{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0",
   "metadata": {},
   "source": [
    "# Constructing 10-10 coordinates on segmented MRI scans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:22.297459Z",
     "iopub.status.busy": "2025-04-14T13:01:22.297285Z",
     "iopub.status.idle": "2025-04-14T13:01:23.842775Z",
     "shell.execute_reply": "2025-04-14T13:01:23.842284Z"
    }
   },
   "outputs": [],
   "source": [
    "import cedalion\n",
    "import cedalion.io\n",
    "import cedalion.geometry.segmentation\n",
    "import cedalion.geometry.landmarks\n",
    "from cedalion.imagereco.forward_model import TwoSurfaceHeadModel\n",
    "import cedalion.datasets\n",
    "import os.path\n",
    "import pyvista\n",
    "\n",
    "#pyvista.set_jupyter_backend(\"html\")\n",
    "pyvista.set_jupyter_backend(\"static\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2",
   "metadata": {},
   "source": [
    "## Load segmentation masks\n",
    "\n",
    "This example constructs the 10-10 system on the Colin27 average brain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:23.845470Z",
     "iopub.status.busy": "2025-04-14T13:01:23.844854Z",
     "iopub.status.idle": "2025-04-14T13:01:24.834901Z",
     "shell.execute_reply": "2025-04-14T13:01:24.834388Z"
    }
   },
   "outputs": [],
   "source": [
    "SEG_DATADIR, mask_files, landmarks_file = cedalion.datasets.get_colin27_segmentation()\n",
    "masks, t_ijk2ras = cedalion.io.read_segmentation_masks(SEG_DATADIR, mask_files)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4",
   "metadata": {},
   "source": [
    "## Wrap the segmented head with derived surfaces in a TwoSurfaceHeadModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:24.837513Z",
     "iopub.status.busy": "2025-04-14T13:01:24.837136Z",
     "iopub.status.idle": "2025-04-14T13:01:28.587819Z",
     "shell.execute_reply": "2025-04-14T13:01:28.587224Z"
    }
   },
   "outputs": [],
   "source": [
    "head = TwoSurfaceHeadModel.from_surfaces(\n",
    "    segmentation_dir=SEG_DATADIR,\n",
    "    mask_files = mask_files,\n",
    "    brain_surface_file= os.path.join(SEG_DATADIR, \"mask_brain.obj\"),\n",
    "    scalp_surface_file= os.path.join(SEG_DATADIR, \"mask_scalp.obj\"),\n",
    "    landmarks_ras_file=landmarks_file,\n",
    "    brain_face_count=None,\n",
    "    scalp_face_count=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6",
   "metadata": {},
   "source": [
    "## Transform the scalp surface from voxel space ('ijk') to RAS space ('aligned')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:28.590253Z",
     "iopub.status.busy": "2025-04-14T13:01:28.589904Z",
     "iopub.status.idle": "2025-04-14T13:01:28.598771Z",
     "shell.execute_reply": "2025-04-14T13:01:28.598347Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TrimeshSurface(mesh=<trimesh.Trimesh(vertices.shape=(10050, 3), faces.shape=(20096, 3))>, crs='ijk', units=<Unit('dimensionless')>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TrimeshSurface(mesh=<trimesh.Trimesh(vertices.shape=(10050, 3), faces.shape=(20096, 3))>, crs='aligned', units=<Unit('millimeter')>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scalp_surface = head.scalp\n",
    "display(scalp_surface)\n",
    "scalp_surface = scalp_surface.apply_transform(t_ijk2ras)\n",
    "display(scalp_surface)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8",
   "metadata": {},
   "source": [
    "## Transform initial landmarks from voxel space ('ijk') to RAS space ('aligned')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:28.600608Z",
     "iopub.status.busy": "2025-04-14T13:01:28.600454Z",
     "iopub.status.idle": "2025-04-14T13:01:28.606284Z",
     "shell.execute_reply": "2025-04-14T13:01:28.605829Z"
    }
   },
   "outputs": [],
   "source": [
    "landmarks_ras = head.landmarks.points.apply_transform(t_ijk2ras)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10",
   "metadata": {},
   "source": [
    "## Construct landmarks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "11",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:28.608253Z",
     "iopub.status.busy": "2025-04-14T13:01:28.607869Z",
     "iopub.status.idle": "2025-04-14T13:01:29.369246Z",
     "shell.execute_reply": "2025-04-14T13:01:29.368663Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/runner/work/cedalion/cedalion/src/cedalion/geometry/landmarks.py:242: UserWarning: WIP: distance calculation around ears\n",
      "  warnings.warn(\"WIP: distance calculation around ears\")\n"
     ]
    }
   ],
   "source": [
    "lmbuilder = cedalion.geometry.landmarks.LandmarksBuilder1010(scalp_surface, landmarks_ras)\n",
    "all_landmarks = lmbuilder.build()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "13",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:29.371562Z",
     "iopub.status.busy": "2025-04-14T13:01:29.371391Z",
     "iopub.status.idle": "2025-04-14T13:01:30.105307Z",
     "shell.execute_reply": "2025-04-14T13:01:30.104840Z"
    },
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1024x768>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lmbuilder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "14",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-04-14T13:01:30.107520Z",
     "iopub.status.busy": "2025-04-14T13:01:30.107166Z",
     "iopub.status.idle": "2025-04-14T13:01:30.117807Z",
     "shell.execute_reply": "2025-04-14T13:01:30.117410Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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       "\n",
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       "  font-weight: normal;\n",
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (label: 73, aligned: 3)&gt; Size: 2kB\n",
       "&lt;Quantity([[-4.99239750e-02  7.97894669e+01 -3.61411209e+01]\n",
       " [ 1.75606728e+00 -1.00949997e+02 -5.48579865e+01]\n",
       " [-7.19499969e+01 -1.61194057e+01 -5.46569786e+01]\n",
       " [ 7.59499969e+01 -1.30380936e+01 -5.40778427e+01]\n",
       " [-4.69114113e+00 -2.57564888e+01  1.00475578e+02]\n",
       " [-8.25655518e+01 -1.83361855e+01 -2.66997890e+01]\n",
       " [ 8.50526962e+01 -1.57870302e+01 -1.28135719e+01]\n",
       " [-1.54080927e+00  8.74485703e+01  1.28976452e+00]\n",
       " [-3.02458239e+00  7.78819656e+01  4.12112923e+01]\n",
       " [-4.10502481e+00  5.12564507e+01  7.33338242e+01]\n",
       " [-4.62859392e+00  1.48468704e+01  9.25502930e+01]\n",
       " [-4.17725658e+00 -6.60458374e+01  9.34200821e+01]\n",
       " [-2.85223293e+00 -9.46670227e+01  6.35407906e+01]\n",
       " [-1.28595889e+00 -1.10956093e+02  2.54971142e+01]\n",
       " [ 3.18488479e-01 -1.16504837e+02 -1.52032127e+01]\n",
       " [-3.06368866e+01  8.28258667e+01 -5.99113083e+00]\n",
       " [-5.46991692e+01  6.75067520e+01 -1.29668846e+01]\n",
       " [-6.86669846e+01  4.15411911e+01 -1.84337406e+01]\n",
       " [-7.93556747e+01  1.36666317e+01 -2.32817936e+01]\n",
       " [-8.35859604e+01 -4.53174896e+01 -2.91818581e+01]\n",
       "...\n",
       " [ 3.40733261e+01  7.58159790e+01  2.89205475e+01]\n",
       " [ 4.56429977e+01  7.29144363e+01  1.29440489e+01]\n",
       " [-7.77949448e+01 -5.24241524e+01  1.06570177e+01]\n",
       " [-6.71673355e+01 -5.92329941e+01  4.93465042e+01]\n",
       " [-4.14317245e+01 -6.42502289e+01  7.96890640e+01]\n",
       " [ 3.60008316e+01 -6.41902618e+01  8.72871475e+01]\n",
       " [ 6.66431046e+01 -5.88866768e+01  6.11364479e+01]\n",
       " [ 8.08320007e+01 -5.19773712e+01  2.44334316e+01]\n",
       " [-6.63746567e+01 -8.01964035e+01  2.91434383e+00]\n",
       " [-5.58452682e+01 -8.74079132e+01  3.20668449e+01]\n",
       " [-3.33801575e+01 -9.26997681e+01  5.41993027e+01]\n",
       " [ 2.88454914e+01 -9.34314880e+01  6.02286034e+01]\n",
       " [ 5.44201660e+01 -8.85375137e+01  4.20879364e+01]\n",
       " [ 6.82210312e+01 -8.12486954e+01  1.38504372e+01]\n",
       " [-4.87957840e+01 -1.02225250e+02 -6.95061302e+00]\n",
       " [-3.82177429e+01 -1.06838860e+02  9.88006401e+00]\n",
       " [-2.25627651e+01 -1.10200142e+02  2.23148594e+01]\n",
       " [ 1.79007702e+01 -1.10253891e+02  2.33871746e+01]\n",
       " [ 3.62451439e+01 -1.07865463e+02  1.51914787e+01]\n",
       " [ 5.00070915e+01 -1.03793289e+02  8.37729096e-01]], &#x27;millimeter&#x27;)&gt;\n",
       "Coordinates:\n",
       "  * label    (label) &lt;U3 876B &#x27;Nz&#x27; &#x27;Iz&#x27; &#x27;LPA&#x27; &#x27;RPA&#x27; ... &#x27;PO1&#x27; &#x27;PO2&#x27; &#x27;PO4&#x27; &#x27;PO6&#x27;\n",
       "    type     (label) object 584B PointType.LANDMARK ... PointType.LANDMARK\n",
       "Dimensions without coordinates: aligned</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'>label</span>: 73</li><li><span>aligned</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-36b2d6bb-23a9-44c7-acec-c1241de9bf9c' class='xr-array-in' type='checkbox' checked><label for='section-36b2d6bb-23a9-44c7-acec-c1241de9bf9c' 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>[mm] -0.04992 79.79 -36.14 1.756 -100.9 ... 15.19 50.01 -103.8 0.8377</span></div><div class='xr-array-data'><table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[[-0.049923974968208995 79.78946685798357 -36.141120910602574] [1.7560672759991718 -100.94999694824472 -54.85798645019674] [-71.94999694821304 -16.11940574641916 -54.6569786071544] [75.94999694827212 -13.038093566852638 -54.0778427123784] [-4.691141128540039 -25.756488800048828 100.47557830810547] [-82.5655517578125 -18.336185455322266 -26.69978904724121] [85.05269622802734 -15.787030220031738 -12.81357192993164] [-1.5408092737197876 87.44857025146484 1.2897645235061646] [-3.0245823860168457 77.88196563720703 41.2112922668457] [-4.105024814605713 51.25645065307617 73.33382415771484] [-4.628593921661377 14.846870422363281 92.55029296875] [-4.1772565841674805 -66.04583740234375 93.42008209228516] [-2.8522329330444336 -94.66702270507812 63.54079055786133] [-1.2859588861465454 -110.95609283447266 25.497114181518555] [0.3184884786605835 -116.50483703613281 -15.20321273803711] [-30.636886596679688 82.82586669921875 -5.991130828857422] [-54.69916915893555 67.50675201416016 -12.96688461303711] [-68.66698455810547 41.54119110107422 -18.433740615844727] [-79.35567474365234 13.666631698608398 -23.28179359436035] [-83.5859603881836 -45.31748962402344 -29.18185806274414] [-70.63859558105469 -72.37130737304688 -28.35895538330078] [-53.12721633911133 -96.88961029052734 -26.2436580657959] [-28.536409378051758 -112.93112182617188 -21.746410369873047] [28.870460510253906 83.3807144165039 -1.0800517797470093] [55.80402374267578 69.82896423339844 -3.9773178100585938] [72.7353515625 44.784603118896484 -7.124852657318115] [82.27838134765625 15.664992332458496 -10.10301685333252] [85.2383804321289 -44.72811508178711 -15.148682594299316] [73.93609619140625 -73.48027801513672 -16.696746826171875] [56.770389556884766 -98.6388168334961 -17.56243896484375] [30.42167854309082 -113.06233215332031 -16.949594497680664] [-80.4554672241211 -21.27657699584961 15.179306030273438] [-71.38397216796875 -23.99738311767578 56.03963851928711] [-43.49075698852539 -25.59850311279297 86.7659683227539] [36.19576644897461 -24.311840057373047 92.3183364868164] [69.08027648925781 -21.816564559936523 67.05023193359375] [83.93505859375 -18.759674072265625 28.561908721923828] [-76.87590026855469 13.786526679992676 15.120991706848145] [-66.26612854003906 14.001184463500977 51.72378158569336] [-40.443267822265625 14.3814697265625 79.9527587890625] [32.22992706298828 15.27689266204834 84.56328582763672] [62.49685287475586 15.591115951538086 61.35426712036133] [80.25892639160156 15.728995323181152 27.81899642944336] [-66.28491973876953 44.547115325927734 12.796595573425293] [-54.43149948120117 47.480201721191406 41.73345947265625] [-32.736419677734375 49.86574172973633 63.3244743347168] [26.65609359741211 51.317283630371094 69.01292419433594] [50.66279220581055 49.85566329956055 49.76904296875] [66.74640655517578 47.54269027709961 22.848833084106445] [-47.15590286254883 71.00873565673828 5.63390588760376] [-36.4792366027832 74.15408325195312 22.216739654541016] [-21.759967803955078 76.65960693359375 35.2292594909668] [17.407804489135742 77.67813873291016 39.466941833496094] [34.073326110839844 75.81597900390625 28.920547485351562] [45.64299774169922 72.91443634033203 12.944048881530762] [-77.7949447631836 -52.42415237426758 10.657017707824707] [-67.1673355102539 -59.232994079589844 49.34650421142578] [-41.431724548339844 -64.25022888183594 79.6890640258789] [36.000831604003906 -64.19026184082031 87.28714752197266] [66.64310455322266 -58.88667678833008 61.13644790649414] [80.83200073242188 -51.97737121582031 24.43343162536621] [-66.3746566772461 -80.19640350341797 2.91434383392334] [-55.84526824951172 -87.40791320800781 32.06684494018555] [-33.380157470703125 -92.69976806640625 54.199302673339844] [28.845491409301758 -93.43148803710938 60.22860336303711] [54.420166015625 -88.53751373291016 42.08793640136719] [68.22103118896484 -81.24869537353516 13.85043716430664] [-48.79578399658203 -102.22525024414062 -6.950613021850586] [-38.217742919921875 -106.83885955810547 9.880064010620117] [-22.56276512145996 -110.20014190673828 22.31485939025879] [17.90077018737793 -110.25389099121094 23.387174606323242] [36.24514389038086 -107.86546325683594 15.191478729248047] [50.0070915222168 -103.79328918457031 0.8377290964126587]]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>millimeter</td></tr></tbody></table></div></div></li><li class='xr-section-item'><input id='section-a2d5146f-903c-46bf-a965-77114f310947' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a2d5146f-903c-46bf-a965-77114f310947' class='xr-section-summary' >Coordinates: <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-var-name'><span class='xr-has-index'>label</span></div><div class='xr-var-dims'>(label)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;Nz&#x27; &#x27;Iz&#x27; &#x27;LPA&#x27; ... &#x27;PO4&#x27; &#x27;PO6&#x27;</div><input id='attrs-1a758c3c-06b5-44a5-8721-39a8d5ca0e27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a758c3c-06b5-44a5-8721-39a8d5ca0e27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ab223b0-9f0b-4d9b-b60c-d38290817444' class='xr-var-data-in' type='checkbox'><label for='data-3ab223b0-9f0b-4d9b-b60c-d38290817444' 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;Nz&#x27;, &#x27;Iz&#x27;, &#x27;LPA&#x27;, &#x27;RPA&#x27;, &#x27;Cz&#x27;, &#x27;T7&#x27;, &#x27;T8&#x27;, &#x27;Fpz&#x27;, &#x27;AFz&#x27;, &#x27;Fz&#x27;, &#x27;FCz&#x27;,\n",
       "       &#x27;CPz&#x27;, &#x27;Pz&#x27;, &#x27;POz&#x27;, &#x27;Oz&#x27;, &#x27;Fp1&#x27;, &#x27;AF7&#x27;, &#x27;F7&#x27;, &#x27;FT7&#x27;, &#x27;TP7&#x27;, &#x27;P7&#x27;, &#x27;PO7&#x27;,\n",
       "       &#x27;O1&#x27;, &#x27;Fp2&#x27;, &#x27;AF8&#x27;, &#x27;F8&#x27;, &#x27;FT8&#x27;, &#x27;TP8&#x27;, &#x27;P8&#x27;, &#x27;PO8&#x27;, &#x27;O2&#x27;, &#x27;C5&#x27;, &#x27;C3&#x27;,\n",
       "       &#x27;C1&#x27;, &#x27;C2&#x27;, &#x27;C4&#x27;, &#x27;C6&#x27;, &#x27;FC5&#x27;, &#x27;FC3&#x27;, &#x27;FC1&#x27;, &#x27;FC2&#x27;, &#x27;FC4&#x27;, &#x27;FC6&#x27;, &#x27;F5&#x27;,\n",
       "       &#x27;F3&#x27;, &#x27;F1&#x27;, &#x27;F2&#x27;, &#x27;F4&#x27;, &#x27;F6&#x27;, &#x27;AF5&#x27;, &#x27;AF3&#x27;, &#x27;AF1&#x27;, &#x27;AF2&#x27;, &#x27;AF4&#x27;, &#x27;AF6&#x27;,\n",
       "       &#x27;CP5&#x27;, &#x27;CP3&#x27;, &#x27;CP1&#x27;, &#x27;CP2&#x27;, &#x27;CP4&#x27;, &#x27;CP6&#x27;, &#x27;P5&#x27;, &#x27;P3&#x27;, &#x27;P1&#x27;, &#x27;P2&#x27;, &#x27;P4&#x27;,\n",
       "       &#x27;P6&#x27;, &#x27;PO5&#x27;, &#x27;PO3&#x27;, &#x27;PO1&#x27;, &#x27;PO2&#x27;, &#x27;PO4&#x27;, &#x27;PO6&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>type</span></div><div class='xr-var-dims'>(label)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>PointType.LANDMARK ... PointType...</div><input id='attrs-78b2dc13-e987-4c33-9b68-2af755c01ad9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78b2dc13-e987-4c33-9b68-2af755c01ad9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1667791c-6603-431f-8918-85558f0cad60' class='xr-var-data-in' type='checkbox'><label for='data-1667791c-6603-431f-8918-85558f0cad60' 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([&lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;, &lt;PointType.LANDMARK: 3&gt;,\n",
       "       &lt;PointType.LANDMARK: 3&gt;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7ab44369-d088-4e03-a827-25be2f19055e' class='xr-section-summary-in' type='checkbox'  ><label for='section-7ab44369-d088-4e03-a827-25be2f19055e' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>label</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-12c8140e-46b0-4486-bedd-81d54c2c4c19' class='xr-index-data-in' type='checkbox'/><label for='index-12c8140e-46b0-4486-bedd-81d54c2c4c19' 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;Nz&#x27;, &#x27;Iz&#x27;, &#x27;LPA&#x27;, &#x27;RPA&#x27;, &#x27;Cz&#x27;, &#x27;T7&#x27;, &#x27;T8&#x27;, &#x27;Fpz&#x27;, &#x27;AFz&#x27;, &#x27;Fz&#x27;, &#x27;FCz&#x27;,\n",
       "       &#x27;CPz&#x27;, &#x27;Pz&#x27;, &#x27;POz&#x27;, &#x27;Oz&#x27;, &#x27;Fp1&#x27;, &#x27;AF7&#x27;, &#x27;F7&#x27;, &#x27;FT7&#x27;, &#x27;TP7&#x27;, &#x27;P7&#x27;, &#x27;PO7&#x27;,\n",
       "       &#x27;O1&#x27;, &#x27;Fp2&#x27;, &#x27;AF8&#x27;, &#x27;F8&#x27;, &#x27;FT8&#x27;, &#x27;TP8&#x27;, &#x27;P8&#x27;, &#x27;PO8&#x27;, &#x27;O2&#x27;, &#x27;C5&#x27;, &#x27;C3&#x27;,\n",
       "       &#x27;C1&#x27;, &#x27;C2&#x27;, &#x27;C4&#x27;, &#x27;C6&#x27;, &#x27;FC5&#x27;, &#x27;FC3&#x27;, &#x27;FC1&#x27;, &#x27;FC2&#x27;, &#x27;FC4&#x27;, &#x27;FC6&#x27;, &#x27;F5&#x27;,\n",
       "       &#x27;F3&#x27;, &#x27;F1&#x27;, &#x27;F2&#x27;, &#x27;F4&#x27;, &#x27;F6&#x27;, &#x27;AF5&#x27;, &#x27;AF3&#x27;, &#x27;AF1&#x27;, &#x27;AF2&#x27;, &#x27;AF4&#x27;, &#x27;AF6&#x27;,\n",
       "       &#x27;CP5&#x27;, &#x27;CP3&#x27;, &#x27;CP1&#x27;, &#x27;CP2&#x27;, &#x27;CP4&#x27;, &#x27;CP6&#x27;, &#x27;P5&#x27;, &#x27;P3&#x27;, &#x27;P1&#x27;, &#x27;P2&#x27;, &#x27;P4&#x27;,\n",
       "       &#x27;P6&#x27;, &#x27;PO5&#x27;, &#x27;PO3&#x27;, &#x27;PO1&#x27;, &#x27;PO2&#x27;, &#x27;PO4&#x27;, &#x27;PO6&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;label&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2da944ff-bb88-4721-8487-de83fe08aeb6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2da944ff-bb88-4721-8487-de83fe08aeb6' 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 (label: 73, aligned: 3)> Size: 2kB\n",
       "<Quantity([[-4.99239750e-02  7.97894669e+01 -3.61411209e+01]\n",
       " [ 1.75606728e+00 -1.00949997e+02 -5.48579865e+01]\n",
       " [-7.19499969e+01 -1.61194057e+01 -5.46569786e+01]\n",
       " [ 7.59499969e+01 -1.30380936e+01 -5.40778427e+01]\n",
       " [-4.69114113e+00 -2.57564888e+01  1.00475578e+02]\n",
       " [-8.25655518e+01 -1.83361855e+01 -2.66997890e+01]\n",
       " [ 8.50526962e+01 -1.57870302e+01 -1.28135719e+01]\n",
       " [-1.54080927e+00  8.74485703e+01  1.28976452e+00]\n",
       " [-3.02458239e+00  7.78819656e+01  4.12112923e+01]\n",
       " [-4.10502481e+00  5.12564507e+01  7.33338242e+01]\n",
       " [-4.62859392e+00  1.48468704e+01  9.25502930e+01]\n",
       " [-4.17725658e+00 -6.60458374e+01  9.34200821e+01]\n",
       " [-2.85223293e+00 -9.46670227e+01  6.35407906e+01]\n",
       " [-1.28595889e+00 -1.10956093e+02  2.54971142e+01]\n",
       " [ 3.18488479e-01 -1.16504837e+02 -1.52032127e+01]\n",
       " [-3.06368866e+01  8.28258667e+01 -5.99113083e+00]\n",
       " [-5.46991692e+01  6.75067520e+01 -1.29668846e+01]\n",
       " [-6.86669846e+01  4.15411911e+01 -1.84337406e+01]\n",
       " [-7.93556747e+01  1.36666317e+01 -2.32817936e+01]\n",
       " [-8.35859604e+01 -4.53174896e+01 -2.91818581e+01]\n",
       "...\n",
       " [ 3.40733261e+01  7.58159790e+01  2.89205475e+01]\n",
       " [ 4.56429977e+01  7.29144363e+01  1.29440489e+01]\n",
       " [-7.77949448e+01 -5.24241524e+01  1.06570177e+01]\n",
       " [-6.71673355e+01 -5.92329941e+01  4.93465042e+01]\n",
       " [-4.14317245e+01 -6.42502289e+01  7.96890640e+01]\n",
       " [ 3.60008316e+01 -6.41902618e+01  8.72871475e+01]\n",
       " [ 6.66431046e+01 -5.88866768e+01  6.11364479e+01]\n",
       " [ 8.08320007e+01 -5.19773712e+01  2.44334316e+01]\n",
       " [-6.63746567e+01 -8.01964035e+01  2.91434383e+00]\n",
       " [-5.58452682e+01 -8.74079132e+01  3.20668449e+01]\n",
       " [-3.33801575e+01 -9.26997681e+01  5.41993027e+01]\n",
       " [ 2.88454914e+01 -9.34314880e+01  6.02286034e+01]\n",
       " [ 5.44201660e+01 -8.85375137e+01  4.20879364e+01]\n",
       " [ 6.82210312e+01 -8.12486954e+01  1.38504372e+01]\n",
       " [-4.87957840e+01 -1.02225250e+02 -6.95061302e+00]\n",
       " [-3.82177429e+01 -1.06838860e+02  9.88006401e+00]\n",
       " [-2.25627651e+01 -1.10200142e+02  2.23148594e+01]\n",
       " [ 1.79007702e+01 -1.10253891e+02  2.33871746e+01]\n",
       " [ 3.62451439e+01 -1.07865463e+02  1.51914787e+01]\n",
       " [ 5.00070915e+01 -1.03793289e+02  8.37729096e-01]], 'millimeter')>\n",
       "Coordinates:\n",
       "  * label    (label) <U3 876B 'Nz' 'Iz' 'LPA' 'RPA' ... 'PO1' 'PO2' 'PO4' 'PO6'\n",
       "    type     (label) object 584B PointType.LANDMARK ... PointType.LANDMARK\n",
       "Dimensions without coordinates: aligned"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(all_landmarks)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
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