example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading data from .bin files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are viewing this using GitHub's notebook renderer: Sorry for the unsightly appearance of the xarray objects. Rest assured that they render nicely in VSCode or JupyterLab..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading: /home/gfindlay/projects/sglxarray_dev/sglxarray/sglxarray/data/example-data.exported.imec0.lf.bin\n",
      "nChan: 385, nFileSamp: 50000\n"
     ]
    }
   ],
   "source": [
    "from sglxarray import load_trigger\n",
    "from sglxarray.examples import example_data_path\n",
    "from IPython.display import display\n",
    "\n",
    "lfp_bin_path = example_data_path()\n",
    "print(f\"Loading: {lfp_bin_path}\")\n",
    "lfp = load_trigger(lfp_bin_path)\n",
    "# You could also load data specifying specific channels labels and/or segment start and end times,\n",
    "# including valid datetime strings. See function docstring for details.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 50000, channel: 384)&gt;\n",
       "array([[  28.125 ,   37.5   ,   -4.6875, ...,   98.4375,  192.1875,\n",
       "         107.8125],\n",
       "       [  32.8125,   32.8125,   -4.6875, ...,   60.9375,  173.4375,\n",
       "         107.8125],\n",
       "       [  32.8125,   14.0625,  -14.0625, ...,   70.3125,  182.8125,\n",
       "         103.125 ],\n",
       "       ...,\n",
       "       [  98.4375,   89.0625,   75.    , ..., -107.8125,   23.4375,\n",
       "          -4.6875],\n",
       "       [  89.0625,   84.375 ,   60.9375, ...,  -98.4375,   28.125 ,\n",
       "          14.0625],\n",
       "       [  79.6875,   75.    ,   46.875 , ...,  -84.375 ,   32.8125,\n",
       "           9.375 ]])\n",
       "Coordinates:\n",
       "  * time       (time) float64 0.0 0.0004 0.0008 0.0012 ... 20.0 20.0 20.0 20.0\n",
       "  * channel    (channel) int64 0 3 4 7 8 11 12 ... 370 373 374 377 378 381 382\n",
       "    timedelta  (time) timedelta64[ns] 00:00:00 ... 00:00:19.999579888\n",
       "    datetime   (time) datetime64[ns] 2020-03-18T15:07:29 ... 2020-03-18T15:07...\n",
       "    x          (channel) float64 27.0 43.0 27.0 43.0 ... 59.0 11.0 59.0 11.0\n",
       "    y          (channel) float64 0.0 20.0 40.0 ... 7.62e+03 7.64e+03 7.66e+03\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank</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'>time</span>: 50000</li><li><span class='xr-has-index'>channel</span>: 384</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d84fbd92-13ac-44be-9e32-fae5cfd99ab8' class='xr-array-in' type='checkbox' checked><label for='section-d84fbd92-13ac-44be-9e32-fae5cfd99ab8' 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>28.12 37.5 -4.688 51.56 42.19 ... -56.25 -28.12 -84.37 32.81 9.375</span></div><div class='xr-array-data'><pre>array([[  28.125 ,   37.5   ,   -4.6875, ...,   98.4375,  192.1875,\n",
       "         107.8125],\n",
       "       [  32.8125,   32.8125,   -4.6875, ...,   60.9375,  173.4375,\n",
       "         107.8125],\n",
       "       [  32.8125,   14.0625,  -14.0625, ...,   70.3125,  182.8125,\n",
       "         103.125 ],\n",
       "       ...,\n",
       "       [  98.4375,   89.0625,   75.    , ..., -107.8125,   23.4375,\n",
       "          -4.6875],\n",
       "       [  89.0625,   84.375 ,   60.9375, ...,  -98.4375,   28.125 ,\n",
       "          14.0625],\n",
       "       [  79.6875,   75.    ,   46.875 , ...,  -84.375 ,   32.8125,\n",
       "           9.375 ]])</pre></div></div></li><li class='xr-section-item'><input id='section-46576cb0-9973-4218-9408-3141e90f14f6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-46576cb0-9973-4218-9408-3141e90f14f6' 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 0.0004 0.0008 ... 20.0 20.0</div><input id='attrs-edf247ce-beb2-48e2-8079-1840dc551827' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edf247ce-beb2-48e2-8079-1840dc551827' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-789c92cc-e0cd-4409-86b4-665db6036101' class='xr-var-data-in' type='checkbox'><label for='data-789c92cc-e0cd-4409-86b4-665db6036101' 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([0.000000e+00, 3.999996e-04, 7.999992e-04, ..., 1.999878e+01,\n",
       "       1.999918e+01, 1.999958e+01])</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'>int64</div><div class='xr-var-preview xr-preview'>0 3 4 7 8 ... 374 377 378 381 382</div><input id='attrs-cad4e03f-7402-47f5-a405-268f04b09f89' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cad4e03f-7402-47f5-a405-268f04b09f89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42bea1e3-4b8a-413a-a4cc-43a8c5099db8' class='xr-var-data-in' type='checkbox'><label for='data-42bea1e3-4b8a-413a-a4cc-43a8c5099db8' 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,   3,   4, ..., 378, 381, 382])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>timedelta</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 ... 00:00:19.999579888</div><input id='attrs-1d804aab-a0d5-4bfa-9a8d-f9fbb32e37a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d804aab-a0d5-4bfa-9a8d-f9fbb32e37a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f15ed502-36aa-49e0-98c8-f3bed8092874' class='xr-var-data-in' type='checkbox'><label for='data-f15ed502-36aa-49e0-98c8-f3bed8092874' 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,      400000,      799999, ..., 19998779889, 19999179889,\n",
       "       19999579888], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datetime</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-03-18T15:07:29 ... 2020-03-...</div><input id='attrs-361ade6a-4f8a-4727-9651-580622fbc00f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-361ade6a-4f8a-4727-9651-580622fbc00f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a8ec18c-22e8-42f1-9404-4e1f89163946' class='xr-var-data-in' type='checkbox'><label for='data-7a8ec18c-22e8-42f1-9404-4e1f89163946' 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;2020-03-18T15:07:29.000000000&#x27;, &#x27;2020-03-18T15:07:29.000400000&#x27;,\n",
       "       &#x27;2020-03-18T15:07:29.000799999&#x27;, ..., &#x27;2020-03-18T15:07:48.998779889&#x27;,\n",
       "       &#x27;2020-03-18T15:07:48.999179889&#x27;, &#x27;2020-03-18T15:07:48.999579888&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.0 43.0 27.0 ... 11.0 59.0 11.0</div><input id='attrs-a6ed04bb-e297-4e84-9e18-72d0ff8c38ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6ed04bb-e297-4e84-9e18-72d0ff8c38ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3abc99a-ae3d-4eb5-95fe-e080768850db' class='xr-var-data-in' type='checkbox'><label for='data-e3abc99a-ae3d-4eb5-95fe-e080768850db' 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([27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27.,\n",
       "       43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 27., 43.,\n",
       "       27., 43., 27., 43., 27., 43., 27., 43., 27., 43., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11.,\n",
       "       59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59., 11., 59.,\n",
       "       11., 59., 11., 59., 11., 59., 11.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 20.0 40.0 ... 7.64e+03 7.66e+03</div><input id='attrs-0ce2ca99-8551-4028-9e4e-db4894ce14cf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ce2ca99-8551-4028-9e4e-db4894ce14cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77b85234-b430-43a5-be9b-00d7487a35ab' class='xr-var-data-in' type='checkbox'><label for='data-77b85234-b430-43a5-be9b-00d7487a35ab' 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.,   20.,   40.,   60.,   80.,  100.,  120.,  140.,  160.,\n",
       "        180.,  200.,  220.,  240.,  260.,  280.,  300.,  320.,  340.,\n",
       "        360.,  380.,  400.,  420.,  440.,  460.,  480.,  500.,  520.,\n",
       "        540.,  560.,  580.,  600.,  620.,  640.,  660.,  680.,  700.,\n",
       "        720.,  740.,  760.,  780.,  800.,  820.,  840.,  860.,  880.,\n",
       "        900.,  920.,  940.,  960.,  980., 1000., 1020., 1040., 1060.,\n",
       "       1080., 1100., 1120., 1140., 1160., 1180., 1200., 1220., 1240.,\n",
       "       1260., 1280., 1300., 1320., 1340., 1360., 1380., 1400., 1420.,\n",
       "       1440., 1460., 1480., 1500., 1520., 1540., 1560., 1580., 1600.,\n",
       "       1620., 1640., 1660., 1680., 1700., 1720., 1740., 1760., 1780.,\n",
       "       1800., 1820., 1840., 1860., 1880., 1900., 1920., 1940., 1960.,\n",
       "       1980., 2000., 2020., 2040., 2060., 2080., 2100., 2120., 2140.,\n",
       "       2160., 2180., 2200., 2220., 2240., 2260., 2280., 2300., 2320.,\n",
       "       2340., 2360., 2380., 2400., 2420., 2440., 2460., 2480., 2500.,\n",
       "       2520., 2540., 2560., 2580., 2600., 2620., 2640., 2660., 2680.,\n",
       "       2700., 2720., 2740., 2760., 2780., 2800., 2820., 2840., 2860.,\n",
       "       2880., 2900., 2920., 2940., 2960., 2980., 3000., 3020., 3040.,\n",
       "       3060., 3080., 3100., 3120., 3140., 3160., 3180., 3200., 3220.,\n",
       "       3240., 3260., 3280., 3300., 3320., 3340., 3360., 3380., 3400.,\n",
       "       3420., 3440., 3460., 3480., 3500., 3520., 3540., 3560., 3580.,\n",
       "...\n",
       "       4140., 4160., 4180., 4200., 4220., 4240., 4260., 4280., 4300.,\n",
       "       4320., 4340., 4360., 4380., 4400., 4420., 4440., 4460., 4480.,\n",
       "       4500., 4520., 4540., 4560., 4580., 4600., 4620., 4640., 4660.,\n",
       "       4680., 4700., 4720., 4740., 4760., 4780., 4800., 4820., 4840.,\n",
       "       4860., 4880., 4900., 4920., 4940., 4960., 4980., 5000., 5020.,\n",
       "       5040., 5060., 5080., 5100., 5120., 5140., 5160., 5180., 5200.,\n",
       "       5220., 5240., 5260., 5280., 5300., 5320., 5340., 5360., 5380.,\n",
       "       5400., 5420., 5440., 5460., 5480., 5500., 5520., 5540., 5560.,\n",
       "       5580., 5600., 5620., 5640., 5660., 5680., 5700., 5720., 5740.,\n",
       "       5760., 5780., 5800., 5820., 5840., 5860., 5880., 5900., 5920.,\n",
       "       5940., 5960., 5980., 6000., 6020., 6040., 6060., 6080., 6100.,\n",
       "       6120., 6140., 6160., 6180., 6200., 6220., 6240., 6260., 6280.,\n",
       "       6300., 6320., 6340., 6360., 6380., 6400., 6420., 6440., 6460.,\n",
       "       6480., 6500., 6520., 6540., 6560., 6580., 6600., 6620., 6640.,\n",
       "       6660., 6680., 6700., 6720., 6740., 6760., 6780., 6800., 6820.,\n",
       "       6840., 6860., 6880., 6900., 6920., 6940., 6960., 6980., 7000.,\n",
       "       7020., 7040., 7060., 7080., 7100., 7120., 7140., 7160., 7180.,\n",
       "       7200., 7220., 7240., 7260., 7280., 7300., 7320., 7340., 7360.,\n",
       "       7380., 7400., 7420., 7440., 7460., 7480., 7500., 7520., 7540.,\n",
       "       7560., 7580., 7600., 7620., 7640., 7660.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1a65a2ba-5510-4d55-b016-a256d836f2b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1a65a2ba-5510-4d55-b016-a256d836f2b2' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>uV</dd><dt><span>fs :</span></dt><dd>2500.0025140000002</dd><dt><span>im :</span></dt><dd>CheckPat_1shank</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 50000, channel: 384)>\n",
       "array([[  28.125 ,   37.5   ,   -4.6875, ...,   98.4375,  192.1875,\n",
       "         107.8125],\n",
       "       [  32.8125,   32.8125,   -4.6875, ...,   60.9375,  173.4375,\n",
       "         107.8125],\n",
       "       [  32.8125,   14.0625,  -14.0625, ...,   70.3125,  182.8125,\n",
       "         103.125 ],\n",
       "       ...,\n",
       "       [  98.4375,   89.0625,   75.    , ..., -107.8125,   23.4375,\n",
       "          -4.6875],\n",
       "       [  89.0625,   84.375 ,   60.9375, ...,  -98.4375,   28.125 ,\n",
       "          14.0625],\n",
       "       [  79.6875,   75.    ,   46.875 , ...,  -84.375 ,   32.8125,\n",
       "           9.375 ]])\n",
       "Coordinates:\n",
       "  * time       (time) float64 0.0 0.0004 0.0008 0.0012 ... 20.0 20.0 20.0 20.0\n",
       "  * channel    (channel) int64 0 3 4 7 8 11 12 ... 370 373 374 377 378 381 382\n",
       "    timedelta  (time) timedelta64[ns] 00:00:00 ... 00:00:19.999579888\n",
       "    datetime   (time) datetime64[ns] 2020-03-18T15:07:29 ... 2020-03-18T15:07...\n",
       "    x          (channel) float64 27.0 43.0 27.0 43.0 ... 59.0 11.0 59.0 11.0\n",
       "    y          (channel) float64 0.0 20.0 40.0 ... 7.62e+03 7.64e+03 7.66e+03\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View loaded data\n",
    "# Note that x and y coordinates of each channel are automatically loaded from the metadata.\n",
    "lfp\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "\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-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",
       "  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",
       "  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-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-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",
       "  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 (time: 25000, channel: 4)&gt;\n",
       "array([[-23.4375, -32.8125,  42.1875,  14.0625],\n",
       "       [-23.4375, -42.1875,  42.1875,  14.0625],\n",
       "       [-18.75  , -32.8125,  37.5   ,   0.    ],\n",
       "       ...,\n",
       "       [-60.9375, -70.3125,  14.0625,  14.0625],\n",
       "       [-42.1875, -56.25  ,  18.75  ,  14.0625],\n",
       "       [-46.875 , -51.5625,  28.125 ,  14.0625]])\n",
       "Coordinates:\n",
       "  * time       (time) float64 5.0 5.001 5.001 5.002 ... 15.0 15.0 15.0 15.0\n",
       "  * channel    (channel) int64 3 4 7 8\n",
       "    timedelta  (time) timedelta64[ns] 00:00:05.000394972 ... 00:00:14.999984916\n",
       "    datetime   (time) datetime64[ns] 2020-03-18T15:07:34.000394972 ... 2020-0...\n",
       "    x          (channel) float64 43.0 27.0 43.0 27.0\n",
       "    y          (channel) float64 20.0 40.0 60.0 80.0\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank</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'>time</span>: 25000</li><li><span class='xr-has-index'>channel</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2119059b-ca2c-49b9-9bfa-39e2e1dbc901' class='xr-array-in' type='checkbox' checked><label for='section-2119059b-ca2c-49b9-9bfa-39e2e1dbc901' 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>-23.44 -32.81 42.19 14.06 -23.44 ... 14.06 -46.87 -51.56 28.12 14.06</span></div><div class='xr-array-data'><pre>array([[-23.4375, -32.8125,  42.1875,  14.0625],\n",
       "       [-23.4375, -42.1875,  42.1875,  14.0625],\n",
       "       [-18.75  , -32.8125,  37.5   ,   0.    ],\n",
       "       ...,\n",
       "       [-60.9375, -70.3125,  14.0625,  14.0625],\n",
       "       [-42.1875, -56.25  ,  18.75  ,  14.0625],\n",
       "       [-46.875 , -51.5625,  28.125 ,  14.0625]])</pre></div></div></li><li class='xr-section-item'><input id='section-419baa3f-3dbf-4260-9b23-e04030f58c6b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-419baa3f-3dbf-4260-9b23-e04030f58c6b' 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'>5.0 5.001 5.001 ... 15.0 15.0 15.0</div><input id='attrs-879898fb-a1ef-4df7-b680-ab5d5faad2c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-879898fb-a1ef-4df7-b680-ab5d5faad2c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ec4bea4-9bc8-448c-a4e7-12baf01d7942' class='xr-var-data-in' type='checkbox'><label for='data-1ec4bea4-9bc8-448c-a4e7-12baf01d7942' 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([ 5.000395,  5.000795,  5.001195, ..., 14.999185, 14.999585, 14.999985])</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'>int64</div><div class='xr-var-preview xr-preview'>3 4 7 8</div><input id='attrs-fc49fd18-d17f-480e-a454-d8c19ace5d85' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc49fd18-d17f-480e-a454-d8c19ace5d85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0905be50-64f8-4681-b906-d121a8c02deb' class='xr-var-data-in' type='checkbox'><label for='data-0905be50-64f8-4681-b906-d121a8c02deb' 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([3, 4, 7, 8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>timedelta</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:05.000394972 ... 00:00:14....</div><input id='attrs-951270aa-8a82-4087-a116-6d6912899374' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-951270aa-8a82-4087-a116-6d6912899374' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22d8e55a-a07a-4797-923f-5fc881206ac8' class='xr-var-data-in' type='checkbox'><label for='data-22d8e55a-a07a-4797-923f-5fc881206ac8' 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([ 5000394972,  5000794971,  5001194971, ..., 14999184917, 14999584916,\n",
       "       14999984916], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datetime</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-03-18T15:07:34.000394972 .....</div><input id='attrs-924d2f56-fb50-465b-86c2-3a6626db4c0c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-924d2f56-fb50-465b-86c2-3a6626db4c0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-030acf04-0be6-4d93-b553-4dcb38cd01f5' class='xr-var-data-in' type='checkbox'><label for='data-030acf04-0be6-4d93-b553-4dcb38cd01f5' 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;2020-03-18T15:07:34.000394972&#x27;, &#x27;2020-03-18T15:07:34.000794971&#x27;,\n",
       "       &#x27;2020-03-18T15:07:34.001194971&#x27;, ..., &#x27;2020-03-18T15:07:43.999184917&#x27;,\n",
       "       &#x27;2020-03-18T15:07:43.999584916&#x27;, &#x27;2020-03-18T15:07:43.999984916&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>43.0 27.0 43.0 27.0</div><input id='attrs-e62fbd25-f7d0-43dc-b17e-3d4d287d9131' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e62fbd25-f7d0-43dc-b17e-3d4d287d9131' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39aaa0d2-adb3-4f4d-9294-3b2571253e78' class='xr-var-data-in' type='checkbox'><label for='data-39aaa0d2-adb3-4f4d-9294-3b2571253e78' 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([43., 27., 43., 27.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.0 40.0 60.0 80.0</div><input id='attrs-8ea6bb9c-3375-4fe2-a058-62143804e59a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ea6bb9c-3375-4fe2-a058-62143804e59a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9443d2eb-814b-4318-a09d-c9e6f10ff7e9' class='xr-var-data-in' type='checkbox'><label for='data-9443d2eb-814b-4318-a09d-c9e6f10ff7e9' 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([20., 40., 60., 80.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-148da868-0999-4156-9649-c9337a9cd62a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-148da868-0999-4156-9649-c9337a9cd62a' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>uV</dd><dt><span>fs :</span></dt><dd>2500.0025140000002</dd><dt><span>im :</span></dt><dd>CheckPat_1shank</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 25000, channel: 4)>\n",
       "array([[-23.4375, -32.8125,  42.1875,  14.0625],\n",
       "       [-23.4375, -42.1875,  42.1875,  14.0625],\n",
       "       [-18.75  , -32.8125,  37.5   ,   0.    ],\n",
       "       ...,\n",
       "       [-60.9375, -70.3125,  14.0625,  14.0625],\n",
       "       [-42.1875, -56.25  ,  18.75  ,  14.0625],\n",
       "       [-46.875 , -51.5625,  28.125 ,  14.0625]])\n",
       "Coordinates:\n",
       "  * time       (time) float64 5.0 5.001 5.001 5.002 ... 15.0 15.0 15.0 15.0\n",
       "  * channel    (channel) int64 3 4 7 8\n",
       "    timedelta  (time) timedelta64[ns] 00:00:05.000394972 ... 00:00:14.999984916\n",
       "    datetime   (time) datetime64[ns] 2020-03-18T15:07:34.000394972 ... 2020-0...\n",
       "    x          (channel) float64 43.0 27.0 43.0 27.0\n",
       "    y          (channel) float64 20.0 40.0 60.0 80.0\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select data using index slices.\n",
    "# For example, select all data from channels 3 to 8, from t=5 to 5=15\n",
    "lfp.sel(channel=slice(3, 8), time=slice(5, 15))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       ".xr-attrs dt,\n",
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       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
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       "\n",
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       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
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       "  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 (datetime: 25000, y: 6)&gt;\n",
       "array([[ -42.1875,  -70.3125,  -14.0625,  -79.6875,  -60.9375, -107.8125],\n",
       "       [ -65.625 , -107.8125,  -37.5   , -103.125 ,  -79.6875, -112.5   ],\n",
       "       [ -70.3125, -121.875 ,  -51.5625, -126.5625, -103.125 , -121.875 ],\n",
       "       ...,\n",
       "       [-182.8125, -243.75  , -168.75  , -257.8125, -243.75  , -300.    ],\n",
       "       [-182.8125, -234.375 , -182.8125, -267.1875, -248.4375, -314.0625],\n",
       "       [-187.5   , -243.75  , -173.4375, -267.1875, -234.375 , -314.0625]])\n",
       "Coordinates:\n",
       "    time       (datetime) float64 5.0 5.001 5.001 5.002 ... 15.0 15.0 15.0 15.0\n",
       "    channel    (y) int64 380 383 1 2 5 6\n",
       "    timedelta  (datetime) timedelta64[ns] 00:00:05.000394972 ... 00:00:14.999...\n",
       "  * datetime   (datetime) datetime64[ns] 2020-03-18T15:07:34.000394972 ... 20...\n",
       "    x          (y) float64 27.0 43.0 59.0 11.0 59.0 11.0\n",
       "  * y          (y) float64 3.8e+03 3.82e+03 3.84e+03 3.86e+03 3.88e+03 3.9e+03\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank</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'>datetime</span>: 25000</li><li><span class='xr-has-index'>y</span>: 6</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d76c74d0-d784-4775-842f-d5273802144d' class='xr-array-in' type='checkbox' checked><label for='section-d76c74d0-d784-4775-842f-d5273802144d' 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>-42.19 -70.31 -14.06 -79.69 -60.94 ... -173.4 -267.2 -234.4 -314.1</span></div><div class='xr-array-data'><pre>array([[ -42.1875,  -70.3125,  -14.0625,  -79.6875,  -60.9375, -107.8125],\n",
       "       [ -65.625 , -107.8125,  -37.5   , -103.125 ,  -79.6875, -112.5   ],\n",
       "       [ -70.3125, -121.875 ,  -51.5625, -126.5625, -103.125 , -121.875 ],\n",
       "       ...,\n",
       "       [-182.8125, -243.75  , -168.75  , -257.8125, -243.75  , -300.    ],\n",
       "       [-182.8125, -234.375 , -182.8125, -267.1875, -248.4375, -314.0625],\n",
       "       [-187.5   , -243.75  , -173.4375, -267.1875, -234.375 , -314.0625]])</pre></div></div></li><li class='xr-section-item'><input id='section-ec3b41c0-7177-46ec-a0ff-2aa197dcff5e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ec3b41c0-7177-46ec-a0ff-2aa197dcff5e' 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>time</span></div><div class='xr-var-dims'>(datetime)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.0 5.001 5.001 ... 15.0 15.0 15.0</div><input id='attrs-6bccfe69-5715-434f-a91d-12222ff85af6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6bccfe69-5715-434f-a91d-12222ff85af6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5de905c8-8fdf-45ab-8382-6a2cbeca4ed7' class='xr-var-data-in' type='checkbox'><label for='data-5de905c8-8fdf-45ab-8382-6a2cbeca4ed7' 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([ 5.000395,  5.000795,  5.001195, ..., 14.999185, 14.999585, 14.999985])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>380 383 1 2 5 6</div><input id='attrs-9d63c3d3-791e-4a50-aeb6-de3ca80cf563' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d63c3d3-791e-4a50-aeb6-de3ca80cf563' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1ce0b6f-428c-41d6-ac21-62ac3f18d0c5' class='xr-var-data-in' type='checkbox'><label for='data-f1ce0b6f-428c-41d6-ac21-62ac3f18d0c5' 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([380, 383,   1,   2,   5,   6])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>timedelta</span></div><div class='xr-var-dims'>(datetime)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:05.000394972 ... 00:00:14....</div><input id='attrs-4fbc7ba6-a29a-49be-abf1-e398f2c7e70d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4fbc7ba6-a29a-49be-abf1-e398f2c7e70d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bacc84a-060a-44e2-80b3-4227905e736a' class='xr-var-data-in' type='checkbox'><label for='data-1bacc84a-060a-44e2-80b3-4227905e736a' 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([ 5000394972,  5000794971,  5001194971, ..., 14999184917, 14999584916,\n",
       "       14999984916], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>datetime</span></div><div class='xr-var-dims'>(datetime)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-03-18T15:07:34.000394972 .....</div><input id='attrs-2efca0d8-e630-4eee-983b-3f9413822746' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2efca0d8-e630-4eee-983b-3f9413822746' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0b0488d-6747-483b-9d4c-13de39898eb2' class='xr-var-data-in' type='checkbox'><label for='data-b0b0488d-6747-483b-9d4c-13de39898eb2' 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;2020-03-18T15:07:34.000394972&#x27;, &#x27;2020-03-18T15:07:34.000794971&#x27;,\n",
       "       &#x27;2020-03-18T15:07:34.001194971&#x27;, ..., &#x27;2020-03-18T15:07:43.999184917&#x27;,\n",
       "       &#x27;2020-03-18T15:07:43.999584916&#x27;, &#x27;2020-03-18T15:07:43.999984916&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.0 43.0 59.0 11.0 59.0 11.0</div><input id='attrs-f8a6174f-baf6-4096-9f5d-1d22d34a4288' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8a6174f-baf6-4096-9f5d-1d22d34a4288' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60dab086-1f02-4256-bac5-ad9989ce274b' class='xr-var-data-in' type='checkbox'><label for='data-60dab086-1f02-4256-bac5-ad9989ce274b' 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([27., 43., 59., 11., 59., 11.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.8e+03 3.82e+03 ... 3.9e+03</div><input id='attrs-569d815c-8bdf-4710-9375-389753f363d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-569d815c-8bdf-4710-9375-389753f363d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21478ec5-e1b8-4fe8-9f10-fbf2b0520b85' class='xr-var-data-in' type='checkbox'><label for='data-21478ec5-e1b8-4fe8-9f10-fbf2b0520b85' 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([3800., 3820., 3840., 3860., 3880., 3900.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-046c0df2-2c3f-4d92-a0d8-744f8435597e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-046c0df2-2c3f-4d92-a0d8-744f8435597e' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>uV</dd><dt><span>fs :</span></dt><dd>2500.0025140000002</dd><dt><span>im :</span></dt><dd>CheckPat_1shank</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (datetime: 25000, y: 6)>\n",
       "array([[ -42.1875,  -70.3125,  -14.0625,  -79.6875,  -60.9375, -107.8125],\n",
       "       [ -65.625 , -107.8125,  -37.5   , -103.125 ,  -79.6875, -112.5   ],\n",
       "       [ -70.3125, -121.875 ,  -51.5625, -126.5625, -103.125 , -121.875 ],\n",
       "       ...,\n",
       "       [-182.8125, -243.75  , -168.75  , -257.8125, -243.75  , -300.    ],\n",
       "       [-182.8125, -234.375 , -182.8125, -267.1875, -248.4375, -314.0625],\n",
       "       [-187.5   , -243.75  , -173.4375, -267.1875, -234.375 , -314.0625]])\n",
       "Coordinates:\n",
       "    time       (datetime) float64 5.0 5.001 5.001 5.002 ... 15.0 15.0 15.0 15.0\n",
       "    channel    (y) int64 380 383 1 2 5 6\n",
       "    timedelta  (datetime) timedelta64[ns] 00:00:05.000394972 ... 00:00:14.999...\n",
       "  * datetime   (datetime) datetime64[ns] 2020-03-18T15:07:34.000394972 ... 20...\n",
       "    x          (y) float64 27.0 43.0 59.0 11.0 59.0 11.0\n",
       "  * y          (y) float64 3.8e+03 3.82e+03 3.84e+03 3.86e+03 3.88e+03 3.9e+03\n",
       "Attributes:\n",
       "    units:    uV\n",
       "    fs:       2500.0025140000002\n",
       "    im:       CheckPat_1shank"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Swap dimensions to select by non-index coordinates.\n",
    "# Explicit swapping is necessary, because there are real performance implications to the way you index the data,\n",
    "# same as in pandas where you have to set your indices before you do many operations on them.\n",
    "lfp.swap_dims({\"channel\": \"y\", \"time\": \"datetime\"}).sel(\n",
    "    y=slice(3800, 3900),\n",
    "    datetime=slice(\"2020-03-18T15:07:34\", \"2020-03-18T15:07:43\"),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ImecMap objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>chan_id</th>\n",
       "      <th>bank</th>\n",
       "      <th>ref_id</th>\n",
       "      <th>ap_gain</th>\n",
       "      <th>lf_gain</th>\n",
       "      <th>ap_highpass</th>\n",
       "      <th>site</th>\n",
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       "    <tr>\n",
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       "      <th>...</th>\n",
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       "      <td>43.0</td>\n",
       "      <td>3780.0</td>\n",
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       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>380</td>\n",
       "      <td>0</td>\n",
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       "      <td>250</td>\n",
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       "      <td>27.0</td>\n",
       "      <td>3800.0</td>\n",
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       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>381</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>765</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>382</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>766</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7660.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>383</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>383</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3820.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>384 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     chan_id  bank  ref_id  ap_gain  lf_gain  ap_highpass  site     x       y\n",
       "0          0     0       0      500      250            1     0  27.0     0.0\n",
       "1          1     1       0      500      250            1   385  59.0  3840.0\n",
       "2          2     1       0      500      250            1   386  11.0  3860.0\n",
       "3          3     0       0      500      250            1     3  43.0    20.0\n",
       "4          4     0       0      500      250            1     4  27.0    40.0\n",
       "..       ...   ...     ...      ...      ...          ...   ...   ...     ...\n",
       "379      379     0       0      500      250            1   379  43.0  3780.0\n",
       "380      380     0       0      500      250            1   380  27.0  3800.0\n",
       "381      381     1       0      500      250            1   765  59.0  7640.0\n",
       "382      382     1       0      500      250            1   766  11.0  7660.0\n",
       "383      383     0       0      500      250            1   383  43.0  3820.0\n",
       "\n",
       "[384 rows x 9 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>acq_order</th>\n",
       "      <th>usr_order</th>\n",
       "      <th>stream</th>\n",
       "      <th>chan_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LF0</td>\n",
       "      <td>384</td>\n",
       "      <td>384</td>\n",
       "      <td>LF</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LF1</td>\n",
       "      <td>385</td>\n",
       "      <td>576</td>\n",
       "      <td>LF</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LF2</td>\n",
       "      <td>386</td>\n",
       "      <td>577</td>\n",
       "      <td>LF</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LF3</td>\n",
       "      <td>387</td>\n",
       "      <td>385</td>\n",
       "      <td>LF</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LF4</td>\n",
       "      <td>388</td>\n",
       "      <td>386</td>\n",
       "      <td>LF</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>LF380</td>\n",
       "      <td>764</td>\n",
       "      <td>574</td>\n",
       "      <td>LF</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>LF381</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>LF</td>\n",
       "      <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>LF382</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>LF</td>\n",
       "      <td>382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>LF383</td>\n",
       "      <td>767</td>\n",
       "      <td>575</td>\n",
       "      <td>LF</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>SY0</td>\n",
       "      <td>768</td>\n",
       "      <td>768</td>\n",
       "      <td>SY</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>385 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     label  acq_order  usr_order stream  chan_id\n",
       "0      LF0        384        384     LF        0\n",
       "1      LF1        385        576     LF        1\n",
       "2      LF2        386        577     LF        2\n",
       "3      LF3        387        385     LF        3\n",
       "4      LF4        388        386     LF        4\n",
       "..     ...        ...        ...    ...      ...\n",
       "380  LF380        764        574     LF      380\n",
       "381  LF381        765        766     LF      381\n",
       "382  LF382        766        767     LF      382\n",
       "383  LF383        767        575     LF      383\n",
       "384    SY0        768        768     SY        0\n",
       "\n",
       "[385 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The \"Imec Map\" is loaded automatically from the metadata and consists of:\n",
    "# (1) the \"Imec Readout Table (imro)\"\n",
    "# (2) the \"Imec Channel Map (cmp)\"\n",
    "display(lfp.im.imro)\n",
    "display(lfp.im.cmp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>ap_gain</th>\n",
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       "      <th>ap_highpass</th>\n",
       "      <th>site</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>label</th>\n",
       "      <th>acq_order</th>\n",
       "      <th>usr_order</th>\n",
       "      <th>stream</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>LF0</td>\n",
       "      <td>384</td>\n",
       "      <td>384</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
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       "      <td>20.0</td>\n",
       "      <td>LF3</td>\n",
       "      <td>387</td>\n",
       "      <td>385</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>LF4</td>\n",
       "      <td>388</td>\n",
       "      <td>386</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>LF7</td>\n",
       "      <td>391</td>\n",
       "      <td>387</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>27.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>LF8</td>\n",
       "      <td>392</td>\n",
       "      <td>388</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>374</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>758</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7580.0</td>\n",
       "      <td>LF374</td>\n",
       "      <td>758</td>\n",
       "      <td>763</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>377</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>761</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>LF377</td>\n",
       "      <td>761</td>\n",
       "      <td>764</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>378</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>762</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7620.0</td>\n",
       "      <td>LF378</td>\n",
       "      <td>762</td>\n",
       "      <td>765</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>381</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>765</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7640.0</td>\n",
       "      <td>LF381</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>382</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>766</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>LF382</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>384 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     chan_id  bank  ref_id  ap_gain  lf_gain  ap_highpass  site     x       y  \\\n",
       "0          0     0       0      500      250            1     0  27.0     0.0   \n",
       "3          3     0       0      500      250            1     3  43.0    20.0   \n",
       "4          4     0       0      500      250            1     4  27.0    40.0   \n",
       "7          7     0       0      500      250            1     7  43.0    60.0   \n",
       "8          8     0       0      500      250            1     8  27.0    80.0   \n",
       "..       ...   ...     ...      ...      ...          ...   ...   ...     ...   \n",
       "374      374     1       0      500      250            1   758  11.0  7580.0   \n",
       "377      377     1       0      500      250            1   761  59.0  7600.0   \n",
       "378      378     1       0      500      250            1   762  11.0  7620.0   \n",
       "381      381     1       0      500      250            1   765  59.0  7640.0   \n",
       "382      382     1       0      500      250            1   766  11.0  7660.0   \n",
       "\n",
       "     label  acq_order  usr_order stream  \n",
       "0      LF0        384        384     LF  \n",
       "3      LF3        387        385     LF  \n",
       "4      LF4        388        386     LF  \n",
       "7      LF7        391        387     LF  \n",
       "8      LF8        392        388     LF  \n",
       "..     ...        ...        ...    ...  \n",
       "374  LF374        758        763     LF  \n",
       "377  LF377        761        764     LF  \n",
       "378  LF378        762        765     LF  \n",
       "381  LF381        765        766     LF  \n",
       "382  LF382        766        767     LF  \n",
       "\n",
       "[384 rows x 13 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# With the IMRO and CMP, it is easy to get a complete representation of all channels,\n",
    "# sorted by SpikeGLX display order or depth\n",
    "display(lfp.im.full)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  27. 3800.]\n",
      " [  43. 3820.]\n",
      " [  59. 3840.]\n",
      " [  59. 3880.]\n",
      " [  11. 3900.]]\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>chan_id</th>\n",
       "      <th>bank</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1280.0</th>\n",
       "      <td>128</td>\n",
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       "      <td>512</td>\n",
       "      <td>448</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300.0</th>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>131</td>\n",
       "      <td>43.0</td>\n",
       "      <td>LF131</td>\n",
       "      <td>515</td>\n",
       "      <td>449</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320.0</th>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>132</td>\n",
       "      <td>27.0</td>\n",
       "      <td>LF132</td>\n",
       "      <td>516</td>\n",
       "      <td>450</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340.0</th>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>135</td>\n",
       "      <td>43.0</td>\n",
       "      <td>LF135</td>\n",
       "      <td>519</td>\n",
       "      <td>451</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360.0</th>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>136</td>\n",
       "      <td>27.0</td>\n",
       "      <td>LF136</td>\n",
       "      <td>520</td>\n",
       "      <td>452</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380.0</th>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>139</td>\n",
       "      <td>43.0</td>\n",
       "      <td>LF139</td>\n",
       "      <td>523</td>\n",
       "      <td>453</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        chan_id  bank  ref_id  ap_gain  lf_gain  ap_highpass  site     x  \\\n",
       "y                                                                          \n",
       "1280.0      128     0       0      500      250            1   128  27.0   \n",
       "1300.0      131     0       0      500      250            1   131  43.0   \n",
       "1320.0      132     0       0      500      250            1   132  27.0   \n",
       "1340.0      135     0       0      500      250            1   135  43.0   \n",
       "1360.0      136     0       0      500      250            1   136  27.0   \n",
       "1380.0      139     0       0      500      250            1   139  43.0   \n",
       "\n",
       "        label  acq_order  usr_order stream  \n",
       "y                                           \n",
       "1280.0  LF128        512        448     LF  \n",
       "1300.0  LF131        515        449     LF  \n",
       "1320.0  LF132        516        450     LF  \n",
       "1340.0  LF135        519        451     LF  \n",
       "1360.0  LF136        520        452     LF  \n",
       "1380.0  LF139        523        453     LF  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      ],
      "text/plain": [
       "        chan_id  bank  ref_id  ap_gain  lf_gain  ap_highpass  site     x  \\\n",
       "y                                                                          \n",
       "1280.0      128     0       0      500      250            1   128  27.0   \n",
       "1380.0      139     0       0      500      250            1   139  43.0   \n",
       "\n",
       "        label  acq_order  usr_order stream  \n",
       "y                                           \n",
       "1280.0  LF128        512        448     LF  \n",
       "1380.0  LF139        523        453     LF  "
      ]
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   ],
   "source": [
    "# This can be useful for various things like plotting electrodes,\n",
    "# converting channels to/from coordinates, etc.\n",
    "\n",
    "# Get x, y coords for channel IDs 380, 383, 1, 5, and 6\n",
    "print(lfp.im.chans2coords([380, 383, 1, 5, 6]))\n",
    "\n",
    "# Get entries for channels between 1280 and 1380 microns in probe space.\n",
    "display(lfp.im.yrange2chans(y_lo=1280, y_hi=1380))\n",
    "\n",
    "# Get entries only for channels at 1280 and 1380 microns in probe space.\n",
    "display(lfp.im.y2chans([1280, 1380]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot electrode locations using SGLXMetaToCoords\n",
    "lfp.im.plot_electrodes()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If you want an ImecMap object without having to load binary data, there are several ways to do that.\n",
    "# All of the following are equivalent.\n",
    "from sglxarray import ImecMap\n",
    "\n",
    "im1 = ImecMap.from_bin(lfp_bin_path)\n",
    "im2 = ImecMap.from_library(\"CheckPat_1shank\", stream_type=\"LF\")\n",
    "im3 = ImecMap.CheckPat()\n",
    "im3.stream_type = \"LF\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chan_id</th>\n",
       "      <th>bank</th>\n",
       "      <th>ref_id</th>\n",
       "      <th>ap_gain</th>\n",
       "      <th>lf_gain</th>\n",
       "      <th>ap_highpass</th>\n",
       "      <th>site</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>label</th>\n",
       "      <th>acq_order</th>\n",
       "      <th>usr_order</th>\n",
       "      <th>stream</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AP0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>LF0</td>\n",
       "      <td>384</td>\n",
       "      <td>384</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>43.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>AP3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>43.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>LF3</td>\n",
       "      <td>387</td>\n",
       "      <td>385</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>AP4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>378</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>762</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7620.0</td>\n",
       "      <td>LF378</td>\n",
       "      <td>762</td>\n",
       "      <td>765</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>381</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>765</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7640.0</td>\n",
       "      <td>AP381</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>381</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>765</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7640.0</td>\n",
       "      <td>LF381</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>382</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>766</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>AP382</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>382</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>1</td>\n",
       "      <td>766</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>LF382</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>LF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     chan_id  bank  ref_id  ap_gain  lf_gain  ap_highpass  site     x       y  \\\n",
       "0          0     0       0      500      250            1     0  27.0     0.0   \n",
       "1          0     0       0      500      250            1     0  27.0     0.0   \n",
       "6          3     0       0      500      250            1     3  43.0    20.0   \n",
       "7          3     0       0      500      250            1     3  43.0    20.0   \n",
       "8          4     0       0      500      250            1     4  27.0    40.0   \n",
       "..       ...   ...     ...      ...      ...          ...   ...   ...     ...   \n",
       "757      378     1       0      500      250            1   762  11.0  7620.0   \n",
       "762      381     1       0      500      250            1   765  59.0  7640.0   \n",
       "763      381     1       0      500      250            1   765  59.0  7640.0   \n",
       "764      382     1       0      500      250            1   766  11.0  7660.0   \n",
       "765      382     1       0      500      250            1   766  11.0  7660.0   \n",
       "\n",
       "     label  acq_order  usr_order stream  \n",
       "0      AP0          0          0     AP  \n",
       "1      LF0        384        384     LF  \n",
       "6      AP3          3          1     AP  \n",
       "7      LF3        387        385     LF  \n",
       "8      AP4          4          2     AP  \n",
       "..     ...        ...        ...    ...  \n",
       "757  LF378        762        765     LF  \n",
       "762  AP381        381        382     AP  \n",
       "763  LF381        765        766     LF  \n",
       "764  AP382        382        383     AP  \n",
       "765  LF382        766        767     LF  \n",
       "\n",
       "[768 rows x 13 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# By default, data for both streams (LF and AP) are loaded,\n",
    "# unless a single stream is specified by a bin file, argument,\n",
    "# or by setting the map's stream_type property.\n",
    "im4 = ImecMap.CheckPat()\n",
    "display(im4.full)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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