered.std(\"time\")\n",
    "#amp_filtered_normed = (amp_filtered - amp_filtered.min(\"time\")) / (amp_filtered.max(\"time\") - amp_filtered.min(\"time\"))\n",
    "\n",
    "plot_channel(amp_filtered_normed, \"S5D7\", \"normalized amplitude\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Moving windows\n",
    "\n",
    "Calculate non-overlapping, moving windows of 5 seconds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.192448Z",
     "iopub.status.busy": "2025-06-06T16:05:55.192136Z",
     "iopub.status.idle": "2025-06-06T16:05:55.195910Z",
     "shell.execute_reply": "2025-06-06T16:05:55.195473Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "At a sampling rate of 7.81 Hz a 5 second window is 40 samples long.\n"
     ]
    }
   ],
   "source": [
    "window_len_s = 5 # seconds\n",
    "window_len_samples = int(np.ceil(window_len_s * amp_filtered_normed.cd.sampling_rate))\n",
    "print(f\"At a sampling rate of {amp_filtered_normed.cd.sampling_rate:.2f} Hz a {window_len_s} second window is {window_len_samples} samples long.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.197514Z",
     "iopub.status.busy": "2025-06-06T16:05:55.197369Z",
     "iopub.status.idle": "2025-06-06T16:05:55.316265Z",
     "shell.execute_reply": "2025-06-06T16:05:55.315747Z"
    }
   },
   "outputs": [
    {
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       "}\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.DataArray (channel: 28, wavelength: 2, time: 581, window: 40)&gt; Size: 10MB\n",
       "[] nan nan nan nan nan nan nan ... -1.14 -0.4076 1.104 1.473 0.03794 -1.135\n",
       "Coordinates:\n",
       "  * time        (time) float64 5kB 0.0 5.12 10.24 ... 2.964e+03 2.97e+03\n",
       "    samples     (time) int64 5kB 0 40 80 120 160 ... 23080 23120 23160 23200\n",
       "  * channel     (channel) object 224B &#x27;S1D1&#x27; &#x27;S1D2&#x27; &#x27;S1D3&#x27; ... &#x27;S8D8&#x27; &#x27;S8D16&#x27;\n",
       "    source      (channel) object 224B &#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; ... &#x27;S8&#x27; &#x27;S8&#x27; &#x27;S8&#x27;\n",
       "    detector    (channel) object 224B &#x27;D1&#x27; &#x27;D2&#x27; &#x27;D3&#x27; &#x27;D9&#x27; ... &#x27;D7&#x27; &#x27;D8&#x27; &#x27;D16&#x27;\n",
       "  * wavelength  (wavelength) float64 16B 760.0 850.0\n",
       "Dimensions without coordinates: window</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>channel</span>: 28</li><li><span class='xr-has-index'>wavelength</span>: 2</li><li><span class='xr-has-index'>time</span>: 581</li><li><span>window</span>: 40</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-be791d45-585b-4a21-a8b7-93df8af81f09' class='xr-array-in' type='checkbox' ><label for='section-be791d45-585b-4a21-a8b7-93df8af81f09' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>[] nan nan nan nan nan nan ... -0.4076 1.104 1.473 0.03794 -1.135</span></div><div class='xr-array-data'><table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[[[[nan nan nan ... nan nan 0.0028019921308506347]   [-0.13326594941605852 -0.9786878448094686 -0.9982491980510682 ...    -1.4672432415526713 -0.9523407013929489 -0.7171884790563829]   [-0.0665402897698106 2.389163362669186 2.678788977132775 ...    -1.912015905756373 -1.7333962155079352 -0.8917395861288734]   ...   [-1.236743627020542 -1.8994190799456003 -0.6594558335116946 ...    1.2513092921205915 0.3052468050360413 -0.2489868421313912]   [-1.2714306658819075 -2.15754931507163 -0.5762431422631985 ...    -0.4310554605329434 -0.7991554519664792 0.15263247966269564]   [1.230609562742225 0.5091344852906995 -0.4898043407483928 ...    1.9639809786712876 3.346706465666057 0.1336412263640788]]  [[nan nan nan ... nan nan 0.003305644817150353]   [0.5517800229618137 -0.5575202172912455 -1.5684677900607937 ...    -0.720713284474003 -1.4850891654634006 -0.9682248104739577]   [-0.12144853750488022 1.3563671719919348 2.3073741652523503 ...    -1.2345075674699135 -0.9060123825479706 -0.11396773001759687]   ...   [-1.2447631039650233 -0.710747979588535 0.44427074886506607 ...    1.3883664152758517 0.2626670814966947 -0.7889836122615675]   [-1.2614166056129243 -0.6579066323613518 1.0294034391439546 ...    -1.273600828526463 -0.4213448191487331 1.0699793430173232]   [1.567932274351099 0.2243572237010755 -0.9652427242094404 ...    1.0906546247204374 1.3076418972206543 0.17344938703269744]]] [[[nan nan nan ... nan nan 0.0015765424364268875]   [2.1355403073258645 -0.6005883433316475 -2.6729122165692973 ...    -0.8318313718402126 -0.9793174006115294 -0.22887433865213766]   [0.15815866246278731 0.8674696418725716 1.3468410186375932 ...    -0.8102345110977466 -0.23672059735834172 0.3498512812994915]   ...   [-0.03251511199025579 1.4722745271686455 1.0198621903300942 ...    0.24853622222530863 -0.043460463231802034 0.36603941587269845]   [-0.39683670557516076 -0.40561058177713794 1.6676326484835136 ...    -0.819236325714053 0.8093239803527771 0.5083961474628486]   [-0.2649938745536381 -0.051124689590701385 0.37103660812927675 ...    0.7258821812659828 0.5691650217991294 -0.8160959164251856]]  [[nan nan nan ... nan nan 0.000527669970612252]   [0.42677393141516257 -0.7700665297118567 -1.8197204351819487 ...    -0.8644692328665747 -1.6375023780906384 -1.3939764209684387]   [-0.6923876867739298 1.2529132903925113 2.2158663548465367 ...    -1.1286318250022973 -1.316974676990992 -0.35112953323711377]   ...   [-1.038978136650827 -0.45935031343464217 0.7237587273148083 ...    1.5501255823946232 0.15222813932640694 -1.0614016253050287]   [-1.2407612678487492 -0.47206249783164295 1.0182481066692548 ...    -0.9454354186577996 -0.2670716717842348 1.0937121491858894]   [1.5415017468069059 0.04537615633573043 -1.4036375715026892 ...    1.3914042326514657 1.4909749636027307 -0.4221814823890775]]] [[[nan nan nan ... nan nan 0.008739686132463552]   [0.2523779032817199 -1.219278510330542 -1.5487256792214743 ...    -0.5206301122244733 -0.798917014214094 -0.33992663831103787]   [-0.3336130784635024 0.7122673354576192 1.6671762064181845 ...    -0.5620006934378998 -0.003979972202281386 -0.09301978595378589]   ...   [-1.4406343574399958 0.3509241714908184 1.5041720561598437 ...    1.0433087815288364 -0.6845122346128003 -0.6396271481127459]   [-0.44924404473698826 -0.8624841152713701 0.5852170818569041 ...    -0.5650439103164138 -1.0239606327156952 0.7701594543053316]   [1.7098106675185136 -0.3862122703863019 -1.3809102589640474 ...    2.108432135872685 0.8885418252693436 -0.6198136760197311]]  [[nan nan nan ... nan nan 0.0036936126782661158]   [0.6102688211525931 -0.5765184009976051 -1.8331874426940782 ...    -0.7659874775358487 -1.406768529453384 -1.1898967790125374]   [-0.48652008087687204 1.1974542745747254 1.9708463990390417 ...    -1.0867115380734462 -1.0122966566020621 0.06639970065569265]   ...   [-0.8255213000366305 0.1384200974831365 0.8418192893361517 ...    1.1534728037310904 -0.38921415713205776 -1.0682978175325186]   [-0.7958643319866461 -0.14641043848514024 1.0854726366161374 ...    -1.2302645829602126 -0.12417747401956108 1.0563733941267877]   [1.23610854392419 -0.04357842402245523 -1.1440632647608764 ...    1.3047977767322458 1.359909105772261 -0.013057689000689753]]] ... [[[nan nan nan ... nan nan 0.006820259793380096]   [-2.2727116683935074 -2.1356773393079957 -1.0783984923500114 ...    -1.1492787445673096 -0.09077656703710295 0.7694733146586539]   [1.8333036314611715 1.5461820384655984 -0.6176991939944227 ...    -1.159612256384575 0.4238024310911741 1.5054701540258424]   ...   [-0.609894297479486 1.4508549489146907 1.9428401398088353 ...    -0.42614028422246114 -1.505570952295236 -1.2493588860182996]   [0.1763126896272877 1.8337757298469806 1.247056200944332 ...    0.18343207576848483 1.4514269555389154 1.0618995995015124]   [-0.10687371379369703 -0.8930008374638284 -1.4078161052328828 ...    1.3241432126551398 -0.514100671844929 -1.6153932882687374]]  [[nan nan nan ... nan nan 0.005090509984131455]   [-2.682971401921151 -2.612301379712467 -1.702754958549178 ...    -1.1849812121600891 -0.5356348967527143 0.03372326130095299]   [1.418327167406215 1.8139125093129131 -0.3207439676247637 ...    -0.9520097085663087 -0.08681130487964403 1.2418156158040676]   ...   [-0.19463117466382024 0.700710876896812 1.3622205433483139 ...    -0.20353145899464867 -1.277590004184444 -1.0706912869234708]   [-0.11096770395919739 1.2446638942530395 1.316194626207291 ...    -0.24906509081042905 1.3892445619256073 1.6383633921068466]   [-0.20009185742487143 -1.427734197224273 -1.073508075712687 ...    1.2301691259546237 -0.1808928767135285 -1.1393950731744344]]] [[[nan nan nan ... nan nan 0.0011181499561609487]   [-2.3512708328644614 -2.109349291486668 -1.246698399080392 ...    -0.7133035339102538 -0.3266569037541392 0.09247639454969901]   [1.3432231129679633 1.4779772885066096 -0.5988040846406315 ...    -1.1694100852522542 -0.09943629440125247 1.685925580286811]   ...   [-0.584534068039081 0.6347890043689834 1.4181979523040298 ...    -0.02541203871971276 -1.4546918680947518 -1.474777514631401]   [-0.21358980696108315 1.6796142446085895 1.7077876660041207 ...    0.2799947444382933 1.0625112805625718 1.0020600338201417]   [-0.042201706925535334 -0.9565470969608433 -1.2014165942040502 ...    1.056146218156853 -0.3228049238501511 -1.0560534436374744]]  [[nan nan nan ... nan nan 0.0017984514148122678]   [-2.555658769229477 -2.4687983325142837 -1.4574414872913664 ...    -1.0376955974770967 -0.52927128566741 0.1282102967711976]   [1.4589215841724057 1.586856691425216 -0.514870986120059 ...    -0.8843619247172304 0.013502270540234469 1.2331494507455143]   ...   [-0.23639133903848483 0.7607373211870119 1.3999859062905575 ...    -0.5064026872484042 -1.400941146033366 -0.9493732877252838]   [-0.09135833146595386 1.180940946090296 1.37763727953887 ...    -0.09320234804304038 1.1201530946457685 1.3631904674289714]   [-0.10035497826593744 -1.237509901776113 -1.0104604406308755 ...    1.4194371566917197 -0.37108666634093446 -1.1957798949411722]]] [[[nan nan nan ... nan nan 0.002027745577320756]   [-1.782508861333995 -1.8310193333539544 -1.0438659145127753 ...    -0.8230148053599974 -0.2278462039986552 0.00897001944479182]   [0.9665947166003694 1.5795305191115485 -0.07718968054898398 ...    -0.6832949085360098 0.301690885539245 1.8325184860767696]   ...   [0.12020706592748788 0.524115596365894 1.0468285711301808 ...    0.26416477056107396 -0.7673057673975509 -1.139101677082146]   [-0.6890055181023391 0.7095822504511005 1.3121005755367265 ...    -0.48834039727412926 1.3613275665540954 1.528135995547985]   [0.06264579601457874 -0.7768938351102305 -0.8205910287845929 ...    0.7310758861228067 0.25759754878346325 -0.41596897612343814]]  [[nan nan nan ... nan nan 0.004149422951205805]   [-2.6256145617306683 -2.846198191832707 -1.8573316267315239 ...    -1.154973484329154 -0.8228945495674844 -0.19915122698551804]   [1.359211691949542 1.9483450501436073 0.006480203664994715 ...    -1.1762936238906199 -0.005430083756513693 1.5808385039672181]   ...   [-0.7415036812546598 0.3106279735121321 1.39088455244421 ...    -0.10383090347229856 -0.9861001985014768 -0.9524698193755408]   [-0.3966692898245389 0.8795563754739544 1.4247975561157584 ...    -0.09523023320873594 1.1330088055103804 1.2388422697718908]   [-0.13722730945939562 -1.1733477320217203 -1.1014412803389046 ...    1.4733709559292933 0.03794314117894761 -1.1354620983145236]]]]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>dimensionless</td></tr></tbody></table></div></div></li><li class='xr-section-item'><input id='section-d96b9aa6-45a0-4e06-8ed8-898de22330a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d96b9aa6-45a0-4e06-8ed8-898de22330a8' class='xr-section-summary' >Coordinates: <span>(6)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 5.12 ... 2.964e+03 2.97e+03</div><input id='attrs-c92b9563-b0e3-40c9-b9f2-f8375fd129e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c92b9563-b0e3-40c9-b9f2-f8375fd129e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b43c16f-e8c6-4282-8174-02b160041f91' class='xr-var-data-in' type='checkbox'><label for='data-3b43c16f-e8c6-4282-8174-02b160041f91' 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'><dt><span>units :</span></dt><dd>second</dd></dl></div><div class='xr-var-data'><pre>array([   0.  ,    5.12,   10.24, ..., 2959.36, 2964.48, 2969.6 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>samples</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 40 80 120 ... 23120 23160 23200</div><input id='attrs-5bdbd11c-46ee-4056-bc1a-e62b56549fac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5bdbd11c-46ee-4056-bc1a-e62b56549fac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-794d2cee-42c0-4d2a-83c8-02dfe2188176' class='xr-var-data-in' type='checkbox'><label for='data-794d2cee-42c0-4d2a-83c8-02dfe2188176' 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,    40,    80,   120,   160,   200,   240,   280,   320,\n",
       "         360,   400,   440,   480,   520,   560,   600,   640,   680,\n",
       "         720,   760,   800,   840,   880,   920,   960,  1000,  1040,\n",
       "        1080,  1120,  1160,  1200,  1240,  1280,  1320,  1360,  1400,\n",
       "        1440,  1480,  1520,  1560,  1600,  1640,  1680,  1720,  1760,\n",
       "        1800,  1840,  1880,  1920,  1960,  2000,  2040,  2080,  2120,\n",
       "        2160,  2200,  2240,  2280,  2320,  2360,  2400,  2440,  2480,\n",
       "        2520,  2560,  2600,  2640,  2680,  2720,  2760,  2800,  2840,\n",
       "        2880,  2920,  2960,  3000,  3040,  3080,  3120,  3160,  3200,\n",
       "        3240,  3280,  3320,  3360,  3400,  3440,  3480,  3520,  3560,\n",
       "        3600,  3640,  3680,  3720,  3760,  3800,  3840,  3880,  3920,\n",
       "        3960,  4000,  4040,  4080,  4120,  4160,  4200,  4240,  4280,\n",
       "        4320,  4360,  4400,  4440,  4480,  4520,  4560,  4600,  4640,\n",
       "        4680,  4720,  4760,  4800,  4840,  4880,  4920,  4960,  5000,\n",
       "        5040,  5080,  5120,  5160,  5200,  5240,  5280,  5320,  5360,\n",
       "        5400,  5440,  5480,  5520,  5560,  5600,  5640,  5680,  5720,\n",
       "        5760,  5800,  5840,  5880,  5920,  5960,  6000,  6040,  6080,\n",
       "        6120,  6160,  6200,  6240,  6280,  6320,  6360,  6400,  6440,\n",
       "        6480,  6520,  6560,  6600,  6640,  6680,  6720,  6760,  6800,\n",
       "        6840,  6880,  6920,  6960,  7000,  7040,  7080,  7120,  7160,\n",
       "...\n",
       "       16200, 16240, 16280, 16320, 16360, 16400, 16440, 16480, 16520,\n",
       "       16560, 16600, 16640, 16680, 16720, 16760, 16800, 16840, 16880,\n",
       "       16920, 16960, 17000, 17040, 17080, 17120, 17160, 17200, 17240,\n",
       "       17280, 17320, 17360, 17400, 17440, 17480, 17520, 17560, 17600,\n",
       "       17640, 17680, 17720, 17760, 17800, 17840, 17880, 17920, 17960,\n",
       "       18000, 18040, 18080, 18120, 18160, 18200, 18240, 18280, 18320,\n",
       "       18360, 18400, 18440, 18480, 18520, 18560, 18600, 18640, 18680,\n",
       "       18720, 18760, 18800, 18840, 18880, 18920, 18960, 19000, 19040,\n",
       "       19080, 19120, 19160, 19200, 19240, 19280, 19320, 19360, 19400,\n",
       "       19440, 19480, 19520, 19560, 19600, 19640, 19680, 19720, 19760,\n",
       "       19800, 19840, 19880, 19920, 19960, 20000, 20040, 20080, 20120,\n",
       "       20160, 20200, 20240, 20280, 20320, 20360, 20400, 20440, 20480,\n",
       "       20520, 20560, 20600, 20640, 20680, 20720, 20760, 20800, 20840,\n",
       "       20880, 20920, 20960, 21000, 21040, 21080, 21120, 21160, 21200,\n",
       "       21240, 21280, 21320, 21360, 21400, 21440, 21480, 21520, 21560,\n",
       "       21600, 21640, 21680, 21720, 21760, 21800, 21840, 21880, 21920,\n",
       "       21960, 22000, 22040, 22080, 22120, 22160, 22200, 22240, 22280,\n",
       "       22320, 22360, 22400, 22440, 22480, 22520, 22560, 22600, 22640,\n",
       "       22680, 22720, 22760, 22800, 22840, 22880, 22920, 22960, 23000,\n",
       "       23040, 23080, 23120, 23160, 23200])</pre></div></li><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'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1D1&#x27; &#x27;S1D2&#x27; ... &#x27;S8D8&#x27; &#x27;S8D16&#x27;</div><input id='attrs-c12190bf-1395-45e9-9530-dca6b47b1e75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c12190bf-1395-45e9-9530-dca6b47b1e75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffba07ca-1390-4ddc-b565-df5a451d7680' class='xr-var-data-in' type='checkbox'><label for='data-ffba07ca-1390-4ddc-b565-df5a451d7680' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>source</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; ... &#x27;S8&#x27; &#x27;S8&#x27; &#x27;S8&#x27;</div><input id='attrs-f24e3a93-1d2d-4b88-a827-f84184992eb7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f24e3a93-1d2d-4b88-a827-f84184992eb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c9aeeb4-fd9c-49a6-860d-dca432db9ce9' class='xr-var-data-in' type='checkbox'><label for='data-8c9aeeb4-fd9c-49a6-860d-dca432db9ce9' 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([&#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;,\n",
       "       &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;,\n",
       "       &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>detector</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;D1&#x27; &#x27;D2&#x27; &#x27;D3&#x27; ... &#x27;D7&#x27; &#x27;D8&#x27; &#x27;D16&#x27;</div><input id='attrs-ae324195-019f-460f-96e8-f4a9fd12b46d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae324195-019f-460f-96e8-f4a9fd12b46d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2fb334b-d7a8-41cd-bc32-225f2212855b' class='xr-var-data-in' type='checkbox'><label for='data-b2fb334b-d7a8-41cd-bc32-225f2212855b' 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([&#x27;D1&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D9&#x27;, &#x27;D1&#x27;, &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D10&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D11&#x27;,\n",
       "       &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D12&#x27;, &#x27;D5&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D13&#x27;, &#x27;D5&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;,\n",
       "       &#x27;D14&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D15&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;, &#x27;D16&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wavelength</span></div><div class='xr-var-dims'>(wavelength)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>760.0 850.0</div><input id='attrs-cc5e737d-0bbf-4b86-bbbb-23db85db8b59' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc5e737d-0bbf-4b86-bbbb-23db85db8b59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55c21de1-8acb-4f86-8701-e9c0f370d1e2' class='xr-var-data-in' type='checkbox'><label for='data-55c21de1-8acb-4f86-8701-e9c0f370d1e2' 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([760., 850.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-64ebe88b-8f6a-44d8-b2ce-16f9b304dff2' class='xr-section-summary-in' type='checkbox'  ><label for='section-64ebe88b-8f6a-44d8-b2ce-16f9b304dff2' class='xr-section-summary' >Indexes: <span>(3)</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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5704664-f234-4d29-8cb0-7bdc6d5cc3a9' class='xr-index-data-in' type='checkbox'/><label for='index-f5704664-f234-4d29-8cb0-7bdc6d5cc3a9' 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([    0.0,    5.12,   10.24,   15.36,   20.48,    25.6,   30.72,   35.84,\n",
       "         40.96,   46.08,\n",
       "       ...\n",
       "       2923.52, 2928.64, 2933.76, 2938.88,  2944.0, 2949.12, 2954.24, 2959.36,\n",
       "       2964.48,  2969.6],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=581))</pre></div></li><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-40871664-52f4-48c3-872d-e8a2316159ee' class='xr-index-data-in' type='checkbox'/><label for='index-40871664-52f4-48c3-872d-e8a2316159ee' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>wavelength</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-881e2011-9e74-457e-92a4-82e661162ffd' class='xr-index-data-in' type='checkbox'/><label for='index-881e2011-9e74-457e-92a4-82e661162ffd' 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([760.0, 850.0], dtype=&#x27;float64&#x27;, name=&#x27;wavelength&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a7d34209-6911-4a35-b9de-64b3bbbfdc2d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a7d34209-6911-4a35-b9de-64b3bbbfdc2d' 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.DataArray (channel: 28, wavelength: 2, time: 581, window: 40)> Size: 10MB\n",
       "[] nan nan nan nan nan nan nan ... -1.14 -0.4076 1.104 1.473 0.03794 -1.135\n",
       "Coordinates:\n",
       "  * time        (time) float64 5kB 0.0 5.12 10.24 ... 2.964e+03 2.97e+03\n",
       "    samples     (time) int64 5kB 0 40 80 120 160 ... 23080 23120 23160 23200\n",
       "  * channel     (channel) object 224B 'S1D1' 'S1D2' 'S1D3' ... 'S8D8' 'S8D16'\n",
       "    source      (channel) object 224B 'S1' 'S1' 'S1' 'S1' ... 'S8' 'S8' 'S8'\n",
       "    detector    (channel) object 224B 'D1' 'D2' 'D3' 'D9' ... 'D7' 'D8' 'D16'\n",
       "  * wavelength  (wavelength) float64 16B 760.0 850.0\n",
       "Dimensions without coordinates: window"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This creates a new DataArray with a new dimension \"window\", that is window_len_samples large.\n",
    "# The time dimension will contain the time coordinate of the first sample in the window.\n",
    "# Setting the stride size to the same value as the window length will result in non-overlapping windows.\n",
    "windows = amp_filtered_normed.rolling(time=window_len_samples).construct(\"window\", stride=window_len_samples)\n",
    "\n",
    "display(windows)\n",
    "\n",
    "f,ax = p.subplots(1,1, figsize=(12,2))\n",
    "p.plot(amp_filtered_normed.time, np.ones(len(amp_filtered_normed.time)), \"r|\", label=\"amp_filtered_normed.time\")\n",
    "p.plot(windows.time, np.ones(len(windows.time)), \"ks\", label=\"windows.time\")\n",
    "p.xlim(0,40)\n",
    "p.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Calculate the correlation coefficient for each window\n",
    "\n",
    "The cross-correlation of two time series $X$ and $Y$ at time lag $\\tau$ is:\n",
    "\n",
    "$$ \\rho_{XY}(\\tau) = \\frac{E \\left[(X_t - \\mu_X)\\cdot (Y_{t+\\tau} - \\mu_Y) \\right] }{\\sigma_X \\sigma_Y} $$\n",
    "\n",
    "At time lag $\\tau=0$ this reduces to:\n",
    "\n",
    "$$ \\rho_{XY}(\\tau=0) = \\frac{E \\left[(X_t - \\mu_X)\\cdot (Y_{t} - \\mu_Y) \\right] }{\\sigma_X \\sigma_Y} = \\frac{\\frac{1}{N}\\left(\\sum_{t=t_1}^{t_2}(X_t - \\mu_X)\\cdot (Y_{t} - \\mu_Y) \\right) }{\\sigma_X \\sigma_Y}.$$\n",
    "\n",
    "This is here computed over the time window $[t_1, t_2] $ of length $N$. The standard deviations $\\sigma_X$ and $\\sigma_X$ are calculated over the same time windows. The time series $X$ and $Y$ denote the two different wavelengths."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.318181Z",
     "iopub.status.busy": "2025-06-06T16:05:55.318029Z",
     "iopub.status.idle": "2025-06-06T16:05:55.350360Z",
     "shell.execute_reply": "2025-06-06T16:05:55.349872Z"
    }
   },
   "outputs": [
    {
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       "  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.DataArray (channel: 28, time: 581)&gt; Size: 130kB\n",
       "[] inf 0.6894 0.6215 0.4492 0.5985 0.673 ... 0.9552 0.9708 0.9479 0.9339 0.9169\n",
       "Coordinates:\n",
       "  * time      (time) float64 5kB 0.0 5.12 10.24 ... 2.959e+03 2.964e+03 2.97e+03\n",
       "    samples   (time) int64 5kB 0 40 80 120 160 ... 23040 23080 23120 23160 23200\n",
       "  * channel   (channel) object 224B &#x27;S1D1&#x27; &#x27;S1D2&#x27; &#x27;S1D3&#x27; ... &#x27;S8D8&#x27; &#x27;S8D16&#x27;\n",
       "    source    (channel) object 224B &#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; ... &#x27;S7&#x27; &#x27;S8&#x27; &#x27;S8&#x27; &#x27;S8&#x27;\n",
       "    detector  (channel) object 224B &#x27;D1&#x27; &#x27;D2&#x27; &#x27;D3&#x27; &#x27;D9&#x27; ... &#x27;D7&#x27; &#x27;D8&#x27; &#x27;D16&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>channel</span>: 28</li><li><span class='xr-has-index'>time</span>: 581</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c7da745b-f265-4d0d-8ed0-4fb3921c933b' class='xr-array-in' type='checkbox' ><label for='section-c7da745b-f265-4d0d-8ed0-4fb3921c933b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>[] inf 0.6894 0.6215 0.4492 0.5985 ... 0.9708 0.9479 0.9339 0.9169</span></div><div class='xr-array-data'><table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[[inf 0.6894065095604274 0.621494086080535 ... 0.49133142071856617  0.249417183533184 0.554367367385543] [inf 0.7024883907718757 0.8253381076834428 ... 0.6859174705990052  0.7476637198371258 0.693473715726748] [inf 0.6943981096332187 0.47410822712497924 ... 0.6645215759723668  0.5913318798022112 0.574295507520571] ... [inf 0.9498508493274833 0.9337863545698755 ... 0.9522147509649724  0.8887917226841386 0.9430712599726605] [inf 0.9771623130258918 0.9783411218353902 ... 0.9651498687617033  0.9769248001104404 0.9547897549616838] [inf 0.9608223552577718 0.9646394985403904 ... 0.947870296737401  0.9338978159999929 0.9169020012920773]]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>dimensionless</td></tr></tbody></table></div></div></li><li class='xr-section-item'><input id='section-be9a71c6-5219-445b-9f7e-a87c176f7b12' class='xr-section-summary-in' type='checkbox'  checked><label for='section-be9a71c6-5219-445b-9f7e-a87c176f7b12' class='xr-section-summary' >Coordinates: <span>(5)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 5.12 ... 2.964e+03 2.97e+03</div><input id='attrs-2cb06d9c-fffa-4164-aa12-a1a63bc4a9cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cb06d9c-fffa-4164-aa12-a1a63bc4a9cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44fe203c-c28b-4a94-9800-971cd40c6e49' class='xr-var-data-in' type='checkbox'><label for='data-44fe203c-c28b-4a94-9800-971cd40c6e49' 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'><dt><span>units :</span></dt><dd>second</dd></dl></div><div class='xr-var-data'><pre>array([   0.  ,    5.12,   10.24, ..., 2959.36, 2964.48, 2969.6 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>samples</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 40 80 120 ... 23120 23160 23200</div><input id='attrs-7812bde7-b284-4ef8-b46e-a73d779f64a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7812bde7-b284-4ef8-b46e-a73d779f64a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3caadbb6-a115-4cd9-844c-41e35d34f93f' class='xr-var-data-in' type='checkbox'><label for='data-3caadbb6-a115-4cd9-844c-41e35d34f93f' 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,    40,    80,   120,   160,   200,   240,   280,   320,\n",
       "         360,   400,   440,   480,   520,   560,   600,   640,   680,\n",
       "         720,   760,   800,   840,   880,   920,   960,  1000,  1040,\n",
       "        1080,  1120,  1160,  1200,  1240,  1280,  1320,  1360,  1400,\n",
       "        1440,  1480,  1520,  1560,  1600,  1640,  1680,  1720,  1760,\n",
       "        1800,  1840,  1880,  1920,  1960,  2000,  2040,  2080,  2120,\n",
       "        2160,  2200,  2240,  2280,  2320,  2360,  2400,  2440,  2480,\n",
       "        2520,  2560,  2600,  2640,  2680,  2720,  2760,  2800,  2840,\n",
       "        2880,  2920,  2960,  3000,  3040,  3080,  3120,  3160,  3200,\n",
       "        3240,  3280,  3320,  3360,  3400,  3440,  3480,  3520,  3560,\n",
       "        3600,  3640,  3680,  3720,  3760,  3800,  3840,  3880,  3920,\n",
       "        3960,  4000,  4040,  4080,  4120,  4160,  4200,  4240,  4280,\n",
       "        4320,  4360,  4400,  4440,  4480,  4520,  4560,  4600,  4640,\n",
       "        4680,  4720,  4760,  4800,  4840,  4880,  4920,  4960,  5000,\n",
       "        5040,  5080,  5120,  5160,  5200,  5240,  5280,  5320,  5360,\n",
       "        5400,  5440,  5480,  5520,  5560,  5600,  5640,  5680,  5720,\n",
       "        5760,  5800,  5840,  5880,  5920,  5960,  6000,  6040,  6080,\n",
       "        6120,  6160,  6200,  6240,  6280,  6320,  6360,  6400,  6440,\n",
       "        6480,  6520,  6560,  6600,  6640,  6680,  6720,  6760,  6800,\n",
       "        6840,  6880,  6920,  6960,  7000,  7040,  7080,  7120,  7160,\n",
       "...\n",
       "       16200, 16240, 16280, 16320, 16360, 16400, 16440, 16480, 16520,\n",
       "       16560, 16600, 16640, 16680, 16720, 16760, 16800, 16840, 16880,\n",
       "       16920, 16960, 17000, 17040, 17080, 17120, 17160, 17200, 17240,\n",
       "       17280, 17320, 17360, 17400, 17440, 17480, 17520, 17560, 17600,\n",
       "       17640, 17680, 17720, 17760, 17800, 17840, 17880, 17920, 17960,\n",
       "       18000, 18040, 18080, 18120, 18160, 18200, 18240, 18280, 18320,\n",
       "       18360, 18400, 18440, 18480, 18520, 18560, 18600, 18640, 18680,\n",
       "       18720, 18760, 18800, 18840, 18880, 18920, 18960, 19000, 19040,\n",
       "       19080, 19120, 19160, 19200, 19240, 19280, 19320, 19360, 19400,\n",
       "       19440, 19480, 19520, 19560, 19600, 19640, 19680, 19720, 19760,\n",
       "       19800, 19840, 19880, 19920, 19960, 20000, 20040, 20080, 20120,\n",
       "       20160, 20200, 20240, 20280, 20320, 20360, 20400, 20440, 20480,\n",
       "       20520, 20560, 20600, 20640, 20680, 20720, 20760, 20800, 20840,\n",
       "       20880, 20920, 20960, 21000, 21040, 21080, 21120, 21160, 21200,\n",
       "       21240, 21280, 21320, 21360, 21400, 21440, 21480, 21520, 21560,\n",
       "       21600, 21640, 21680, 21720, 21760, 21800, 21840, 21880, 21920,\n",
       "       21960, 22000, 22040, 22080, 22120, 22160, 22200, 22240, 22280,\n",
       "       22320, 22360, 22400, 22440, 22480, 22520, 22560, 22600, 22640,\n",
       "       22680, 22720, 22760, 22800, 22840, 22880, 22920, 22960, 23000,\n",
       "       23040, 23080, 23120, 23160, 23200])</pre></div></li><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'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1D1&#x27; &#x27;S1D2&#x27; ... &#x27;S8D8&#x27; &#x27;S8D16&#x27;</div><input id='attrs-08b0c93a-bb44-448d-bb67-6bc25337ee8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08b0c93a-bb44-448d-bb67-6bc25337ee8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc2f199c-6b69-4b63-954d-b36fe3791cdd' class='xr-var-data-in' type='checkbox'><label for='data-fc2f199c-6b69-4b63-954d-b36fe3791cdd' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>source</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;S1&#x27; &#x27;S1&#x27; &#x27;S1&#x27; ... &#x27;S8&#x27; &#x27;S8&#x27; &#x27;S8&#x27;</div><input id='attrs-72a0abc6-1ab9-4ac2-ac3e-81ecccbbf5a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72a0abc6-1ab9-4ac2-ac3e-81ecccbbf5a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d82c31c3-1819-433b-8f0d-48fbffb1ab9a' class='xr-var-data-in' type='checkbox'><label for='data-d82c31c3-1819-433b-8f0d-48fbffb1ab9a' 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([&#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S1&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S2&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;, &#x27;S3&#x27;,\n",
       "       &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S4&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S5&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;, &#x27;S6&#x27;,\n",
       "       &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S7&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;, &#x27;S8&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>detector</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;D1&#x27; &#x27;D2&#x27; &#x27;D3&#x27; ... &#x27;D7&#x27; &#x27;D8&#x27; &#x27;D16&#x27;</div><input id='attrs-35115651-5c7c-4cd0-b27e-c6cf62d9f9d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35115651-5c7c-4cd0-b27e-c6cf62d9f9d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21eaf34e-74d9-4416-837c-1d910d4ef41e' class='xr-var-data-in' type='checkbox'><label for='data-21eaf34e-74d9-4416-837c-1d910d4ef41e' 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([&#x27;D1&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D9&#x27;, &#x27;D1&#x27;, &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D10&#x27;, &#x27;D2&#x27;, &#x27;D3&#x27;, &#x27;D11&#x27;,\n",
       "       &#x27;D3&#x27;, &#x27;D4&#x27;, &#x27;D12&#x27;, &#x27;D5&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D13&#x27;, &#x27;D5&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;,\n",
       "       &#x27;D14&#x27;, &#x27;D6&#x27;, &#x27;D7&#x27;, &#x27;D15&#x27;, &#x27;D7&#x27;, &#x27;D8&#x27;, &#x27;D16&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2d2a5a7e-258d-4ac1-b6f6-07385830ecbd' class='xr-section-summary-in' type='checkbox'  ><label for='section-2d2a5a7e-258d-4ac1-b6f6-07385830ecbd' class='xr-section-summary' >Indexes: <span>(2)</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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-01531764-61ff-4b8f-b9e5-759604a53821' class='xr-index-data-in' type='checkbox'/><label for='index-01531764-61ff-4b8f-b9e5-759604a53821' 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([    0.0,    5.12,   10.24,   15.36,   20.48,    25.6,   30.72,   35.84,\n",
       "         40.96,   46.08,\n",
       "       ...\n",
       "       2923.52, 2928.64, 2933.76, 2938.88,  2944.0, 2949.12, 2954.24, 2959.36,\n",
       "       2964.48,  2969.6],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=581))</pre></div></li><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-f348d1d9-3a56-4a99-bf9e-fa61dde8c37c' class='xr-index-data-in' type='checkbox'/><label for='index-f348d1d9-3a56-4a99-bf9e-fa61dde8c37c' 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([&#x27;S1D1&#x27;, &#x27;S1D2&#x27;, &#x27;S1D3&#x27;, &#x27;S1D9&#x27;, &#x27;S2D1&#x27;, &#x27;S2D3&#x27;, &#x27;S2D4&#x27;, &#x27;S2D10&#x27;, &#x27;S3D2&#x27;,\n",
       "       &#x27;S3D3&#x27;, &#x27;S3D11&#x27;, &#x27;S4D3&#x27;, &#x27;S4D4&#x27;, &#x27;S4D12&#x27;, &#x27;S5D5&#x27;, &#x27;S5D6&#x27;, &#x27;S5D7&#x27;,\n",
       "       &#x27;S5D13&#x27;, &#x27;S6D5&#x27;, &#x27;S6D7&#x27;, &#x27;S6D8&#x27;, &#x27;S6D14&#x27;, &#x27;S7D6&#x27;, &#x27;S7D7&#x27;, &#x27;S7D15&#x27;,\n",
       "       &#x27;S8D7&#x27;, &#x27;S8D8&#x27;, &#x27;S8D16&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-abb6249f-99c2-42c4-bac7-a67c35bd59ab' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-abb6249f-99c2-42c4-bac7-a67c35bd59ab' 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.DataArray (channel: 28, time: 581)> Size: 130kB\n",
       "[] inf 0.6894 0.6215 0.4492 0.5985 0.673 ... 0.9552 0.9708 0.9479 0.9339 0.9169\n",
       "Coordinates:\n",
       "  * time      (time) float64 5kB 0.0 5.12 10.24 ... 2.959e+03 2.964e+03 2.97e+03\n",
       "    samples   (time) int64 5kB 0 40 80 120 160 ... 23040 23080 23120 23160 23200\n",
       "  * channel   (channel) object 224B 'S1D1' 'S1D2' 'S1D3' ... 'S8D8' 'S8D16'\n",
       "    source    (channel) object 224B 'S1' 'S1' 'S1' 'S1' ... 'S7' 'S8' 'S8' 'S8'\n",
       "    detector  (channel) object 224B 'D1' 'D2' 'D3' 'D9' ... 'D7' 'D8' 'D16'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sci = (windows - windows.mean(\"window\")).prod(\"wavelength\").sum(\"window\") / window_len_samples\n",
    "sci /= windows.std(\"window\").prod(\"wavelength\")\n",
    "display(sci)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Illustrate heat maps of SCIs for the whole recording and all channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.352267Z",
     "iopub.status.busy": "2025-06-06T16:05:55.352117Z",
     "iopub.status.idle": "2025-06-06T16:05:55.355261Z",
     "shell.execute_reply": "2025-06-06T16:05:55.354874Z"
    }
   },
   "outputs": [],
   "source": [
    "colors = [\"black\", \"#DC3220\", \"#5D3A9B\", \"#0C7BDC\"]\n",
    "nodes = [0.0, 0.75, 0.751, 1.0]\n",
    "sci_cmap = LinearSegmentedColormap.from_list(\"sci_cmap\", list(zip(nodes,colors)))\n",
    "sci_binary_cmap = LinearSegmentedColormap.from_list(\"sci_binary_cmap\", list(zip([0,0.5,0.5,1],[\"#DC3220\",\"#DC3220\",\"#0C7BDC\",\"#0C7BDC\"])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:55.356978Z",
     "iopub.status.busy": "2025-06-06T16:05:55.356829Z",
     "iopub.status.idle": "2025-06-06T16:05:56.000279Z",
     "shell.execute_reply": "2025-06-06T16:05:55.999800Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n",
      "  data = np.asarray(data)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1700x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 1700x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = p.subplots(1,1,figsize=(17,8))\n",
    "\n",
    "m = ax.pcolormesh(sci.time, np.arange(len(sci.channel)), sci, shading=\"nearest\", cmap=sci_cmap)\n",
    "cb = p.colorbar(m, ax=ax)\n",
    "cb.set_label(\"SCI\")\n",
    "ax.set_xlabel(\"time / s\")\n",
    "p.tight_layout()\n",
    "ax.yaxis.set_ticks(np.arange(len(sci.channel)))\n",
    "ax.yaxis.set_ticklabels(sci.channel.values);\n",
    "\n",
    "f,ax = p.subplots(1,1,figsize=(17,8))\n",
    "\n",
    "m = ax.pcolormesh(sci.time, np.arange(len(sci.channel)), sci>0.75, shading=\"nearest\", cmap=sci_binary_cmap)\n",
    "cb = p.colorbar(m, ax=ax)\n",
    "p.tight_layout()\n",
    "ax.yaxis.set_ticks(np.arange(len(sci.channel)))\n",
    "ax.yaxis.set_ticklabels(sci.channel.values);\n",
    "cb.set_label(\"SCI > 0.75\")\n",
    "ax.set_xlabel(\"time / s\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Inspect time courses of good and bad channels\n",
    "\n",
    "S1D1: SCI <  0.75 of the times\n",
    "\n",
    "S3D3: SCI < 0.75 around t=2000s\n",
    "\n",
    "S3D11: SCI < 0.75 around t=2000s\n",
    "\n",
    "S6D5: SCI > 0.75 for all samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:56.002502Z",
     "iopub.status.busy": "2025-06-06T16:05:56.002055Z",
     "iopub.status.idle": "2025-06-06T16:05:57.529733Z",
     "shell.execute_reply": "2025-06-06T16:05:57.529236Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n",
      "  data = np.asarray(data)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for channel in [\"S1D1\", \"S3D3\", \"S3D11\", \"S6D5\"]:\n",
    "    tmin, tmax  = 2000, 2100\n",
    "    f,ax = p.subplots(2,1, figsize=(18,4), sharex=True)\n",
    "\n",
    "    m = (tmin <= rec[\"amp\"].time) & (rec[\"amp\"].time <= tmax)\n",
    "    ax[0].plot(rec[\"amp\"].time[m], rec[\"amp\"].sel(channel=channel, wavelength=760, time=m), \"r-\", alpha=.5)\n",
    "    ax[0].set_ylabel(\"amp. 760nm / V\", color=\"r\")\n",
    "    ax2 =ax[0].twinx()\n",
    "    ax2.plot(rec[\"amp\"].time[m], rec[\"amp\"].sel(channel=channel, wavelength=850, time = m), \"b-\", alpha=.5)\n",
    "    ax2.set_ylabel(\"amp. 850nm / V\", color=\"b\")\n",
    "\n",
    "    m = (tmin <= sci.time) & (sci.time <= tmax)\n",
    "    ax[1].scatter(sci.time[m], sci.sel(channel=channel, time=m), c=sci_cmap(sci.sel(channel=channel, time=m)))\n",
    "    ax[1].set_ylabel(\"SCI\")\n",
    "    ax[1].set_xlabel(\"time / s\")\n",
    "    ax[1].axhline(0.75, c=\"k\", ls=\"--\")\n",
    "    ax[1].set_ylim(0,1)\n",
    "\n",
    "    ax[0].grid(1)\n",
    "    ax[1].grid(axis=\"x\")\n",
    "\n",
    "    f.suptitle(channel)\n",
    "    f.set_tight_layout(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Calculate a quality mask for each sample of the recording "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-06-06T16:05:57.531820Z",
     "iopub.status.busy": "2025-06-06T16:05:57.531631Z",
     "iopub.status.idle": "2025-06-06T16:06:02.276891Z",
     "shell.execute_reply": "2025-06-06T16:06:02.276340Z"
    },
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raw amplitude array has 23239 values in the time dimension.\n",
      "SCI has 581 values in the time dimension.\n",
      "qmask has 23239 values in the time dimension.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(500.0, 520.0)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1700x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sci.time coordinates contain the time of the first sample of each window.\n",
    "# Use these as bin edges and calculate for each sample to which window it belongs.\n",
    "# Subtract one from the indices returned by np.digitize as 0 denotes the underflow bin.\n",
    "window_indices = np.digitize(rec[\"amp\"].time, sci.time) - 1\n",
    "\n",
    "# To obtain a quality mask for each sample we can threshold the sci array and then\n",
    "# inflate it along the time dimension from n_windows values to n_samples: \n",
    "qmask = (sci > 0.75)[:, window_indices]\n",
    "qmask[\"time\"] = rec[\"amp\"].time # carry over time coordinates from original array\n",
    "\n",
    "print(f'raw amplitude array has {len(rec[\"amp\"].time)} values in the time dimension.')\n",
    "print(f'SCI has {len(sci.time)} values in the time dimension.')\n",
    "print(f'qmask has {len(qmask.time)} values in the time dimension.')\n",
    "\n",
    "f,ax = p.subplots(1,1,figsize=(17,8))\n",
    "m = ax.pcolormesh(\n",
    "    qmask.time, \n",
    "    np.arange(len(qmask.channel)), \n",
    "    qmask, \n",
    "    shading=\"nearest\", \n",
    "    cmap=sci_binary_cmap,\n",
    "    edgecolors=\"w\",\n",
    "    linewidths=0.5)\n",
    "cb = p.colorbar(m, ax=ax)\n",
    "cb.set_label(\"SCI > 0.75\")\n",
    "ax.set_xlabel(\"time / s\")\n",
    "p.tight_layout()\n",
    "ax.yaxis.set_ticks(np.arange(len(qmask.channel)))\n",
    "ax.yaxis.set_ticklabels(qmask.channel.values);\n",
    "ax.set_xlim(500,520)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}