diff --git a/docs/notebooks/example_subset.ipynb b/docs/notebooks/example_subset.ipynb
index 423e58c..a69445e 100644
--- a/docs/notebooks/example_subset.ipynb
+++ b/docs/notebooks/example_subset.ipynb
@@ -12,69 +12,11 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import packages\n",
-    "from pathlib import Path\n",
-    "import numpy as np\n",
-    "import xarray as xr\n",
-    "import suxarray as sx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Where the test data is located.\n",
-    "# The test data is a subset from a Bay-Delta SCHISM model at Carquinez Strait.\n",
-    "dir_data = Path('../../tests/testdata')\n",
-    "\n",
-    "# Read the test data\n",
-    "files_out2d = [str(p) for p in [dir_data / 'out2d_1.nc', dir_data / 'out2d_2.nc']]\n",
-    "files_zcoords = [str(p) for p in [dir_data / 'zCoordinates_1.nc', dir_data / 'zCoordinates_2.nc']]\n",
-    "grid = sx.open_grid(files_out2d, files_zcoords)\n",
-    "\n",
-    "# We are converting the data to float64 for later calculation.\n",
-    "files_salinity = [dir_data / 'salinity_1.nc', dir_data / 'salinity_2.nc']\n",
-    "ds_salinity = xr.open_mfdataset(files_salinity, parallel=True).astype(np.float64)\n",
-    "sxds = sx.read_schism_nc(grid, ds_salinity)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Visualize the original data\n",
-    "Let's visualize the surface salinity data at the first time step from the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
    "outputs": [
-    {
-     "data": {
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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        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-      "application/vnd.holoviews_load.v0+json": ""
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
-       "<style>*[data-root-id],\n",
+       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
        "*[data-root-id] > * {\n",
        "  box-sizing: border-box;\n",
        "  font-family: var(--jp-ui-font-family);\n",
@@ -84,8 +26,8 @@
        "\n",
        "/* Override VSCode background color */\n",
        ".cell-output-ipywidget-background:has(\n",
-       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
-       "  ),\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
        ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
        "  background-color: transparent !important;\n",
        "}\n",
@@ -95,30 +37,51 @@
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const version = '3.8.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version)?.Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.9.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.2.min.js\", \"https://cdn.holoviz.org/panel/1.9.3/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version)?.Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
+      "application/vnd.holoviews_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        let retries = 0;\n        const open = () => {\n          if (comm.active) {\n            comm.open();\n          } else if (retries > 3) {\n            console.warn('Comm target never activated')\n          } else {\n            retries += 1\n            setTimeout(open, 500)\n          }\n        }\n        if (comm.active) {\n          comm.open();\n        } else {\n          setTimeout(open, 500)\n        }\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        })\n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n",
+      "application/vnd.holoviews_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='p1002'>\n",
-       "  <div id=\"e4658d71-ec93-456e-9556-a453fb8f8666\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "<div id='8a01e1d5-4d8a-4983-a63b-dc8a53da9239'>\n",
+       "  <div id=\"da301f9c-f558-4201-b8d7-949e64bbebaa\" data-root-id=\"8a01e1d5-4d8a-4983-a63b-dc8a53da9239\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"bf2ef58a-c691-48d3-87f8-c261d72326d8\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"65dc72653fb7492aa7f2385dda454fc4\",\"client_comm_id\":\"a15104c25fdb43898f28b365ebdb6b10\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
-       "  var render_items = [{\"docid\":\"bf2ef58a-c691-48d3-87f8-c261d72326d8\",\"roots\":{\"p1002\":\"e4658d71-ec93-456e-9556-a453fb8f8666\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"5ec57cdd-6dac-47f3-ae4e-fdc6bb04114e\":{\"version\":\"3.8.2\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"d95b62bd-95e1-4d5f-b0cd-0ef00100ed4c\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"8172c952-6ef7-44e6-860c-adf540b26bdd\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"8a01e1d5-4d8a-4983-a63b-dc8a53da9239\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"621e5cfd-0ac3-4153-95f7-a3c472ad8478\",\"attributes\":{\"plot_id\":\"8a01e1d5-4d8a-4983-a63b-dc8a53da9239\",\"comm_id\":\"268e8e76f2124b9c9eda618c51b39e51\",\"client_comm_id\":\"30bc5677dddd47efbd0b8b2ba0d0bed8\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"5ec57cdd-6dac-47f3-ae4e-fdc6bb04114e\",\"roots\":{\"8a01e1d5-4d8a-4983-a63b-dc8a53da9239\":\"da301f9c-f558-4201-b8d7-949e64bbebaa\"},\"root_ids\":[\"8a01e1d5-4d8a-4983-a63b-dc8a53da9239\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
        "  }\n",
-       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
-       "  function embed_document(root) {\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
-       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "    for (const render_item of render_items) {\n",
        "      for (const root_id of render_item.root_ids) {\n",
        "\tconst id_el = document.getElementById(root_id)\n",
-       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
        "\t  const root_el = id_el.children[0]\n",
        "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
        "\t}\n",
        "      }\n",
        "    }\n",
@@ -126,12 +89,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -168,7 +131,7 @@
      },
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "p1002"
+       "id": "8a01e1d5-4d8a-4983-a63b-dc8a53da9239"
       }
      },
      "output_type": "display_data"
@@ -176,93 +139,137 @@
     {
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+       "  box-sizing: border-box;\n",
+       "  font-family: var(--jp-ui-font-family);\n",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
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-       "9hcGIqmODLQAHCy2Xti6v/XNRivf43f4fFvIteu854+VHnR7q9tfBlwAAGz+pnndB9vM26UebAe8\n",
-       "SLHujPOTPVW+rwY+sxskAAC2HrA8t2Vvc7ffP1r9o+vwR2dcr92InIAbKKC1FZ5tB1tf+/G8p8sv\n",
-       "N/9Q5zd/XR34LYCwV5JdccMEAMDBk45DH243r/X4xGvqxFa/GNpS7n6rwOwNWwHVE26oAADYurf1\n",
-       "zx/utOzt+DMKYM0p17YtZZ5VNzqfsB2HewG1WXE8PoZ7gOclbTIvynZf9JV+fqZtfgs/8F/Nu5rB\n",
-       "EIBmJ+8QRMmpU7EzGRsf2FzuePqYRbzh/zE26EwdrT10f6r6o8HOYzCJB9Dpff8tbnGLG8L/A/WE\n",
-       "roTBs2RqAAAAAElFTkSuQmCC'\n",
-       "     style='height:25px; border-radius:12px; display: inline-block; float: left; vertical-align: middle'></img>\n",
-       "\n",
-       "\n",
-       "  <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACMAAAAjCAYAAAAe2bNZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAK6wAACusBgosNWgAAABx0RVh0U29mdHdhcmUAQWRvYmUgRmlyZXdvcmtzIENTNui8sowAAAf9SURBVFiFvZh7cFTVHcc/59y7793sJiFAwkvAYDRqFWwdraLVlj61diRYsDjqCFbFKrYo0CltlSq1tLaC2GprGIriGwqjFu10OlrGv8RiK/IICYECSWBDkt3s695zTv9IAtlHeOn0O7Mzu797z+/3Ob/z+p0VfBq9doNFljuABwAXw2PcvGHt6bgwxhz7Ls4YZNVXxxANLENwE2D1W9PAGmAhszZ0/X9gll5yCbHoOirLzmaQs0F6F8QMZq1v/8xgNm7DYwwjgXJLYL4witQ16+sv/U9HdDmV4WrKw6B06cZC/RMrM4MZ7xz61DAbtzEXmAvUAX4pMOVecg9/MFFu3j3Gz7gQBLygS2RGumBkL0cubiFRsR3LzVBV1UMk3IrW73PT9C2lYOwhQB4ClhX1AuKpjLcV27oEjyUpNUJCg1CvcejykWTCXyQgzic2HIIBjg3pS6+uRLKAhumZvD4U+tq0jTrgkVKQQtLekfTtxIPAkhTNF6G7kZm7aPp6M9myKVQEoaYaIhEQYvD781DML/RfBGNZXAl4irJiwBa07e/y7cQnBaJghIX6ENl2GR/fGCBoz6cm5qeyEqQA5ZYA5x5eeiV0Qph4gjFAUSwAr6QllQgcxS/Jm25Cr2Tmpsk03XI9NfI31FTZBEOgVOk51adqDBNPCNPSRlkiDXbBEwOU2WxH+I7itQZ62g56OjM33suq1YsZHVtGZSUI2QdyYgkgOthQNIF7BIGDnRAJgJSgj69cUx1gB8PkOGwL4E1gPrM27gIg7NlGKLQApc7BmEnAxP5g/rw4YqBrCDB5xHkw5rdR/1qTrN/hKNo6YUwVDNpFsnjYS8RbidBPcPXFP6R6yfExuOXmN4A3jv1+8ZUwgY9D2OWjUZE6lO88jDwHI8ZixGiMKSeYTBamCoDk6kDAb6y1OcH1a6KpD/fZesoFw5FlIXAVCIiH4PxrV+p2npVDToTBmtjY8t1swh2V61E9KqWiyuPEjM8dbfxuvfa49Zayf9R136Wr8mBSf/T7bNteA8zwaGEUbFpckWwq95n59dUIywKl2fbOIS5e8bWSu0tJ1a5redAYfqkdjesodFajcgaVNWhXo1C9SrkN3Usmv3UMJrc6/DDwkwEntkEJLe67tSLhvyzK8rHDQWleve5CGk4VZEB1r+5bg2E2si+Y0QatDK6jUVkX5eg2YYlp++ZM+rfMNYamAj8Y7MAVWFqaR1f/t2xzU4IHjybBtthzuiAASqv7jTF7jOqDMAakFHgDNsFyP+FhwZHBmH9F7cutIYkQCylYYv1AZSqsn1/+bX51OMMjPSl2nAnM7hnjOx2v53YgNWAzHM9Q/9l0lQWPSCBSyokAtOBC1Rj+w/1Xs+STDp4/E5g7Rs2zm2+oeVd7PUuHKDf6A4r5EsPT5K3gfCnBXNUYnvGzb+KcCczYYWOnLpy4eOXuG2oec0PBN8XQQAnpvS35AvAykr56rWhPBiV4MvtceGLxk5Mr6A1O8IfK7rl7xJ0r9kyumuP4fa0lMqTBLJIAJqEf1J3qE92lMBndlyfRD2YBghHC4hlny7ASqCeWo5zaoDdIWfnIefNGTb9fC73QDfhyBUCNOxrGPSUBfPem9us253YTV+3mcBbdkUYfzmHiLqZbYdIGHHON2ZlemXouaJUOO6TqtdHEQuXYY8Yt+EbDgmlS6RdzkaDTv2P9A3gICiq93sWhb5mc5wVhuU3Y7m5hOc3So7qFT3SLgOXHb/cyOfMn7xROegoC/PTcn3v8gbKPgDopJFk3R/uBPWQiwQ+2/GJevRMObLUzqe/saJjQUQTTftEVMW9tWxPgAocwcj9abNcZe7s+6t2R2xXZG7zyYLp8Q1PiRBBHym5bYuXi8Qt+/LvGu9f/5YDAxABsaRNPH6Xr4D4Sk87a897SOy9v/fKwjoF2eQel95yDESGEF6gEMwKhLwKus3wOVjTtes7qzgLdXTMnNCNoEpbcrtNuq6N7Xh/+eqcbj94xQkp7mdKpW5XbtbR8Z26kgMCAf2UU5YEovRUVRHbu2b3vK1UdDFkDCyMRQxbpdv8nhKAGIa7QaQedzT07fFPny53R738JoVYBdVrnsNx9XZ9v33UeGO+AA2MMUkgqQ5UcdDLZSFeVgONnXeHqSAC5Ew1BXwko0D1Zct3dT1duOjS3MzZnEUJtBuoQAq3SGOLR4ekjn9NC5nVOaYXf9lETrUkmOJy3pOz8OKIb2A1cWhJCCEzOxU2mUPror+2/L3yyM3pkM7jTjr1nBOgkGeyQ7erxpdJsMAS9wb2F9rzMxNY1K2PMU0WtZV82VU8Wp6vbKJVo9Lx/+4cydORdxCCQ/kDGTZCWsRpLu7VD7bfKqL8V2orKTp/PtzaXy42jr6TwAuisi+7JolUG4wY+8vyrISCMtRrLKWpvjAOqx/QGhp0rjRo5xD3x98CWQuOQN8qumRMmI7jKZPUEpzNVZsj4Zbaq1to5tZZsKIydLWojhIXrJnES79EaOzv3du2NytKuxzJKAA6wF8xqEE8s2jo/1wd/khslQGxd81Zg62Bbp31XBH+iETt7Y3ELA0iU6iGDlQ5mexe0VEx4a3x8V1AaYwFJgTiwaOsDmeK2J8nMUOqsnB1A+dcA04ucCYt0urkjmflk9iT2v30q/gZn5rQPvor4n9Ou634PeBzoznes/iot/7WnClKoM/+zCIjH5kwT8ChQjTHPIPTjFV3PpU/Hx+DM/A9U3IXI4SPCYAAAAABJRU5ErkJggg=='\n",
-       "       style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
-       "  \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "</div>\n"
+       "/* Override VSCode background color */\n",
+       ".cell-output-ipywidget-background:has(\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
+       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "</style>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = false;\n  const version = '3.8.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = true;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version)?.Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.9.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version)?.Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
+      "application/vnd.holoviews_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && 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+      "application/vnd.holoviews_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Import packages\n",
+    "from pathlib import Path\n",
+    "import numpy as np\n",
+    "import xarray as xr\n",
+    "import suxarray as sx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Where the test data is located.\n",
+    "# The test data is a subset from a Bay-Delta SCHISM model at Carquinez Strait.\n",
+    "dir_data = Path('../../tests/testdata')\n",
+    "\n",
+    "# Read the test data\n",
+    "files_out2d = [str(p) for p in [dir_data / 'out2d_1.nc', dir_data / 'out2d_2.nc']]\n",
+    "files_zcoords = [str(p) for p in [dir_data / 'zCoordinates_1.nc', dir_data / 'zCoordinates_2.nc']]\n",
+    "grid = sx.open_grid(files_out2d, files_zcoords)\n",
+    "\n",
+    "# We are converting the data to float64 for later calculation.\n",
+    "files_salinity = [dir_data / 'salinity_1.nc', dir_data / 'salinity_2.nc']\n",
+    "ds_salinity = xr.open_mfdataset(files_salinity, parallel=True).astype(np.float64)\n",
+    "\n",
+    "ds_salinity.attrs = {\n",
+    "    \"Conventions\": \"CF-1.8\",\n",
+    "    \"title\": \"Bay-Delta SCHISM model at Carquinez Strait\",\n",
+    "    \"source\": \"SCHISM model\",\n",
+    "}\n",
+    "\n",
+    "sxds = sx.read_schism_nc(grid, ds_salinity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Conventions': 'CF-1.8',\n",
+       " 'title': 'Bay-Delta SCHISM model at Carquinez Strait',\n",
+       " 'source': 'SCHISM model'}"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds_salinity.attrs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Conventions': 'CF-1.8',\n",
+       " 'title': 'Bay-Delta SCHISM model at Carquinez Strait',\n",
+       " 'source': 'SCHISM model'}"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sxds.attrs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualize the original data\n",
+    "Let's visualize the surface salinity data at the first time step from the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
     {
      "data": {},
      "metadata": {},
@@ -272,26 +279,31 @@
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300px));\\n}\",{\"id\":\"2bb82fdc-4dc4-4a77-8a47-8f25d310085f\"},{\"id\":\"fbda7b12-6b34-46c5-b1ed-3d4667f408e9\"},{\"id\":\"844f429a-1d21-4f02-9c17-5faa3c3d72a5\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"b805737e-fee6-40e2-95ac-8ef47d453318\",\"roots\":{\"bb5b6459-eb1c-4375-937d-15be15706a90\":\"f7833790-6248-4376-8980-65f709aebda1\"},\"root_ids\":[\"bb5b6459-eb1c-4375-937d-15be15706a90\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
        "  }\n",
-       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
-       "  function embed_document(root) {\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
-       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "    for (const render_item of render_items) {\n",
        "      for (const root_id of render_item.root_ids) {\n",
        "\tconst id_el = document.getElementById(root_id)\n",
-       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
        "\t  const root_el = id_el.children[0]\n",
        "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
        "\t}\n",
        "      }\n",
        "    }\n",
@@ -299,12 +311,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -342,10 +354,10 @@
        ":Image   [x,y]   (x_y salinity)"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 5,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "p1004"
+       "id": "bb5b6459-eb1c-4375-937d-15be15706a90"
       }
      },
      "output_type": "execute_result"
@@ -368,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -380,26 +392,31 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='p1073'>\n",
-       "  <div id=\"c7dddd41-a4a6-4290-97c7-6372222ccd7b\" data-root-id=\"p1073\" style=\"display: contents;\"></div>\n",
+       "<div id='353ee0b0-bab8-4a35-92a5-ef1c0e8952d7'>\n",
+       "  <div id=\"be9e9eac-bf03-45c2-a849-9c88d853361b\" data-root-id=\"353ee0b0-bab8-4a35-92a5-ef1c0e8952d7\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"73899669-f6a6-4c8d-bf36-707f1ae559e3\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1073\",\"attributes\":{\"name\":\"Row01104\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: 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+       "  var render_items = [{\"docid\":\"3e4f9fa0-7562-4076-884a-88e5652a7686\",\"roots\":{\"353ee0b0-bab8-4a35-92a5-ef1c0e8952d7\":\"be9e9eac-bf03-45c2-a849-9c88d853361b\"},\"root_ids\":[\"353ee0b0-bab8-4a35-92a5-ef1c0e8952d7\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
        "  }\n",
-       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
-       "  function embed_document(root) {\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
-       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "    for (const render_item of render_items) {\n",
        "      for (const root_id of render_item.root_ids) {\n",
        "\tconst id_el = document.getElementById(root_id)\n",
-       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
        "\t  const root_el = id_el.children[0]\n",
        "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
        "\t}\n",
        "      }\n",
        "    }\n",
@@ -407,12 +424,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -450,10 +467,10 @@
        ":Image   [x,y]   (x_y salinity)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "p1073"
+       "id": "353ee0b0-bab8-4a35-92a5-ef1c0e8952d7"
       }
      },
      "output_type": "execute_result"
@@ -465,11 +482,4802 @@
     "sxda_subset = sxds.salinity.subset.bounding_box_xy(bounding_x, bounding_y)\n",
     "sxda_subset.isel(time=0, n_layer=-1).topological_mean(destination=\"face\").plot().opts(width=600, height=350)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
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+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
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+       "  --xr-background-color-row-odd: var(\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
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+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
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+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
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+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-obj-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.SxDataArray &#x27;salinity&#x27; (time: 96, n_node: 62, n_layer: 23)&gt; Size: 1MB\n",
+       "dask.array&lt;getitem, shape=(96, 62, 23), dtype=float64, chunksize=(48, 62, 23), chunktype=numpy.ndarray&gt;\n",
+       "Coordinates:\n",
+       "  * time                 (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2...\n",
+       "    node_x               (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    node_y               (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    SCHISM_hgrid_node_x  (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    SCHISM_hgrid_node_y  (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    node_z               (n_node) float32 248B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "Dimensions without coordinates: n_node, n_layer\n",
+       "Attributes:\n",
+       "    i23d:          2\n",
+       "    location:      node\n",
+       "    grid_mapping:  crs\n",
+       "    mesh:          SCHISM_hgrid</pre><div class='xr-wrap' style='display:none'><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",
+       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
+       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-obj-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.SxDataArray &#x27;salinity&#x27; (time: 96, n_node: 62, n_layer: 23)&gt; Size: 1MB\n",
+       "dask.array&lt;getitem, shape=(96, 62, 23), dtype=float64, chunksize=(48, 62, 23), chunktype=numpy.ndarray&gt;\n",
+       "Coordinates:\n",
+       "  * time                 (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2...\n",
+       "    node_x               (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    node_y               (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    SCHISM_hgrid_node_x  (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    SCHISM_hgrid_node_y  (n_node) float64 496B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "    node_z               (n_node) float32 248B dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;\n",
+       "Dimensions without coordinates: n_node, n_layer\n",
+       "Attributes:\n",
+       "    i23d:          2\n",
+       "    location:      node\n",
+       "    grid_mapping:  crs\n",
+       "    mesh:          SCHISM_hgrid</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.SxDataArray</div><div class='xr-array-name'>'salinity'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 96</li><li><span>n_node</span>: 62</li><li><span>n_layer</span>: 23</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-aecbb2db-2f26-4f2d-9707-221ed0651fed' class='xr-array-in' type='checkbox' checked><label for='section-aecbb2db-2f26-4f2d-9707-221ed0651fed' 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>dask.array&lt;chunksize=(48, 62, 23), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 1.04 MiB </td>\n",
+       "                        <td> 534.75 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (96, 62, 23) </td>\n",
+       "                        <td> (48, 62, 23) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 2 chunks in 7 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"173\" height=\"198\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"10\" y1=\"77\" x2=\"80\" y2=\"148\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
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+       "</table></div></div></li><li class='xr-section-item'><input id='section-30619ff3-ab1a-4583-937f-16be280e4423' class='xr-section-summary-in' type='checkbox' checked /><label for='section-30619ff3-ab1a-4583-937f-16be280e4423' class='xr-section-summary' title='Expand/collapse section'>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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2014-12-17T16:30:00 ... 2014-12-...</div><input id='attrs-db720b9c-44ab-4fe8-97f8-3ff2213ee3a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db720b9c-44ab-4fe8-97f8-3ff2213ee3a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c47a085-57af-4838-a7e3-cae51bf4050a' class='xr-var-data-in' type='checkbox'><label for='data-1c47a085-57af-4838-a7e3-cae51bf4050a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>i23d :</span></dt><dd>0</dd><dt><span>base_date :</span></dt><dd> 2013 10 24       0.00       8.00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2014-12-17T16:30:00.000000000&#x27;, &#x27;2014-12-17T17:00:00.000000000&#x27;,\n",
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+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_x</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;</div><input id='attrs-28bbdad5-ab64-475c-ad05-b0108de3932f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28bbdad5-ab64-475c-ad05-b0108de3932f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f372ab5-c1bf-48ff-b1a9-949a11de1f42' class='xr-var-data-in' type='checkbox'><label for='data-3f372ab5-c1bf-48ff-b1a9-949a11de1f42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 496 B </td>\n",
+       "                        <td> 496 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (62,) </td>\n",
+       "                        <td> (62,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"170\" height=\"77\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"27\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"27\" style=\"stroke-width:2\" />\n",
+       "\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_y</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;</div><input id='attrs-c57412b8-54a1-4784-8d45-9049e7ed26b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c57412b8-54a1-4784-8d45-9049e7ed26b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0372fc4-58c4-4394-8dcd-8f0509fb59d4' class='xr-var-data-in' type='checkbox'><label for='data-e0372fc4-58c4-4394-8dcd-8f0509fb59d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 496 B </td>\n",
+       "                        <td> 496 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (62,) </td>\n",
+       "                        <td> (62,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SCHISM_hgrid_node_x</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;</div><input id='attrs-5f42286f-ff0d-4f7c-809e-44e17e6c1f9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f42286f-ff0d-4f7c-809e-44e17e6c1f9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b17cb0-f581-45ff-8715-fcc27fa3c244' class='xr-var-data-in' type='checkbox'><label for='data-e0b17cb0-f581-45ff-8715-fcc27fa3c244' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 496 B </td>\n",
+       "                        <td> 496 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (62,) </td>\n",
+       "                        <td> (62,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"170\" height=\"77\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SCHISM_hgrid_node_y</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;</div><input id='attrs-adc1c011-313d-4f9a-8d68-2bdc07a2b845' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-adc1c011-313d-4f9a-8d68-2bdc07a2b845' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70aed190-da8d-477d-8802-87f785f82fd3' class='xr-var-data-in' type='checkbox'><label for='data-70aed190-da8d-477d-8802-87f785f82fd3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 496 B </td>\n",
+       "                        <td> 496 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (62,) </td>\n",
+       "                        <td> (62,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"170\" height=\"77\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "\n",
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+       "  <text x=\"60.0\" y=\"47.84574239057898\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >62</text>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_z</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(62,), meta=np.ndarray&gt;</div><input id='attrs-b397a298-eba7-4fcc-8ad0-c741b4dd3521' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b397a298-eba7-4fcc-8ad0-c741b4dd3521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-234e88e2-cad0-4114-835b-e8241a256396' class='xr-var-data-in' type='checkbox'><label for='data-234e88e2-cad0-4114-835b-e8241a256396' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>i23d :</span></dt><dd>2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 248 B </td>\n",
+       "                        <td> 248 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (62,) </td>\n",
+       "                        <td> (62,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 7 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
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+       "</svg>\n",
+       "        </td>\n",
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+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed49d1da-d149-4cad-9415-948775ed62a8' class='xr-section-summary-in' type='checkbox' /><label for='section-ed49d1da-d149-4cad-9415-948775ed62a8' class='xr-section-summary' title='Expand/collapse section'>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>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-605271cb-73c1-4e3f-8e4e-2f4c540a3fde' class='xr-index-data-in' type='checkbox'/><label for='index-605271cb-73c1-4e3f-8e4e-2f4c540a3fde' 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(DatetimeIndex([&#x27;2014-12-17 16:30:00&#x27;, &#x27;2014-12-17 17:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 17:30:00&#x27;, &#x27;2014-12-17 18:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 18:30:00&#x27;, &#x27;2014-12-17 19:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 19:30:00&#x27;, &#x27;2014-12-17 20:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 20:30:00&#x27;, &#x27;2014-12-17 21:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 21:30:00&#x27;, &#x27;2014-12-17 22:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 22:30:00&#x27;, &#x27;2014-12-17 23:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 23:30:00&#x27;, &#x27;2014-12-18 00:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 00:30:00&#x27;, &#x27;2014-12-18 01:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 01:30:00&#x27;, &#x27;2014-12-18 02:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 02:30:00&#x27;, &#x27;2014-12-18 03:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 03:30:00&#x27;, &#x27;2014-12-18 04:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 04:30:00&#x27;, &#x27;2014-12-18 05:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 05:30:00&#x27;, &#x27;2014-12-18 06:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 06:30:00&#x27;, &#x27;2014-12-18 07:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 07:30:00&#x27;, &#x27;2014-12-18 08:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 08:30:00&#x27;, &#x27;2014-12-18 09:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 09:30:00&#x27;, &#x27;2014-12-18 10:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 10:30:00&#x27;, &#x27;2014-12-18 11:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 11:30:00&#x27;, &#x27;2014-12-18 12:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 12:30:00&#x27;, &#x27;2014-12-18 13:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 13:30:00&#x27;, &#x27;2014-12-18 14:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 14:30:00&#x27;, &#x27;2014-12-18 15:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 15:30:00&#x27;, &#x27;2014-12-18 16:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 16:30:00&#x27;, &#x27;2014-12-18 17:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 17:30:00&#x27;, &#x27;2014-12-18 18:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 18:30:00&#x27;, &#x27;2014-12-18 19:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 19:30:00&#x27;, &#x27;2014-12-18 20:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 20:30:00&#x27;, &#x27;2014-12-18 21:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 21:30:00&#x27;, &#x27;2014-12-18 22:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 22:30:00&#x27;, &#x27;2014-12-18 23:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 23:30:00&#x27;, &#x27;2014-12-19 00:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 00:30:00&#x27;, &#x27;2014-12-19 01:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 01:30:00&#x27;, &#x27;2014-12-19 02:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 02:30:00&#x27;, &#x27;2014-12-19 03:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 03:30:00&#x27;, &#x27;2014-12-19 04:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 04:30:00&#x27;, &#x27;2014-12-19 05:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 05:30:00&#x27;, &#x27;2014-12-19 06:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 06:30:00&#x27;, &#x27;2014-12-19 07:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 07:30:00&#x27;, &#x27;2014-12-19 08:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 08:30:00&#x27;, &#x27;2014-12-19 09:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 09:30:00&#x27;, &#x27;2014-12-19 10:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 10:30:00&#x27;, &#x27;2014-12-19 11:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 11:30:00&#x27;, &#x27;2014-12-19 12:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 12:30:00&#x27;, &#x27;2014-12-19 13:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 13:30:00&#x27;, &#x27;2014-12-19 14:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 14:30:00&#x27;, &#x27;2014-12-19 15:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 15:30:00&#x27;, &#x27;2014-12-19 16:00:00&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0cacdf0c-a70e-4f5d-9196-aca96dca739e' class='xr-section-summary-in' type='checkbox' checked /><label for='section-0cacdf0c-a70e-4f5d-9196-aca96dca739e' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>i23d :</span></dt><dd>2</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd></dl></div></li></ul></div></div><details><summary>Show Grid Information</summary><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
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+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
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+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
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+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-obj-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;uxarray.Grid&gt;\n",
+       "Original Grid Type: UGRID\n",
+       "Grid Dimensions:\n",
+       "  * n_node: 62\n",
+       "  * n_face: 66\n",
+       "  * n_max_face_nodes: 4\n",
+       "Grid Coordinates (Spherical):\n",
+       "  * node_lon: (62,)\n",
+       "  * node_lat: (62,)\n",
+       "  * face_lon: (66,)\n",
+       "  * face_lat: (66,)\n",
+       "Grid Coordinates (Cartesian):\n",
+       "  * node_x: (62,)\n",
+       "  * node_y: (62,)\n",
+       "  * node_z: (62,)\n",
+       "  * face_x: (66,)\n",
+       "  * face_y: (66,)\n",
+       "  * face_z: (66,)\n",
+       "Grid Connectivity Variables:\n",
+       "  * face_node_connectivity: (66, 4)\n",
+       "Grid Descriptor Variables:\n",
+       "</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.SxDataArray.uxgrid</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d78b1145-007f-4af3-9193-99a6f91f8358' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-d78b1145-007f-4af3-9193-99a6f91f8358' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>n_node</span>: 62</li><li><span>n_face</span>: 66</li><li><span>n_max_face_nodes</span>: 4</li><li><span class='xr-has-index'>time</span>: 96</li><li><span>n_layer</span>: 23</li></ul></div></li><li class='xr-section-item'><input id='section-d085e7a4-0eac-4b96-900c-03904496b297' class='xr-section-summary-in' type='checkbox' /><label for='section-d085e7a4-0eac-4b96-900c-03904496b297' class='xr-section-summary' title='Expand/collapse section'>Spherical Coordinates: <span>(4)</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>node_lon</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-122.2 -122.2 ... -122.2 -122.2</div><input id='attrs-accefcbf-206a-4f32-9b64-ca668b5b9177' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-accefcbf-206a-4f32-9b64-ca668b5b9177' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4ef2885-8cf9-4dc3-af6b-350c9f502681' class='xr-var-data-in' type='checkbox'><label for='data-b4ef2885-8cf9-4dc3-af6b-350c9f502681' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-122.21136008, -122.21160547, -122.21020103, -122.2111435 ,\n",
+       "       -122.21060711, -122.20910959, -122.20871503, -122.21047002,\n",
+       "       -122.21098603, -122.20911214, -122.20995592, -122.20941716,\n",
+       "       -122.20957172, -122.20791834, -122.20742189, -122.20848879,\n",
+       "       -122.20792846, -122.20670283, -122.20581076, -122.20939266,\n",
+       "       -122.20973616, -122.20805935, -122.20884571, -122.20842433,\n",
+       "       -122.20705472, -122.2075472 , -122.20621197, -122.20526039,\n",
+       "       -122.20834435, -122.20858695, -122.20702682, -122.20778198,\n",
+       "       -122.20728977, -122.20652   , -122.20562487, -122.20476337,\n",
+       "       -122.20752804, -122.20601067, -122.20674445, -122.20627386,\n",
+       "       -122.20558279, -122.20493839, -122.20427778, -122.20647854,\n",
+       "       -122.20572333, -122.20524367, -122.20461941, -122.20421712,\n",
+       "       -122.20360233, -122.20544261, -122.20472436, -122.20416502,\n",
+       "       -122.2035579 , -122.20442509, -122.20374717, -122.20309331,\n",
+       "       -122.20262375, -122.20140485, -122.20345368, -122.20223163,\n",
+       "       -122.20146367, -122.20249313])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_lat</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.06 38.06 38.06 ... 38.06 38.06</div><input id='attrs-a9f22bd2-adad-4280-8b65-b01436a0ab1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9f22bd2-adad-4280-8b65-b01436a0ab1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e16cfa1f-f6b4-4090-a81d-5e0399674f5a' class='xr-var-data-in' type='checkbox'><label for='data-e16cfa1f-f6b4-4090-a81d-5e0399674f5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([38.06382267, 38.06305347, 38.06356595, 38.06450545, 38.06553325,\n",
+       "       38.06623607, 38.06677687, 38.06278926, 38.06507579, 38.06328329,\n",
+       "       38.06425828, 38.06572713, 38.06520823, 38.06676159, 38.06714262,\n",
+       "       38.06592158, 38.06628985, 38.06753522, 38.06738103, 38.06249982,\n",
+       "       38.06481657, 38.06297977, 38.06398682, 38.06517139, 38.06647772,\n",
+       "       38.06567658, 38.06662245, 38.06681844, 38.06219454, 38.06458415,\n",
+       "       38.06265106, 38.06369179, 38.0648958 , 38.06559953, 38.06597696,\n",
+       "       38.06621114, 38.06431816, 38.06229712, 38.06336304, 38.06458512,\n",
+       "       38.06506163, 38.06543652, 38.06560166, 38.06398383, 38.06299987,\n",
+       "       38.06415321, 38.06458799, 38.06500903, 38.0651323 , 38.06360947,\n",
+       "       38.06260629, 38.06375548, 38.0644146 , 38.06320198, 38.06218437,\n",
+       "       38.06324108, 38.06407245, 38.06430841, 38.06277505, 38.06295836,\n",
+       "       38.06335015, 38.06233178])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lon</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-122.2 -122.2 ... -122.2 -122.2</div><input id='attrs-1728f05e-eb4b-420c-97a4-280b41dc15c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1728f05e-eb4b-420c-97a4-280b41dc15c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e2ff2c4-b391-47aa-9a6b-67dbf90f3222' class='xr-var-data-in' type='checkbox'><label for='data-9e2ff2c4-b391-47aa-9a6b-67dbf90f3222' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([-122.21090915, -122.21066513, -122.20979396, -122.2095287 ,\n",
+       "       -122.2104554 , -122.21022525, -122.20986533, -122.20900518,\n",
+       "       -122.20877114, -122.20837743, -122.20818727, -122.20872712,\n",
+       "       -122.20844979, -122.20928118, -122.20877676, -122.20913774,\n",
+       "       -122.20907979, -122.20763384, -122.20746498, -122.20705981,\n",
+       "       -122.20798815, -122.20815344, -122.20751013, -122.20624185,\n",
+       "       -122.2066565 , -122.20576104, -122.20740315, -122.20818567,\n",
+       "       -122.20795727, -122.20775376, -122.20659556, -122.20704064,\n",
+       "       -122.20711899, -122.20569908, -122.20611895, -122.20521621,\n",
+       "       -122.20637632, -122.20713325, -122.20689255, -122.20669454,\n",
+       "       -122.20612555, -122.20590922, -122.20510888, -122.20538202,\n",
+       "       -122.20465985, -122.20609723, -122.20585967, -122.20570011,\n",
+       "       -122.20504686, -122.20514863, -122.20447776, -122.20459164,\n",
+       "       -122.20403241, -122.20507885, -122.2048191 , -122.20467603,\n",
+       "       -122.20411411, -122.20413148, -122.20379245, -122.20408757,\n",
+       "       -122.20378427, -122.20360541, -122.20281794, -122.20264956,\n",
+       "       -122.20183076, -122.20210635])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lat</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.06 38.06 38.06 ... 38.06 38.06</div><input id='attrs-6c97c0b2-49ae-49a6-a397-1386e4cb7e25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c97c0b2-49ae-49a6-a397-1386e4cb7e25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb216358-7756-4a21-91b0-096fe3afaf7c' class='xr-var-data-in' type='checkbox'><label for='data-cb216358-7756-4a21-91b0-096fe3afaf7c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([38.06330784, 38.06403809, 38.06303458, 38.06377359, 38.06466402,\n",
+       "       38.06515846, 38.06548954, 38.06596159, 38.06631151, 38.06632943,\n",
+       "       38.06660944, 38.06273936, 38.06348542, 38.06441145, 38.0656067 ,\n",
+       "       38.06536892, 38.06494509, 38.06650972, 38.06679398, 38.06705186,\n",
+       "       38.06596267, 38.06558985, 38.06614805, 38.06717957, 38.06687846,\n",
+       "       38.06694064, 38.06317142, 38.06414523, 38.06474238, 38.06524792,\n",
+       "       38.06623323, 38.06591794, 38.06539064, 38.06647262, 38.06606631,\n",
+       "       38.06633551, 38.06282777, 38.06383921, 38.06444573, 38.06502682,\n",
+       "       38.06508209, 38.06554604, 38.06587487, 38.0654917 , 38.06574977,\n",
+       "       38.06348905, 38.06408291, 38.06459999, 38.06502871, 38.06460094,\n",
+       "       38.06534907, 38.06501118, 38.06524767, 38.0631044 , 38.06368004,\n",
+       "       38.06416556, 38.06425269, 38.06467054, 38.06485198, 38.06269192,\n",
+       "       38.0632434 , 38.06380372, 38.06282657, 38.06342396, 38.06391034,\n",
+       "       38.06346032])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-11fbdb67-dc20-465c-936f-0753e63ce38c' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-11fbdb67-dc20-465c-936f-0753e63ce38c' class='xr-section-summary'>Cartesian Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-f68cd2de-bd7f-4bc1-8140-8d058de8c010' class='xr-section-summary-in' type='checkbox' /><label for='section-f68cd2de-bd7f-4bc1-8140-8d058de8c010' class='xr-section-summary' title='Expand/collapse section'>Connectivity: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>face_node_connectivity</span></div><div class='xr-var-dims'>(n_face, n_max_face_nodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 7 ... 60 -9223372036854775808</div><input id='attrs-6ba6b94d-991b-4e10-a1fd-c3ad24275deb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ba6b94d-991b-4e10-a1fd-c3ad24275deb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57f857f3-7a87-4d0b-904c-4f35ea939a26' class='xr-var-data-in' type='checkbox'><label for='data-57f857f3-7a87-4d0b-904c-4f35ea939a26' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>-9223372036854775808</dd><dt><span>start_index :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([[                   0,                    1,                    7,\n",
+       "                           2],\n",
+       "       [                   3,                    0,                    2,\n",
+       "                          10],\n",
+       "       [                   2,                    7,                   19,\n",
+       "                           9],\n",
+       "       [                  10,                    2,                    9,\n",
+       "                          22],\n",
+       "       [                   8,                    3,                   10,\n",
+       "                          20],\n",
+       "       [                   4,                    8,                   20,\n",
+       "                          12],\n",
+       "       [                   4,                   12,                   11,\n",
+       "        -9223372036854775808],\n",
+       "       [                  15,                    5,                   11,\n",
+       "        -9223372036854775808],\n",
+       "       [                   5,                   15,                    6,\n",
+       "        -9223372036854775808],\n",
+       "       [                   6,                   15,                   16,\n",
+       "        -9223372036854775808],\n",
+       "...\n",
+       "       [                  52,                   46,                   51,\n",
+       "        -9223372036854775808],\n",
+       "       [                  52,                   47,                   46,\n",
+       "        -9223372036854775808],\n",
+       "       [                  48,                   47,                   52,\n",
+       "        -9223372036854775808],\n",
+       "       [                  53,                   50,                   54,\n",
+       "                          58],\n",
+       "       [                  51,                   53,                   58,\n",
+       "                          55],\n",
+       "       [                  51,                   55,                   52,\n",
+       "        -9223372036854775808],\n",
+       "       [                  55,                   58,                   61,\n",
+       "                          59],\n",
+       "       [                  55,                   59,                   56,\n",
+       "        -9223372036854775808],\n",
+       "       [                  60,                   57,                   56,\n",
+       "        -9223372036854775808],\n",
+       "       [                  56,                   59,                   60,\n",
+       "        -9223372036854775808]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dc076e02-fff3-4745-9eec-43a8c277d321' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-dc076e02-fff3-4745-9eec-43a8c277d321' class='xr-section-summary'>Descriptors: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-53f41e44-43aa-46a4-9366-59f9fe2f8db6' class='xr-section-summary-in' type='checkbox' /><label for='section-53f41e44-43aa-46a4-9366-59f9fe2f8db6' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>source_grid_spec :</span></dt><dd>UGRID</dd></dl></div></li></ul></div></div></details></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.SxDataArray 'salinity' (time: 96, n_node: 62, n_layer: 23)> Size: 1MB\n",
+       "dask.array<getitem, shape=(96, 62, 23), dtype=float64, chunksize=(48, 62, 23), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * time                 (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2...\n",
+       "    node_x               (n_node) float64 496B dask.array<chunksize=(62,), meta=np.ndarray>\n",
+       "    node_y               (n_node) float64 496B dask.array<chunksize=(62,), meta=np.ndarray>\n",
+       "    SCHISM_hgrid_node_x  (n_node) float64 496B dask.array<chunksize=(62,), meta=np.ndarray>\n",
+       "    SCHISM_hgrid_node_y  (n_node) float64 496B dask.array<chunksize=(62,), meta=np.ndarray>\n",
+       "    node_z               (n_node) float32 248B dask.array<chunksize=(62,), meta=np.ndarray>\n",
+       "Dimensions without coordinates: n_node, n_layer\n",
+       "Attributes:\n",
+       "    i23d:          2\n",
+       "    location:      node\n",
+       "    grid_mapping:  crs\n",
+       "    mesh:          SCHISM_hgrid"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sxda_subset"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate Volume under subset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from suxarray.grid.integrate import calc_volumes_from_projected, _calculate_volumes_uxarray, _calculate_mass"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sxda_volumes = sx.SxDataArray(\n",
+    "    xr.DataArray(\n",
+    "        calc_volumes_from_projected(sxda_subset),\n",
+    "        dims=[\"time\", \"n_layer\", \"n_face\"],\n",
+    "        coords={\"time\": sxda_subset.time},\n",
+    "        name=\"volume\",\n",
+    "    ),\n",
+    "    sxgrid=sxda_subset.sxgrid,\n",
+    " )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='8378d635-88bf-4be2-9869-90a8f61c1e1f'>\n",
+       "  <div id=\"ffa2cbf0-db51-4ed5-8837-dbf8cec093c1\" data-root-id=\"8378d635-88bf-4be2-9869-90a8f61c1e1f\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"5ee8a15f-2996-4085-882d-dade29d820a4\":{\"version\":\"3.8.2\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"8398bee9-b618-41ee-bc3f-3e6f2a484b3b\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"6d7b2c37-df51-4be1-97a2-0a393dd7420d\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"8378d635-88bf-4be2-9869-90a8f61c1e1f\",\"attributes\":{\"name\":\"Row00659\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 300px));\\n  -webkit-mask-size: auto calc(min(50%, 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+       "  var render_items = [{\"docid\":\"5ee8a15f-2996-4085-882d-dade29d820a4\",\"roots\":{\"8378d635-88bf-4be2-9869-90a8f61c1e1f\":\"ffa2cbf0-db51-4ed5-8837-dbf8cec093c1\"},\"root_ids\":[\"8378d635-88bf-4be2-9869-90a8f61c1e1f\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Image   [x,y]   (x_y volume)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "8378d635-88bf-4be2-9869-90a8f61c1e1f"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Visualize total water column volume per face at first timestep\n",
+    "sxda_volumes.sum(dim=\"n_layer\").isel(time=0).plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Compare planar vs uxarray volume\n",
+    "We compute volumes using both implementations, then compare per-layer values and total water-column volumes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.SxDataArray &#x27;volume_ux&#x27; (time: 96, n_layer: 22, n_face: 66)&gt; Size: 1MB\n",
+       "array([[[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6716.0632124 , 5864.38091235, 6530.21158725, ...,\n",
+       "          470.28959784,  710.04427853,  575.72713514],\n",
+       "        [6265.7617329 , 5541.57429678, 6092.52200288, ...,\n",
+       "          470.28171698,  710.0320048 ,  575.71737839],\n",
+       "        [5845.67645761, 5240.50953111, 5684.13009277, ...,\n",
+       "          470.28976202,  710.04450169,  575.72713514]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "...\n",
+       "          434.42529919,  660.95692554,  532.88465672],\n",
+       "        [6222.50068794, 5499.71410167, 6051.2940302 , ...,\n",
+       "          434.41807507,  660.94532129,  532.87548537],\n",
+       "        [5805.3152958 , 5200.87567394, 5645.66589242, ...,\n",
+       "          434.42562756,  660.95692554,  532.88485186]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6692.95996173, 5842.25828605, 6508.63028394, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132],\n",
+       "        [6244.20752314, 5520.64313315, 6072.38743961, ...,\n",
+       "          452.99079023,  686.65812684,  555.2182497 ],\n",
+       "        [5825.56724483, 5220.69009412, 5665.34477109, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132]]],\n",
+       "      shape=(96, 22, 66))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2014-12-19T16...\n",
+       "Dimensions without coordinates: n_layer, n_face</pre><div class='xr-wrap' style='display:none'><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",
+       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
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+       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-obj-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.SxDataArray &#x27;volume_ux&#x27; (time: 96, n_layer: 22, n_face: 66)&gt; Size: 1MB\n",
+       "array([[[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6716.0632124 , 5864.38091235, 6530.21158725, ...,\n",
+       "          470.28959784,  710.04427853,  575.72713514],\n",
+       "        [6265.7617329 , 5541.57429678, 6092.52200288, ...,\n",
+       "          470.28171698,  710.0320048 ,  575.71737839],\n",
+       "        [5845.67645761, 5240.50953111, 5684.13009277, ...,\n",
+       "          470.28976202,  710.04450169,  575.72713514]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "...\n",
+       "          434.42529919,  660.95692554,  532.88465672],\n",
+       "        [6222.50068794, 5499.71410167, 6051.2940302 , ...,\n",
+       "          434.41807507,  660.94532129,  532.87548537],\n",
+       "        [5805.3152958 , 5200.87567394, 5645.66589242, ...,\n",
+       "          434.42562756,  660.95692554,  532.88485186]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6692.95996173, 5842.25828605, 6508.63028394, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132],\n",
+       "        [6244.20752314, 5520.64313315, 6072.38743961, ...,\n",
+       "          452.99079023,  686.65812684,  555.2182497 ],\n",
+       "        [5825.56724483, 5220.69009412, 5665.34477109, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132]]],\n",
+       "      shape=(96, 22, 66))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2014-12-19T16...\n",
+       "Dimensions without coordinates: n_layer, n_face</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.SxDataArray</div><div class='xr-array-name'>'volume_ux'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 96</li><li><span>n_layer</span>: 22</li><li><span>n_face</span>: 66</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-140599c8-4b02-41d5-9f0e-a3e46ee9afad' class='xr-array-in' type='checkbox' checked><label for='section-140599c8-4b02-41d5-9f0e-a3e46ee9afad' 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>0.0 0.0 0.0 0.0 0.0 0.0 ... 612.6 1.299e+03 453.0 686.7 555.2</span></div><div class='xr-array-data'><pre>array([[[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6716.0632124 , 5864.38091235, 6530.21158725, ...,\n",
+       "          470.28959784,  710.04427853,  575.72713514],\n",
+       "        [6265.7617329 , 5541.57429678, 6092.52200288, ...,\n",
+       "          470.28171698,  710.0320048 ,  575.71737839],\n",
+       "        [5845.67645761, 5240.50953111, 5684.13009277, ...,\n",
+       "          470.28976202,  710.04450169,  575.72713514]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "...\n",
+       "          434.42529919,  660.95692554,  532.88465672],\n",
+       "        [6222.50068794, 5499.71410167, 6051.2940302 , ...,\n",
+       "          434.41807507,  660.94532129,  532.87548537],\n",
+       "        [5805.3152958 , 5200.87567394, 5645.66589242, ...,\n",
+       "          434.42562756,  660.95692554,  532.88485186]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6692.95996173, 5842.25828605, 6508.63028394, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132],\n",
+       "        [6244.20752314, 5520.64313315, 6072.38743961, ...,\n",
+       "          452.99079023,  686.65812684,  555.2182497 ],\n",
+       "        [5825.56724483, 5220.69009412, 5665.34477109, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132]]],\n",
+       "      shape=(96, 22, 66))</pre></div></div></li><li class='xr-section-item'><input id='section-67dd12d2-dab8-4113-b0a4-551326b501ec' class='xr-section-summary-in' type='checkbox' checked /><label for='section-67dd12d2-dab8-4113-b0a4-551326b501ec' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2014-12-17T16:30:00 ... 2014-12-...</div><input id='attrs-14d488a2-e847-47fc-8795-9b862d6c4781' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14d488a2-e847-47fc-8795-9b862d6c4781' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20e4098f-f86f-4d56-bd88-02af3d21ead6' class='xr-var-data-in' type='checkbox'><label for='data-20e4098f-f86f-4d56-bd88-02af3d21ead6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>i23d :</span></dt><dd>0</dd><dt><span>base_date :</span></dt><dd> 2013 10 24       0.00       8.00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2014-12-17T16:30:00.000000000&#x27;, &#x27;2014-12-17T17:00:00.000000000&#x27;,\n",
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+       "       &#x27;2014-12-19T07:30:00.000000000&#x27;, &#x27;2014-12-19T08:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T08:30:00.000000000&#x27;, &#x27;2014-12-19T09:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T09:30:00.000000000&#x27;, &#x27;2014-12-19T10:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T10:30:00.000000000&#x27;, &#x27;2014-12-19T11:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T11:30:00.000000000&#x27;, &#x27;2014-12-19T12:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T12:30:00.000000000&#x27;, &#x27;2014-12-19T13:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T13:30:00.000000000&#x27;, &#x27;2014-12-19T14:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T14:30:00.000000000&#x27;, &#x27;2014-12-19T15:00:00.000000000&#x27;,\n",
+       "       &#x27;2014-12-19T15:30:00.000000000&#x27;, &#x27;2014-12-19T16:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-374ce9c1-e574-43b0-8295-db166ee6029f' class='xr-section-summary-in' type='checkbox' /><label for='section-374ce9c1-e574-43b0-8295-db166ee6029f' class='xr-section-summary' title='Expand/collapse section'>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>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-62b2e39d-8816-4ee0-9442-a0a6b39a3702' class='xr-index-data-in' type='checkbox'/><label for='index-62b2e39d-8816-4ee0-9442-a0a6b39a3702' 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(DatetimeIndex([&#x27;2014-12-17 16:30:00&#x27;, &#x27;2014-12-17 17:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 17:30:00&#x27;, &#x27;2014-12-17 18:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 18:30:00&#x27;, &#x27;2014-12-17 19:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 19:30:00&#x27;, &#x27;2014-12-17 20:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 20:30:00&#x27;, &#x27;2014-12-17 21:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 21:30:00&#x27;, &#x27;2014-12-17 22:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 22:30:00&#x27;, &#x27;2014-12-17 23:00:00&#x27;,\n",
+       "               &#x27;2014-12-17 23:30:00&#x27;, &#x27;2014-12-18 00:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 00:30:00&#x27;, &#x27;2014-12-18 01:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 01:30:00&#x27;, &#x27;2014-12-18 02:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 02:30:00&#x27;, &#x27;2014-12-18 03:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 03:30:00&#x27;, &#x27;2014-12-18 04:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 04:30:00&#x27;, &#x27;2014-12-18 05:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 05:30:00&#x27;, &#x27;2014-12-18 06:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 06:30:00&#x27;, &#x27;2014-12-18 07:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 07:30:00&#x27;, &#x27;2014-12-18 08:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 08:30:00&#x27;, &#x27;2014-12-18 09:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 09:30:00&#x27;, &#x27;2014-12-18 10:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 10:30:00&#x27;, &#x27;2014-12-18 11:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 11:30:00&#x27;, &#x27;2014-12-18 12:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 12:30:00&#x27;, &#x27;2014-12-18 13:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 13:30:00&#x27;, &#x27;2014-12-18 14:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 14:30:00&#x27;, &#x27;2014-12-18 15:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 15:30:00&#x27;, &#x27;2014-12-18 16:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 16:30:00&#x27;, &#x27;2014-12-18 17:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 17:30:00&#x27;, &#x27;2014-12-18 18:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 18:30:00&#x27;, &#x27;2014-12-18 19:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 19:30:00&#x27;, &#x27;2014-12-18 20:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 20:30:00&#x27;, &#x27;2014-12-18 21:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 21:30:00&#x27;, &#x27;2014-12-18 22:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 22:30:00&#x27;, &#x27;2014-12-18 23:00:00&#x27;,\n",
+       "               &#x27;2014-12-18 23:30:00&#x27;, &#x27;2014-12-19 00:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 00:30:00&#x27;, &#x27;2014-12-19 01:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 01:30:00&#x27;, &#x27;2014-12-19 02:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 02:30:00&#x27;, &#x27;2014-12-19 03:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 03:30:00&#x27;, &#x27;2014-12-19 04:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 04:30:00&#x27;, &#x27;2014-12-19 05:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 05:30:00&#x27;, &#x27;2014-12-19 06:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 06:30:00&#x27;, &#x27;2014-12-19 07:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 07:30:00&#x27;, &#x27;2014-12-19 08:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 08:30:00&#x27;, &#x27;2014-12-19 09:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 09:30:00&#x27;, &#x27;2014-12-19 10:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 10:30:00&#x27;, &#x27;2014-12-19 11:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 11:30:00&#x27;, &#x27;2014-12-19 12:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 12:30:00&#x27;, &#x27;2014-12-19 13:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 13:30:00&#x27;, &#x27;2014-12-19 14:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 14:30:00&#x27;, &#x27;2014-12-19 15:00:00&#x27;,\n",
+       "               &#x27;2014-12-19 15:30:00&#x27;, &#x27;2014-12-19 16:00:00&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-80a75f83-0cd3-49d1-a268-33a95cd816fa' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-80a75f83-0cd3-49d1-a268-33a95cd816fa' class='xr-section-summary'>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><details><summary>Show Grid Information</summary><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
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+       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-obj-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > 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",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\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",
+       ".xr-group-box-contents > label {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\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",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;uxarray.Grid&gt;\n",
+       "Original Grid Type: UGRID\n",
+       "Grid Dimensions:\n",
+       "  * n_node: 62\n",
+       "  * n_face: 66\n",
+       "  * n_max_face_nodes: 4\n",
+       "Grid Coordinates (Spherical):\n",
+       "  * node_lon: (62,)\n",
+       "  * node_lat: (62,)\n",
+       "  * face_lon: (66,)\n",
+       "  * face_lat: (66,)\n",
+       "Grid Coordinates (Cartesian):\n",
+       "  * node_x: (62,)\n",
+       "  * node_y: (62,)\n",
+       "  * node_z: (62,)\n",
+       "  * face_x: (66,)\n",
+       "  * face_y: (66,)\n",
+       "  * face_z: (66,)\n",
+       "Grid Connectivity Variables:\n",
+       "  * face_node_connectivity: (66, 4)\n",
+       "Grid Descriptor Variables:\n",
+       "</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.SxDataArray.uxgrid</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2ca95a9c-e13d-454c-8279-f50b188b4274' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-2ca95a9c-e13d-454c-8279-f50b188b4274' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>n_node</span>: 62</li><li><span>n_face</span>: 66</li><li><span>n_max_face_nodes</span>: 4</li><li><span class='xr-has-index'>time</span>: 96</li><li><span>n_layer</span>: 23</li></ul></div></li><li class='xr-section-item'><input id='section-b22eb325-071e-43c2-ad37-088ecb5f6061' class='xr-section-summary-in' type='checkbox' /><label for='section-b22eb325-071e-43c2-ad37-088ecb5f6061' class='xr-section-summary' title='Expand/collapse section'>Spherical Coordinates: <span>(4)</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>node_lon</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-122.2 -122.2 ... -122.2 -122.2</div><input id='attrs-82a8a6fb-9801-4d21-ab54-b077a1fd5f14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-82a8a6fb-9801-4d21-ab54-b077a1fd5f14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ad2b9dc-7956-4901-8023-7327166a9218' class='xr-var-data-in' type='checkbox'><label for='data-3ad2b9dc-7956-4901-8023-7327166a9218' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-122.21136008, -122.21160547, -122.21020103, -122.2111435 ,\n",
+       "       -122.21060711, -122.20910959, -122.20871503, -122.21047002,\n",
+       "       -122.21098603, -122.20911214, -122.20995592, -122.20941716,\n",
+       "       -122.20957172, -122.20791834, -122.20742189, -122.20848879,\n",
+       "       -122.20792846, -122.20670283, -122.20581076, -122.20939266,\n",
+       "       -122.20973616, -122.20805935, -122.20884571, -122.20842433,\n",
+       "       -122.20705472, -122.2075472 , -122.20621197, -122.20526039,\n",
+       "       -122.20834435, -122.20858695, -122.20702682, -122.20778198,\n",
+       "       -122.20728977, -122.20652   , -122.20562487, -122.20476337,\n",
+       "       -122.20752804, -122.20601067, -122.20674445, -122.20627386,\n",
+       "       -122.20558279, -122.20493839, -122.20427778, -122.20647854,\n",
+       "       -122.20572333, -122.20524367, -122.20461941, -122.20421712,\n",
+       "       -122.20360233, -122.20544261, -122.20472436, -122.20416502,\n",
+       "       -122.2035579 , -122.20442509, -122.20374717, -122.20309331,\n",
+       "       -122.20262375, -122.20140485, -122.20345368, -122.20223163,\n",
+       "       -122.20146367, -122.20249313])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_lat</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.06 38.06 38.06 ... 38.06 38.06</div><input id='attrs-3ecaef69-c31d-411e-bf39-1d7a0ae4d52b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ecaef69-c31d-411e-bf39-1d7a0ae4d52b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5613fa2f-9a96-4c42-8a53-d3e439e4a071' class='xr-var-data-in' type='checkbox'><label for='data-5613fa2f-9a96-4c42-8a53-d3e439e4a071' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([38.06382267, 38.06305347, 38.06356595, 38.06450545, 38.06553325,\n",
+       "       38.06623607, 38.06677687, 38.06278926, 38.06507579, 38.06328329,\n",
+       "       38.06425828, 38.06572713, 38.06520823, 38.06676159, 38.06714262,\n",
+       "       38.06592158, 38.06628985, 38.06753522, 38.06738103, 38.06249982,\n",
+       "       38.06481657, 38.06297977, 38.06398682, 38.06517139, 38.06647772,\n",
+       "       38.06567658, 38.06662245, 38.06681844, 38.06219454, 38.06458415,\n",
+       "       38.06265106, 38.06369179, 38.0648958 , 38.06559953, 38.06597696,\n",
+       "       38.06621114, 38.06431816, 38.06229712, 38.06336304, 38.06458512,\n",
+       "       38.06506163, 38.06543652, 38.06560166, 38.06398383, 38.06299987,\n",
+       "       38.06415321, 38.06458799, 38.06500903, 38.0651323 , 38.06360947,\n",
+       "       38.06260629, 38.06375548, 38.0644146 , 38.06320198, 38.06218437,\n",
+       "       38.06324108, 38.06407245, 38.06430841, 38.06277505, 38.06295836,\n",
+       "       38.06335015, 38.06233178])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lon</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-122.2 -122.2 ... -122.2 -122.2</div><input id='attrs-bfd4b6b4-c6be-4eed-8369-eb6cb81c60b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfd4b6b4-c6be-4eed-8369-eb6cb81c60b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1749f261-7eff-43ae-80b3-4fb31402fd5b' class='xr-var-data-in' type='checkbox'><label for='data-1749f261-7eff-43ae-80b3-4fb31402fd5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([-122.21090915, -122.21066513, -122.20979396, -122.2095287 ,\n",
+       "       -122.2104554 , -122.21022525, -122.20986533, -122.20900518,\n",
+       "       -122.20877114, -122.20837743, -122.20818727, -122.20872712,\n",
+       "       -122.20844979, -122.20928118, -122.20877676, -122.20913774,\n",
+       "       -122.20907979, -122.20763384, -122.20746498, -122.20705981,\n",
+       "       -122.20798815, -122.20815344, -122.20751013, -122.20624185,\n",
+       "       -122.2066565 , -122.20576104, -122.20740315, -122.20818567,\n",
+       "       -122.20795727, -122.20775376, -122.20659556, -122.20704064,\n",
+       "       -122.20711899, -122.20569908, -122.20611895, -122.20521621,\n",
+       "       -122.20637632, -122.20713325, -122.20689255, -122.20669454,\n",
+       "       -122.20612555, -122.20590922, -122.20510888, -122.20538202,\n",
+       "       -122.20465985, -122.20609723, -122.20585967, -122.20570011,\n",
+       "       -122.20504686, -122.20514863, -122.20447776, -122.20459164,\n",
+       "       -122.20403241, -122.20507885, -122.2048191 , -122.20467603,\n",
+       "       -122.20411411, -122.20413148, -122.20379245, -122.20408757,\n",
+       "       -122.20378427, -122.20360541, -122.20281794, -122.20264956,\n",
+       "       -122.20183076, -122.20210635])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lat</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.06 38.06 38.06 ... 38.06 38.06</div><input id='attrs-423e0447-84e8-46b1-bce7-16c6ac67024b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-423e0447-84e8-46b1-bce7-16c6ac67024b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98040d7a-aeae-4481-a0b1-e38d3a238337' class='xr-var-data-in' type='checkbox'><label for='data-98040d7a-aeae-4481-a0b1-e38d3a238337' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>mesh :</span></dt><dd>SCHISM_hgrid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([38.06330784, 38.06403809, 38.06303458, 38.06377359, 38.06466402,\n",
+       "       38.06515846, 38.06548954, 38.06596159, 38.06631151, 38.06632943,\n",
+       "       38.06660944, 38.06273936, 38.06348542, 38.06441145, 38.0656067 ,\n",
+       "       38.06536892, 38.06494509, 38.06650972, 38.06679398, 38.06705186,\n",
+       "       38.06596267, 38.06558985, 38.06614805, 38.06717957, 38.06687846,\n",
+       "       38.06694064, 38.06317142, 38.06414523, 38.06474238, 38.06524792,\n",
+       "       38.06623323, 38.06591794, 38.06539064, 38.06647262, 38.06606631,\n",
+       "       38.06633551, 38.06282777, 38.06383921, 38.06444573, 38.06502682,\n",
+       "       38.06508209, 38.06554604, 38.06587487, 38.0654917 , 38.06574977,\n",
+       "       38.06348905, 38.06408291, 38.06459999, 38.06502871, 38.06460094,\n",
+       "       38.06534907, 38.06501118, 38.06524767, 38.0631044 , 38.06368004,\n",
+       "       38.06416556, 38.06425269, 38.06467054, 38.06485198, 38.06269192,\n",
+       "       38.0632434 , 38.06380372, 38.06282657, 38.06342396, 38.06391034,\n",
+       "       38.06346032])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb04a49d-d094-4b85-b1f8-ce68bfe0068f' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-eb04a49d-d094-4b85-b1f8-ce68bfe0068f' class='xr-section-summary'>Cartesian Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5e1dfba9-196c-4011-90c4-a560994b0306' class='xr-section-summary-in' type='checkbox' /><label for='section-5e1dfba9-196c-4011-90c4-a560994b0306' class='xr-section-summary' title='Expand/collapse section'>Connectivity: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>face_node_connectivity</span></div><div class='xr-var-dims'>(n_face, n_max_face_nodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 7 ... 60 -9223372036854775808</div><input id='attrs-7f961e8b-5b23-4073-a20e-2d448fde03c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f961e8b-5b23-4073-a20e-2d448fde03c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a2c54bb-9e4a-4681-9fbb-cab5e8b3ad5c' class='xr-var-data-in' type='checkbox'><label for='data-5a2c54bb-9e4a-4681-9fbb-cab5e8b3ad5c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>-9223372036854775808</dd><dt><span>start_index :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([[                   0,                    1,                    7,\n",
+       "                           2],\n",
+       "       [                   3,                    0,                    2,\n",
+       "                          10],\n",
+       "       [                   2,                    7,                   19,\n",
+       "                           9],\n",
+       "       [                  10,                    2,                    9,\n",
+       "                          22],\n",
+       "       [                   8,                    3,                   10,\n",
+       "                          20],\n",
+       "       [                   4,                    8,                   20,\n",
+       "                          12],\n",
+       "       [                   4,                   12,                   11,\n",
+       "        -9223372036854775808],\n",
+       "       [                  15,                    5,                   11,\n",
+       "        -9223372036854775808],\n",
+       "       [                   5,                   15,                    6,\n",
+       "        -9223372036854775808],\n",
+       "       [                   6,                   15,                   16,\n",
+       "        -9223372036854775808],\n",
+       "...\n",
+       "       [                  52,                   46,                   51,\n",
+       "        -9223372036854775808],\n",
+       "       [                  52,                   47,                   46,\n",
+       "        -9223372036854775808],\n",
+       "       [                  48,                   47,                   52,\n",
+       "        -9223372036854775808],\n",
+       "       [                  53,                   50,                   54,\n",
+       "                          58],\n",
+       "       [                  51,                   53,                   58,\n",
+       "                          55],\n",
+       "       [                  51,                   55,                   52,\n",
+       "        -9223372036854775808],\n",
+       "       [                  55,                   58,                   61,\n",
+       "                          59],\n",
+       "       [                  55,                   59,                   56,\n",
+       "        -9223372036854775808],\n",
+       "       [                  60,                   57,                   56,\n",
+       "        -9223372036854775808],\n",
+       "       [                  56,                   59,                   60,\n",
+       "        -9223372036854775808]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b3bcff0-3ba3-4040-9a67-97098893a3b9' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-9b3bcff0-3ba3-4040-9a67-97098893a3b9' class='xr-section-summary'>Descriptors: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-cd32e471-9316-4d9e-877f-f6161de85388' class='xr-section-summary-in' type='checkbox' /><label for='section-cd32e471-9316-4d9e-877f-f6161de85388' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>source_grid_spec :</span></dt><dd>UGRID</dd></dl></div></li></ul></div></div></details></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.SxDataArray 'volume_ux' (time: 96, n_layer: 22, n_face: 66)> Size: 1MB\n",
+       "array([[[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6716.0632124 , 5864.38091235, 6530.21158725, ...,\n",
+       "          470.28959784,  710.04427853,  575.72713514],\n",
+       "        [6265.7617329 , 5541.57429678, 6092.52200288, ...,\n",
+       "          470.28171698,  710.0320048 ,  575.71737839],\n",
+       "        [5845.67645761, 5240.50953111, 5684.13009277, ...,\n",
+       "          470.28976202,  710.04450169,  575.72713514]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "...\n",
+       "          434.42529919,  660.95692554,  532.88465672],\n",
+       "        [6222.50068794, 5499.71410167, 6051.2940302 , ...,\n",
+       "          434.41807507,  660.94532129,  532.87548537],\n",
+       "        [5805.3152958 , 5200.87567394, 5645.66589242, ...,\n",
+       "          434.42562756,  660.95692554,  532.88485186]],\n",
+       "\n",
+       "       [[   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        [   0.        ,    0.        ,    0.        , ...,\n",
+       "            0.        ,    0.        ,    0.        ],\n",
+       "        ...,\n",
+       "        [6692.95996173, 5842.25828605, 6508.63028394, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132],\n",
+       "        [6244.20752314, 5520.64313315, 6072.38743961, ...,\n",
+       "          452.99079023,  686.65812684,  555.2182497 ],\n",
+       "        [5825.56724483, 5220.69009412, 5665.34477109, ...,\n",
+       "          452.99850691,  686.66995425,  555.22781132]]],\n",
+       "      shape=(96, 22, 66))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 768B 2014-12-17T16:30:00 ... 2014-12-19T16...\n",
+       "Dimensions without coordinates: n_layer, n_face"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Compute uxarray-based per-layer face volumes (lat/lon face areas scaled by R^2)\n",
+    "volumes_ux = _calculate_volumes_uxarray(sxda_subset)\n",
+    "\n",
+    "sxda_volumes_ux = sx.SxDataArray(\n",
+    "    xr.DataArray(\n",
+    "        volumes_ux,\n",
+    "        dims=[\"time\", \"n_layer\", \"n_face\"],\n",
+    "        coords={\"time\": sxda_subset.time},\n",
+    "        name=\"volume_ux\",\n",
+    "    ),\n",
+    "    sxgrid=sxda_subset.sxgrid,\n",
+    ")\n",
+    "\n",
+    "sxda_volumes_ux"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Per-layer abs diff max: 37.250629562274526\n",
+      "Per-layer abs diff mean: 1.7644504003320332\n",
+      "Per-layer rel diff max: 0.029262378558841222\n",
+      "Per-layer rel diff mean: 0.0009774319691265771\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Per-layer, per-face comparison statistics\n",
+    "layer_abs_diff = np.abs(sxda_volumes_ux.values - sxda_volumes.values)\n",
+    "layer_rel_diff = layer_abs_diff / np.maximum(np.abs(sxda_volumes.values), 1.0e-12)\n",
+    "\n",
+    "print(\"Per-layer abs diff max:\", layer_abs_diff.max())\n",
+    "print(\"Per-layer abs diff mean:\", layer_abs_diff.mean())\n",
+    "print(\"Per-layer rel diff max:\", layer_rel_diff.max())\n",
+    "print(\"Per-layer rel diff mean:\", layer_rel_diff.mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Pointwise rel diff mean: -0.00022845575726045358\n",
+      "Pointwise |rel diff| mean: 0.0011783982481104157\n",
+      "Pointwise |rel diff| max: 0.023980858656040164\n",
+      "Timestep-normalized |rel diff| mean: 0.00020286449568462282\n",
+      "Timestep-normalized |rel diff| max: 0.0021381875189729455\n",
+      "Per-time mean |rel diff| (first 10): [0.00019809 0.00019846 0.00019906 0.00019991 0.00020094 0.00020207\n",
+      " 0.00020312 0.00020424 0.00020518 0.00020605]\n",
+      "Per-time max |rel diff| (first 10): [0.00199495 0.00199951 0.00200727 0.00201832 0.00203294 0.00204866\n",
+      " 0.00206348 0.00207965 0.00209335 0.00210563]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Compare total water-column volume per face (sum over layers)\n",
+    "sxda_volumes_total = sxda_volumes.sum(dim=\"n_layer\")\n",
+    "sxda_volumes_ux_total = sxda_volumes_ux.sum(dim=\"n_layer\")\n",
+    "\n",
+    "# Signed difference: uxarray - planar, shape (time, n_face)\n",
+    "total_diff = sxda_volumes_ux_total.values - sxda_volumes_total.values\n",
+    "total_abs_diff = np.abs(total_diff)\n",
+    "\n",
+    "eps = 1.0e-12\n",
+    "\n",
+    "# 1) Pointwise relative error (denominator is each face at each timestep)\n",
+    "denom_pointwise = np.maximum(np.abs(sxda_volumes_total.values), eps)\n",
+    "total_rel_diff_pointwise = total_diff / denom_pointwise\n",
+    "\n",
+    "# 2) Timestep-normalized relative error (denominator is max face volume at each timestep)\n",
+    "denom_timestep = np.maximum(\n",
+    "    np.abs(sxda_volumes_total.values).max(axis=1, keepdims=True),\n",
+    "    eps,\n",
+    " )\n",
+    "total_rel_diff_timestep = total_diff / denom_timestep\n",
+    "\n",
+    "# Per-timestep summaries\n",
+    "mean_abs_rel_per_time = np.mean(np.abs(total_rel_diff_timestep), axis=1)\n",
+    "max_abs_rel_per_time = np.max(np.abs(total_rel_diff_timestep), axis=1)\n",
+    "\n",
+    "print(\"Pointwise rel diff mean:\", np.mean(total_rel_diff_pointwise))\n",
+    "print(\"Pointwise |rel diff| mean:\", np.mean(np.abs(total_rel_diff_pointwise)))\n",
+    "print(\"Pointwise |rel diff| max:\", np.max(np.abs(total_rel_diff_pointwise)))\n",
+    "\n",
+    "print(\"Timestep-normalized |rel diff| mean:\", np.mean(np.abs(total_rel_diff_timestep)))\n",
+    "print(\"Timestep-normalized |rel diff| max:\", np.max(np.abs(total_rel_diff_timestep)))\n",
+    "\n",
+    "print(\"Per-time mean |rel diff| (first 10):\", mean_abs_rel_per_time[:10])\n",
+    "print(\"Per-time max |rel diff| (first 10):\", max_abs_rel_per_time[:10])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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OKykw2qtJ+++O4tvMs7bvv6P33HLgvPivCOd98gX+f7JT3/Ky/Qc2tpTvfaH0+K0kk7bup6i++4s3jnrOHFeG+fVclRv7Vr50FE/3hzVaz3RHTRL/VI+29vO0b6S+l7L42gXN9Zw41HOi2teuSbzgO+OdE1c/bqr47g6juvVU73V1epxnIcLa7iwd+ed1TdnHze+q+O73tzVqh4p/5Fqx6urjq4ri4tGHUevw2qdL7XvStvBY/FYDY+VXlfSvotX4rY3/x63dR3gjfwd70jvxnf7fNebl0atB6/FazW8tnVdjXbe2T2T8T/9D3/oMy9atvOA87Y5r5Wbeu+n1HNGHTfaU731H9VFo9et5bJS7VrvT2mHoz28WMOLS3231es4D++t8V58F98d6bvr+sN5zztvVC+NVnerw3EeLqzhwla+u/U73p93Teblal7w3cu+691XR9dn7UK1/Xnz1VH1RPfRaPVLuatVO7X7qvd4PBaP1fBY6XX1a7d/258990uffTIOi8PWOKz2esF5cd6Rzjur70Zz0Oz14rV4rYbXtq4rKefFJ3Hbc3+P27oucN4r5x3tpVH67/Ud6/NHuaqXfqP5aLR6rRxWqx/r/bj2J+1xtIcbl7jx6ralr9peR/v4cY0f47v47kjfzfp3vNk9NNv4Wh2O83BhDReu9d1Wr+M8/LfGf2fz3SiO6rXOUR7U268Xb7WqI5qTRqlXy1lHtdu7r1rPx2Px2BKPPVonpU7bexwOi8PWOKz2esF5cd6Rzhvt73iz+SbjecwbHv3bT1vwWrxWw2tb19XqvDgsDlvjsNrrJavzenXSaHW1Oo6X86xc1Us/UbzUe52j3NWq39H788jv+H5OB+71WOnztb2O9vHjGj/Gd/Hdkb7r7e948c4r75xtHlodjvNwYQkXfts//qXvesTjn7qsr9pOR/u4cY8bR3XeaF4ard7RDiTVvxd/1a7Du5t6rc/KVb30I7WvWtvBb+fwW2lvHdUeDovD1jis1nrBd/HdmXx3NrdkvHVejdfitRJeu7eOto579B6HxWF7HFZr/UTx3Wg+GrXeVrfxfp62r45q36ubeq3Li7OOqmP0PsV3Y/vuKGcd1a+W19EubtzixjgvzpvBefHMOs9kvq7P157L8TnuW+K+R15b+72Wz9Eubizhxl6cN6qLZql7tP9o9T/KX7X79eqoXuoa5aje+9XaZ6Xt4ry+nHeUn3rvF4fFYVscVmvd4Lv4biTfxSVx3Jv/bq7WOsBz8dxLnlvrtL3H47F4rITHSq+jUb6bxUWzjKPUZ6Iep+2tVu178VNvdXh3VS/1jd6/+K6u73p302j1aXkd7eLHLX6M8+K8HpxXy+1oFxcucWF8F9+96bu9Lit1vrTL0R5eLOnFWs6bxT+zjmO091j3b+WwWv14c9VR9Xjx0mh1WO+3vf5w3jrnjeaiWerFYXHYFofVWjf4Lr6r6bs/+GXf+JgnvPUZy9ErDovDljis9jrBeXM7r5S/WrWDy+Kyki4rvZ56nTerg2Yd156/ZP9cy1+12h3lqF76jeaoXuv1sq9n990s/jnLOLS8jnbx4xY/xnlx3hbnPXLb2u+1/Y72ceRLjozv5vBdK3/V7kfa42gPL5b04lLfzeqds4zLi/OMqkPLYbXa9eKsVnV49dHodY3ab9t+s/ruLN452zhxWBy2xWG11g2+i+/e13drXVbqePwVf73kr1brA+f17bzaruqlfTwWj5X0WK31tHXeWdxzlnFuvWXW91oeK92ulauO6ie6m0ap39s+9+68szkm4/22P3vulz775L150PI62sWPW/wY553DeaU8VqsdK8ejHzz5nCfjuz5814uzjq5Dy+VoFz/u8eNv/IaP3POrd5+WWZxztnF68x0v9Uh7rFR7o7xVu98oHpqtTi/7ba1jlO/u+R2fX/bN2ecHh8VhWxxWa93guzl8V8tdrdrFXXHXc+5qvS5wXhvnHe2n3vvHYXHYHodtXT+r3+69fuG//MFXv+CLp2X7OpuDZh2vN9/xUo+Ux0q3o+2sVu1nc9Ko4/Gy37Z19Drv7O7I+G1cWsvpaBc37nFjnNen81r5qpd+rD2P/nDlc66M8/Y5r3c/jVJfq9NxHj58yYf3/Hbv863n7r3P6p7Zx7X1FN7fnIEbd27nQdpnW9uzcletfqL6Z/a6t+vdy/s938UtbdySea6bZzwWj+3xWOn1g++O8V0vruqlDrwVbz3nrdbrAt8t890oThq1TpwWp73ktEfrY89raz/f89y9z7N7aLbxeXGcKHW0uqzUeVruqtVudhfNMj6v+w9frPNF5mvsfEn7HO3hxRJejPPKOq8XN41Wh7Xn0R+ufM6VZ3feqC6are4jx+P7OR241mlrj9/z29LPszlotvF49RzvdUk5bW07Wv4q3W4W75xtHN73HW451i2Z/7r5x2VxWQmXlVpH+G6Z70bz0mj14q146zlvtV4Xs/huNg/NNh78dk6/Xa97rcv2Hl/qt6XHZXPRLOPx7jne66v12d7jpR1Wqr3ZHDTreL3vN3yxzheZr7HzJeVytIMTSzgxvnvlu9E8NGu91p5Hf7jyOVfO4rzZ3HO28eC8uZ2312Wlzi9129rjsrho9HF4d5xo9fW6ben5Uh7b205W35x9XFH2HW451i2Z/7r5x2fxWQmflVpHWZ03q4NmHRfeiree81brdRHFd2fzztnGi+/G9l0pf9Vqp9ZrW4+P7qPR64/iONHqLHXa2uN6Pbb3/Nndc5bxR9lv+GKdLzJfY+dLyuVoByeWcOKovpvVOWcfl7Xn0R+ufM6VvTjvbK7JeH/pux7x+Kcu+G4M39XyV612W52297zoThqt/ih+E7XOWrctPb7XZ2vPn8UzGedP3fK0hzx2Wechyr7DK8d6JfPfNv/4LD4r4bNS68ib887unLOOH2/FW895q/W6sPJdPPPKM5mH8/OA8/pwXi1vtW6312mlzo/mpdHqjeI30essdduj42pdtvV4nPO6c84+H1H2H87Y5ozM25h5k3I52sGJJZzYyndndUvG/Y2PecJbn7GUzoO159EfrnzOlaWcF78875fMy+V5wXdtfNfaWa37k3JZ6Xaiuan3eqN4TbY6j/z26PtWrz06b3a/ZPyXPTvKPsQpxzgl894277gsLivhstLrqNd5S/2O4+q8c7b5wlvx1nPear0uan0Xr7zslcxP2/zgvDLOa+2qo/uT9lit9ry7aZT6onhNtjqP/Hbv+yOfrf0ez7zsmcxPzH+nYc0LvLHNG5m3MfMm7XO0hxv3uPGe787mi4zXhz9bex794crnXHl1XnyyzSeZt755w3frfHe0q3rpX8tjtdqN4qje6szmpVHHs+e4e5/X+u32eLwSz73vv6tbux6i7TOccoxTMu9t847H4rE9Hiu1fj78lp99/V233b6sr/imD9+c/TrgrXjrOW/VXhd//999zRfvuPcFy/qKT/b5JPMnM38475XzevFTr3Vo+atVu9781Hs90Zwme717nrv9fOu1R+9r/Y7j8d9L/httH+KMbc7IvI2dNymnox28+L5evHXb0vezuyLj9+Xb2p5H+3M58tZvj97jkzI+yTz2zeNsvuvVT73WZeWvVv14d9XR9UXzmVnq3Tru9v2R467f47P47CWf7V0fUfcjXjnWK5n/uvnHZXHZmr/jLXXa3uNwTl/OOev1wF/n8tfe633kta3f45N9Psn8ycxfFuf16qRR67JyV+t+Rjuq1/6j+swsdW9dd32/57u9Xsf5eHCNB0fdh/hinS8yXz7mC+ed23l7PVb6/Fk9kXH7dO1e9+P8HE7c6rO95+GTMj7JPPbNYzTfjeqlUeq29tZR/Xl1Vuu6orrMrHXvuS4ei8fWeKz0eom6H/FKH17Jdai7DvhuTt+Vdlfr9vBOn94523XBZ3P47NF17HVY7fPxyT6fZP765s+r70bx0Cx1jnLW0f1ae6q3/qK6zOx1S/sc7eHDPT4cfT/ii3W+yHyNnS98N5bvWjvrqP5mc0TG69uzj3yQ72M4sLbDarWPT/b5JPMnM3/WzpvFRbOMY7Szeunfm79q1RPdY6j/5gzcuHNvHvBavLbHa2vXz946jPI5XjnWK5n/tvnHecc67yhH9d4v7unbPWe5PvgtfnvHvS9YtPy2tF2cUsYpmce2edTy3Sz+mXUcXlzVWx1aruql3SjuQp2XHVdqfmo9j+Px4/v6sdQ6HN0OztjmjMzbmHnDd3V817ufeq9vFj9knDEcG+cd67ylDpr1OFyyzSWZN9l5a3XerP6ZdVzePNVrPV48VqqO0X5C/zZeqz3P+C6+i+9+9sm45hjXZN6vzzvOW+a83l00W334Zwz/zH6d8F1d383qslLjwillnZL5bJvPPd/N6pyzjsurp3qtS8pXR7ej7X60n8Nvta4jLpzThbXWi3W7uCFe+9wvxXP72X03m4tmG092P2R8MRwb521zXinnnL0dXLLNJZk3mXn7B9/6oP9+1ydPy6zumX3cXv00Sl2jfba1f2snoT+c99K/D1y6PvDgGB5cej2jHIfz4rw47y3LaDfO5pyzjgf/jOGf2a8TvnvZd2f3V+3x45QyTsk8Xp7H1XG3rw//jf/6z77vM6dl+5rdPbOPL4qfRqmz1VlHnRfFVagTF+5xYTx4jAdn27f4Lr6L7+r57qzOOfu4s/sh44vh2LM6r7Zf0v7XfLHkv+eGT172SeanbH62fnv0fuu62/fZHTTr+KK4abQ6R3ltab/Z3IXx4L89/ru3fnBhGRfem9+on+O8OG8k5+XvbX/29Xfddvsyu6N6HT/+GcM/s1+nrL6Lr5b56uh5wi/L/JJ5upqnI7c9+n7ruKXvs3polnFF89Ko9ZZ6q/VxUV2FunFcDceVWld48HkPlppfL+3gu/huJN9d16u083r1QuqK6dnZ/ZDxxXDsaM472iXpX9aP8Uuc9xGPf+qyXQdHXlv7fannHh2XxUWjjyOqk2ap29pxt/158RHqwGk9O63V+pzFg63m06offBffzey7+GhMH41+3fDPGP6Z/Tp58138VNZPvc/n1vV4P5f31jpt7fFHXtv7fXQnjVp/FieNPo6tu1q9t/IP+sFv8dsbd0rvg6geLD0PXtrDeXHeSM57y3d8xw889Nbn8e8UvAW/9fzvVWT3Q8YXw7GtnNe7N1KfrS/juXN4bq3LSh3f67e150f10ih1R/fQrPVbue7ajxcXoQ78F/+V99+9fTXahffqiv45vovvjvTd1WtrX6P/nSf15/Zp/DOGf2a/TtK+i5PaOmn0+cZ5czivlMv2tlPrstLHR/HSKHVmddFs49J23uiOQv14MB4c14Oz7l98F9+V9N1ap+09HifN7aTRr292P2R8vh271nejeyL1+/JnfDeW7/b6q/b50l7b214UR/VaZzYHzT4eLefN6iuMC/fFfe3cd2+/Hf198N55WT7HeXHec87b66/a50f3P+rP7dP4p2//nOX6rM6Lf/ryz1muB87ry3m1HVar/V6P1T7fq6N6qyu7g2Yfn5TzZvETxoHj4rjjHZd9eH4f4rtz+K62t45qHyfN7aTRr+8sjsg4x3j2f/7L7771va+/Y9l7ncURGadPv8Z3x/iulrNat6vtslrte3PV0fVkd8/ZxtfrvHjMeY9hXpgXvBgvls4BnDeW847yVG/9Rvc/6s/t07jnGPeMPu97Xtv6Of7p0z+zXxd8V9d3rb3Vuj8tf7Vqd7Srju5/Nvecbby1zivtFrSHh+KheCg5cDkH8N2xvuvNTaPVg5PmdtLo1ze6N1K/rFO3Om3redkdkfH59muct895rV11dH9W/mrdz2hvte5/Nu+cdbylzovDXHYY5of5wavxaukcwHdlfTeaj0avN7r/UX9un8ZHZX3U63y2+qvVeTiobwfNen3w3TLfHe2qXvq3dtdR/Vl7q1V/szon4/6Dr37BF0/L1nulvYL2cFAcFAclB+pyAOe97LzRHTRr/fhobh/Ncn29uiR1XfZnK3/V7ierHzKuGG6N8153Xi+e6qWOUc7qpV8rf9XqB9+88k3m4brz4jB1DsN8MV/4NX4tnQOz+W5W75x1XFkckHHk9mo89bKnWs2Ptqd6bR8PjeGh2a7TrL7rxU+91+HFWUfXoeWv2u3imnP67o+c/vkdv3bjtGxfpX2C9nBP3BP3JAf6ciCq887qmoz7O37gobc+b8FFc7tolutr5Zez9uPVVb3Vlc0PGU8Mt87qvN791Gt9oz3Ve//aLtvbPq6bw3W3Plv7/q/8zC3/8W1/elrWVxymz2GYP+YPz8azpXPAi+/illduyTzUzUMWB2Qcub16Vn9tHbc3H41eDx4aw0OzXafovuvVSaPW5d1XvdXX67FS5+O6vly31mOljt+6Lr6LS+KSuKS0S9KeTK5o+S5OWeeUzFfbfOGiuV00y/Vtdc5s50V30uj1Z/NDxuPbraP4blQvjVK3NzeNWo+U19a2g+/q+K6Uu2q3s+e6+K6Mw+BZzCNOjpNr5cCR8+KPbf7IvNnMWxYHZBy5vTqb167jie6es9SPh/r20KzXx4vzRvHQbHVG9VSvddf6bOvxuO5l19V21VHtH3nu9nstl6Bd3BP3xD3Jgb4cwCFtHJJ51plnXDS3i2a5vtF8dxb3nG2cWR2Rcfn0a2vfzeaj0cfj1Umz1NXqt3vnzeK6o/zUa79bty19j7/0+Qvzx/zh2Di2Vg7gjjruyLzazmsWB2Qcub16tPPO5pmM9923vvf1dyzrPOCgPh00+3WRdt7o7pm9/ix+Gm0ce25b+nk03/XqpVHqKnXcveO0XIJ2cU/cE/ckB2RyAI+09UjmW3a+cdHcLprl+mr5Lo553TGZj8vzkd0TGZ8vx2713ewOmnV80Vw0a73eXTeKg2apc89pWz/HX2T8hXlkHvFsPFsrB/BGWW9kPsfMZxYHZBy5vbrUeXHKy07J/LTND/7pyz+zX48j383qnLONK6uTRh/XnvNK/b1uFv/MOo5Wvz06T8sjaBfvxDvxTnJAJgfwyDEeybzLzjsumttFs1xfXLLNJZk32XnL7oqMz5djr847m3vOMt7oDjpL/av3rr6b1TVnH9eRz/Z+j7/I+AvzyDzi2Xi2dg7gjbLeyHyOmc8sDsg4Ynj1kx5077e//ZHPW2pf8UpZr2Q+6+YT//Tln1mux9e9/dM/8fqPnpbt6xt/+t4nveaTp2UW75xlnLO4aPRxfu3X3v3zb/jcafmdR37i3z/3nr94nd1Bs4y/12trz9f2CNrHPXFP3JMckMkBPHKMRzLvsvOOi8ZwUa/XqdZpW4/HI+s8kvnSma8srsg4bLx667ZH71fX3XudxUGzjjO6e2arf3Xcvdet767vszjnbOOoddne4/EWGW9hHplH/Bq/tsoBnFHWGZnPsfPp1Q+py9afW/1V+zy8Uscrmde6ecVFbVw0yjwfeW3t93uuu/d5VgfNNq5sLhp1PHuOu/18z3W3n8/mo1HH2+u0redbeQT94J/4J/5JDsjmAC451iWZf5n5x1FtHdVqvrXd1bp9PLLOI5kvnfmK4o/U2efRtT7be/ye45Z+ns1Fs4wnqodGrXvrtbXvt4579D6qe2atu9Vjpc/DW2S9hflkPnFsHNsqB/BFGV9kHsfOo5U30k+fI1t7qrf+8Eodr2Re6+YVN+1zUy/z1+ux0ueXOm7pcVl8NPo4ojpplLpr/Xbv+CPHPfo+q5dGGZe0z/a2Z+UQ9IN74p64JzkgmwO45FiXZP5l5x9/7fPX2vnz5qfe68Eh6xyS+dKdLy9OSR3nvVnaX7XaK/Xa1uOi+2jU+qP4aJQ691xW6vMjvy39PoqHZqmz12G1zsdbZL2F+WQ+cWwc2zoHcEZZZ2Q+x8xnrU9y/HUP9u6jWerDLXXdkvktm19c9byrWs2Llrdat9vqtq3nRfXSaHVHcVOvdUq57VE7pW7belwWR/UyDi2PlW7X2iHoD//EP/FPckA2B/DIMR7JvOvMO2575bZZPDTbOPDHMn9knmzmycozZ+vH2llH9dfqtFLnRXNT7/V69VKvdR35q/b3rW5be54XH41ah7S/areHs8g6C/PJfOLX+PWoHMAbdbyRebWd16y+m805Zx0Pbmnjlsxz2TzP5q5S4x3lqV76lfJZ6Xa8+6n3+rw6qpe6tL22tv1ap+09Pqqvjqpb22G12h/lEPSLg+KgOCg5IJsDOKStQzLfuvPt3Xln9U3Gfe+3v/2Rz1vwxzJ/ZJ5s5knKPbO048VRvdYh7bLS7Xl3VG/1efFTL3XUOqv18b1O23v+KC/13q+Wt1q3i6/I+grzyXzi1rj1qBzAG3W9kfm1nV9r38Utr9ySeSibB9zSxi2Z57J5zuKypePw6qZR6pL2WO32vHmqt3q8uOqoOqx9tre/Xp+VOt+7t1rVZ+2v2v2Ncgj6xUFxUByUHNDJARzS1iGZb935bnVenLLMKZmntnnCHcvckXmynadSH/V+XBQnjVantsNate/NV0fVM8pTR/Xb66qjz5dyWel2rBzVSz/avjq6fXxFx1eYV+YVv8avR+UA3qjrjcyv7fyuvotDtjkk86Y7b/ilrV8y35fn27vbrvVFc9Es9Vr5q3U/o3x1dL+jnNWq39EeK92/tMtqtefFYaXrGO2uVv2P8gf6xT/xT/yTHNDJAfzR1h+Z77b5/he3//p77nzjjy+lrzilrlMyv23zizde9kbmZ8z8jHbeLB6abRzW7jqqv9Huqt2/la9a9yPtqV7a03JY7XalfXVUe1au6qUffEXHV5hX5hW/xq9H5wDu2OaOzFvbvJU6betx+GObPzJvuvOGX47xS+b98rxr+24295xlPKO8dVS/2s46qn1rd5Xuz4u7WtWh7bDa7Y9y2dZ+vTirdR2j3YH+8U/8E/8kB3RzAKdsc0rm7WreWh1W+zy8Utcrmd+2+cUbL3sj8zNmfmqddxbnnG2co3zVW7+jPFa6X2lv1W7PylG99aPtrtbtt3qr1XnWnuqtP1xF11WYX+YXv8avR+cATonvPvTW5y3rOtB2V6v28cc2f2TedOcNvxzjl8z75Xnf+u5srsl4P/0Tr//oafHmrF7qkXZX7fa0Hba3fW++Oroea3+16s/Ka0v78easo+oZ7Q70j3/in/gnOWCTAzhvTue18lSv/eCVul7J/NbNL8542RmZH5v5+d3veumHX/J7p2V9/cEnveotj/vIacE5r5xz1nnw4qne69D22d72e/1V+vzRfuq1fytnHd1Pqb9KHzfKT733i6vYuArzzDzj2Dj26BzAd2P4rldH9VoX/ljnj8yXzXzhmDaOOds8b9229P3quzjvnL7r3VO91tfrsNLnS7tsbXteHdVrXaPddVT/0o67bc+7r46ub7Q30D/uiXvinuSATQ7gu2N816uLZqsLt7RxS+a5bJ5nc0fG2+fZpU5be9zWdffez/r3rLOM26ufRqtL2mtr26v12N7jvbqp97pGuaq3frcu2/t+tJtG6R9XsXEV5pl5xrFxbC85gPPKOG82H40+HtyxzB2ZJ5t5wjv7vDPL/NV6rPTxe5679/ks3jnbOKM5apR6a3229fhepz0637uXRqvPm7OOrqfVdaN4qrc6vXgDdeCf+Cf+SQ7Y5AC+e953o/sm9f/6e+58448v+KWNXzLPZfOcxSkZx3WvlnZYrfb2HPfo89n8M/t4o3hp9Dpb/fbovCOfrf0+mpdGq3e0p3rtv9R5vXlptHrwFBtPYZ6ZZ/wav/aSA7P4Lt555Z2zzQPuWOaOzJPNPOGisf6OV8tZrds98tva77P7Z9bxRffS6PUfue3R97Vuuz0+motGr9erq3qra895ozmq13q9eAN14J/4J/5JDtjmQDTnnc0pGW+fT+OXNn7JPF+eZ3zXh+9a++ro/mr9tvT4rA6adVzRfTRL/UeOu/f91muP3kf30ej1e3NU7/X81b/+W3/vC396Wrw6adS68BRbT2G+mW8cG8f2kgOjfRe/7PNL5q9s/vDHy/7I/NjMD84r67yj/dRr/6VO23tcVg/NNq4sPpptHHueu36O497982/43GmJ4r3eHdVLff/tzb//gUfde1rW19V3a1+juqtV3V6cgTpwT9wT9yQHbHNA2nfxxjJvZJ5s5wm/tPFL5vnyPOO7Zb7r1U2j1NXrtq3nZ3PR6OPJ5qHZx7P13q3vRnHOWev04qfe6th67vZ9reu2Hm/lql76wVNsPYX5Zr5xbBzbWw7sOS8OaeuQzLfufOOPl/2R+dGdn9l9N4qPRq2z1WWlz4vuolnqz+6hWcf3P277xJuf8Udx/m51Vs9dx+3NU0fXs/Xbo/etXqt9nhenba3DmzNQD/6Jf+Kf5IBtDuCKuq7I/PqYX/xS1y+Z37L5zea8UT00W93STtvbXhYnjTqOrP6ZbVyr525f/+3PfOhly+dPy/o6u6N6Hf9oTx3d/5HfHn2v7bRW7bc6rPR5+ImtnzDfzDdujVt7zwEc0odDch10rwMOWeaQzJPOPEXx3Wz+mX08vR6rfX5UJ41Wdzb/zDaereNu329dd++9V++cpa7Rrjqq/yOvrf3eyl+99SPtumt73p2B+vBQPBQPJQfG5AC+qOuLzO/Y+cUtddySeS2b19G+m905ZxuftstKtx/NS6PVm81Do49n67dH7/c89+jzWVzVyzhH+ap1v7VeW3u8N3f1Wk+pB+MmY9yEeWfecWvcOkoO4JBjHZL5151/PLLMI5knnXmSdt7ZXJPxvvTDL/m90yLtr1btRXPTKPVG99Do9R/57dH3R45b+r0XB81Wh7WvWvdX67Otx3t11Oh1RfEF6sRD8VA8lBwYmwM4o64zMr9j5he31HFL5rVsXkt9F8e8ckzm4fo8WDmsVT9R/NR7ndF9NFr9R15b+32p39Yel81ZR43H2lu1+2v12d7zojuql/rxkbE+wvwz/zg1Th09B3DIMQ7JvOvOOx5Z5pHMU988PfP5f/ej//tdp2V9xStx25t/f9u6Dqzc1bof737qtb5oLhq13lqvrT2+1m1bjx/lo1H71XZWq/Z7XVbqfC8+Gq2O6I5A/XgoHoqHkgM+cwBv1PVG5td2fnFLWbfcOibvr1z32z/2vrd+y3tPy/r66tf+4u988gOnZfva6n2cN5cXW7urdX9eHdVrXVG91HvdtT7be3yr1/aeF9Vdreq28lepfqQcVqudaK46ul48xKeHcF24Lng1Xp0tB3BIW4dkvnXne+u8uOT1vzdlPurmY+u52/db1917j9vO5bZH19vaWb3059VVvdTl3Um919frslLn9zqt9PlWfuq9Hyl31WpHy2G12h3tpd77z+YFjAcHxUFxUHIgVg7gjrruyPzKzO///Ke/+s43/e5p2XvFL+v8kvm6Pl9bvz16v+e5R58f+R/f5/ZgL946qg4vnuqlDu9u6rU+KY+VbkfaZ6Xb8+6w0vVpeWxvu1ruatWud1+1rg/3iOUeXC+uF16NV8+SAzikjEMyj23zuOe2pZ/jlfjuff993L31cOS2pd8fOW7p93hubs9dr+8oT/XarxdfHV2HVz/1Vpe0w2q1J+2x2u1Je6q39nodVup8K3e16sfaT731N4sLME4cFAfFQcmBHDmAT7b5JPN2ed5Knbb3uD3X4/M5/bfUa2uPK/Xb2uPw3pze69VZvdQ12llH9e/NUb3Uo+Wv2u1qe6x2+958trUeKZdtbcfKWUf1481brerBOXI4B9eR64hb49az5gBeedkrmZ/r89PrslLn47hzOu563WudtvX4WrdtPR7vzeG9XhzVex2jnHVUv148dXQd2u5q1b62v1q33+qro89rddnW80Y5q3W/Vo7qpZ9Zn/8ZN/6Jf+Kf5EDuHMAxcd473/jju//urZTLSreD887hvK0+23teq9f2nof3xvJe757qtb5R3mrV72hPHd2/lbda92Ptr9b9jXbbo/5bfbb2PGtX9dKfF3fVqgPPyO0ZXF+uL26NW5MD13MA553DeaWddVR7+G5O3+11Wanze51W6ny817f3evXTaHVZuatVP6N91bp/a2cd1Z+1t47u78hbrb+vddrS47346ug6tFx1VLs85+N9eB/eRw6QA+TAjTtx3tjOO8pbrfvFd3P4rpTHSrUj5bLa7eC+Y903mp9GqdfKX7X7sfZVq/5GuaqXfkd76+j+rT137a/UaUuPG+2oXvsf5bDS/eI5eA6eg+uSA+QAOXD/HMB5fTqvtaN67w/njeG8Uv6q3Y62y2q1j/faem8UL41ap7a/arVv5axW/XhxVS91jPZVb/1beW+p2+4d59VTvdUl7axW7eE4OA6Oc3/HYV+wL9gX7Iu9HMB5bZ3Xu6d6qw/f9em72g6r1b6Wv1q3i/fqem9UN41at5bHSrdr5a5a/XhxVK91ePNVb/VIe++e1x597s1No9Rj5bG9/ew9r/I5noVn4VnkADlADpTnAM4r47zefDR6PfiuD9/V8lbrdq0d1qo/vFfGe6P6aJa6pT1Wuj0td9Vq16ujeq3Lm6dGqafVfY8cd/0+ip96r7PXXbXOx2vwGrym3GvYL+wX9gv7pTYHcN7LzhvdS6PWj/PaOq+1u1r1Z+Wto/vBe9u8N4uTRh+HtMv2tqflr9LtenVT73VFcdQodR5575HrenfSqPVp+Wxru7XPpxyPa+FauBY5QA6QA+05MKvzRvXP7HXju7q+a+Wro/sZ7a6j+sd7L3tvdA/NXn+vz/aeL+2wUu15d9Mo9UVx06h1br2Xv8v9/Q886t7TYuXErf4qfR4ug8vgMu0uw/5h/7B/2D9SOZDNebM7aNbx4bsyvjvaV0f3P8pXvfWL91733uw+mmV8vU7ber6Ux/a2E8VLo9UZ1U2j1f22v3HrL3zsi3auaeWn3vuRdtrS9qSeQ2kH18K1cC1ygBwgB+RzIIrzZvVNxvWr73zT754WnLfOeUd7qrf+vTmrl3pm994s/jnLOFqdtvW8XpetPT+aj0avN5qTRqt3dd319VlPfc6Dn/8np+Xo1bubRqmv1GN7j8Nf8Bf8Rd5f2FfsK/YV+0o7B0Y7L8555ZyzzgO+e9l3vXmqt3q8eKr3Ombx3lk8NPs4W9326Lxal209PrqPRq8/mpd6r3frudv3R65b+30UZx1VZ6/bHp2v/dxJ+/gWvoVvkQPkADmgnwNazjurWzLuOrfGea+c15ufeq/Hu6t6ry+b+2Z3z9nGd+S1td+3eu3RedE9NFv93r00Sn1bx917X+u3UseP8tXR/R75bO33OAvOgrPoOwv7jH3GPmOfjcqBWufFMesck/k6P1+z+q53P/Van3c3jVpfVO+dzT1nG2+t4+4df+S0pd9n89Bs44nip97q3PPb0s+l3Fa6ndEeK91/rd9ujx/1fEm/+Ba+hW+RA+QAOTAuB7bOi0ued0nmRWZeZvFdr14ara6ofhqt7ijeO5t3zj7ePb/d+7zUbfeOy+af2cfjzU2911Pqt0fHSbusdXvSDqvV3tZrj97jKXgKnjLOU9h/7D/2H/svag7gnDLOOfs8ZnHeaF4ard5oTpqlXq/eO7t3zjr+Pc/dfr7ntnufZ/fP7OPz7qmj6zty2tbvrT12VH9ablva7pHnrt9HfZ6kbjwMD8PDyAFygByInwOzuybjv/LxqL4bzUej15vFS6OPY7T3zuqajPtVb3ncR07LOg9bz92+33Pc9fPs3jnb+Eb7qbf+W7229bxR7uqt31KvLT3uyHXxEDwED4nvIexj9jH7mH08ew7gorn+bjiK70b30ej1R3fRrPVbey/Oed05mY+r+Tjy3dm8c7bxevPVUfW0+mzved6c1Xs9rb47+/Mf48fBcDAcjBwgB8gBcmCbA/iwTx/25rzRPTRb/Vl9NNu4tLwXx8R17/v3u3vrYTbXZLyfePMz/ui0jPLU0f32uqzU+d49NWp92+cX3uMauAauQQ6QA+QAOUAOyOQALqzrwqN9N5uHZhtPNgedZTxS3rvneXzu031f+7x7Xv23PnZarF//9lfc9fAn3nVanvjiX7njP33mL15x0CsHzToPo53Vun8pl5VqJ6qfeq2b5zaZ5zbmkXnEwXAwcoAcIAfIAa0cwIcv+7CV72Zzz1nGM4uHzjLOUvfFb9v81tpVR/e3uu6e7269d32f1TtnG5e1r1r3J+Ww2u149dIodWk9f9AuvoFv4BvkADlADpAD5ICPHJjNhaWddxb/zD7OWdxz1nHueW803x3tnLP1v3XdWt/FfXP8Xa+1t1r1p+2x0u1HcVRvdfK85eN5i+vAdcC/8C9ygBwgB8gB7zkQzYd7fTe7c846vlndc9Zxr95b67uz+eas491z3e3ne37b+vlsfxcbZbxW3qrdj7S3WrfnzU291+P9+YH6cA6cA+cgB8gBcoAcIAdy5MAoF6713Vm9c5Zxz+qbs437vd/zmM++4n+dlvX1y574sg9/xf+x//dbZ/XSaOPeOu7e+1bHrT0vioNmq1PbW63at3ZY7f68u+ro+nhOyvGcxHXkOuJeuBc5QA6QA+TALDnQ68N7zjuLazLO9731W957WmZzzmzj3brt0fvVdbev0fyRenX++2p7jrv3ea3TSh2fzVG9jsfKX6X70fbV0e2P9lOv/c9y/8848Q68A+8gB8gBcoAcIAfIgZs5sLrw6rs455VzzjoP2bwzy3iOnLb1+63rbt/jpjpu6n1e9/y29HMpt+1tx6uTRq1L2l212hvtrdb9e/XVUXXxfMPzDc6Bc5AD5AA5QA6QA+QAOXDjztObPvfmn33Padl7ndU9Zxl3Fg+NMo5Wl+09b+u4e++9OyT1yfpzqd8eHdfrstrnR/XV0XVreaxUu9au6qW/UY7qrV+e43iO4zkOzyEHyAFygBwgB8gBcuD+ObDnu7Wfz+KiWcYZxUWj1NnrsNLn7znu0ec4qqyjep3PI7ct/V7bZ7XaH+2n3vuXclipdrz4qpc6vHmrVT08x/Ecx3Pc/Z/j2BfsC/YF+4IcIAfIAXJgzYFax5U6PouTRh1HFDcdXae0u2q3d+S3pd97dUnq6vPnUretPU7LYa3b9e6uVvVJuWxvO1481VsdVp7qpR+eW3lu5bmV51ZygBwgB8gBcoAcIAfKc0DKbbXaieqoXuse7aaj+9d2Vuv2S9229jg8tc9TvcxfrdfWHm/tsNb9Wbmql356Xbb1fG+O6rUeL+6qXQfPcTzH8RxX/hzHfmG/sF/YL+QAOUAOkAPbHNDyWet2vbqql7pG+6p2/9a+Orq/WrctPd6LT1JHmzPXOm3v8dbuOro/Lx4rXUerz7ae59VRvdal7aqj29/el/Ke51WeV3leJQfIAXKAHCAHyAFyoD0HrD12dH9e3NWqDm1f1Wp/tKN667/UaXuPw1fbfHX0vPV6be35o73VS//S3mrdXqvTlp7n1U2j1TXaYaX757mN5zae29qf29g/7B/2D/uHHCAHyAFyYC8HRnur1/6t/FW7Hy1/bW3Xm5t6r6fXa1vPH+2V9F/mzLUuK3W8F1/1Woe107b2V+q0pcdFc9Mo9Ur76uj29u5H+ZznVZ5XeV4lB8gBcoAcIAfIAXKgPwe8OmuUurSdtrb9Vn9tPc+7k0arr9Vlpc/DWcuc1XqepJy2tx2vvuq1rlaH1Tqv1G2PjovipFHrHO2xUv3zvMbzGs9r/c9r7CP2EfuIfUQOkAPkADlQmgNRPDV6nbVeW3t8q9PunRfNR6PXK+20re1ZuyX9XfbkXo+VPt+ro0arS8tvj9o9ctu976M6afS6pZzVup3S+0+O43mV51WeV8kBcoAcIAfIAXKAHJDPgeh+mq1+Ld+N7qDZ6m91WO3zcNfL7mo1P9I+29teNEeNVu+Rz/Z+v+e3e59H99Ho9Vu7bG9/PJ/xfMbzmfzzGfuKfcW+Yl+RA+QAOUAO1OZANh+dbTzZ3DP7eLR9Vqp9K8ekn+ue3Ouw2udHc9Po9fa67nr+nuOun0f30Gz193qr1fm195scz3Mqz6k8p5ID5AA5QA6QA+QAOaCfA7O5aNTxPvihj33Iw95/WtbXux756Af/5AdPy/qa3Uejjk/KXa3bwV9t/p5X22Wl2o/updHrb/XePd/N5qJZxmPls6398FzGcxnPZfrPZewz9hn7jH1GDpAD5AA50JsDUd0zW91bx92+37ru3vuoHpqtbmuXleoP39X1XSl3tWonuo9mrf/Iffk73Vt/4WNfPC3R/LfVX7XO672/5HyeU3lO5TmVHCAHyAFygBwgB8gB+xzI5qXex7P126P3e5579Hk2N/U+HilnHd0OzqvjvFYuK91PVifNNi5cN6brrg6t5bS17fIcxnMYz2H2z2HsO/Yd+459Rw6QA+QAOSCVA949NHp9R3579P2R4x59791Fo9c32mO1+sd5ZZxX2lut28vmoNnG85eef9dXveILp2V9/bXP/+bT3vzHp2XvNdrftc5Sb63DSh8vdT9JOzyf8nzK8yk5QA6QA+QAOUAOkAPjcyC6o46u/8hpW78/8tva76N7qpf6tVzVW7s4b5vzWjusdn/ZXDT6eLauu32/57tHn8/iqd7GKe21pe3x/MXzF89f45+/2IfsQ/Yh+5AcIAfIAXJAKwdGO2mU/lu9tvS8WrdtPd6Ll0arw5vDatWD79b5rrazjmo/uodmqX/ruHvvjxy393tvPpqlnlKX7T1O6/6Rdnk+5fmU51NygBwgB8gBcoAcIAf85UAUZ9Wus9RjpY9r9dre86I5q3W9Wo7qvV2ct8x5R/mrdr9ZfDTqOPYc9+jzXsdtPT+Lt1qPo9dtj87neYvnLZ63/D1vsS/Zl+xL9iU5QA6QA+SAdg5ou6nX9qWdtrW9XqeVOt/aT732591frerDec87r7avemk/qo9GrfvIb4++b/VZq/Os/dR7f0c+2/q99v0i7fNcynMpz6XkADlADpAD5AA5QA74zwGvDttbV6u7ap8n5bJa7Xj1V626rNw0Wj8475XzenFXqzqiOmm0uo/ctvZ7K6+V7se7x2rV1+q42/N4zuI5i+cs/89Z7FP2KfuUfUoOkAPkADlgnQO9njr6fG2XlWpfy2W12tVy1dHtRvNW63pn910rT/XWTzQnjVZvrduWHi/trt7a03LWUe1unbb2vfX9If3xXMpzKc+l5AA5QA6QA+QAOUAOxMuB0U5b2r+Ut1q3o+WwVu2Odlmp/q29NGp/szqvN3e1rieam3qvt9Rpe4/z5rJW9Yxy2tZ+az13PZ7nKp6reK6K91zFvmXfsm/Zt+QAOUAOkAOjc6DUWbWPs/ZXrf6s/NWqHylntW4nqrOOrnsW57V2VK/9effSKPX1em3t+VaeGq2fVofVOq/Wd0ffD9I/z6U8l/JcSg6QA+QAOUAOkAPkQNwc0Hbbvfa1fHV0u1buOqofa6et7W+0j2bpP6vzenXW0XVFcVQvddZ6rNbx0fzVS71anrvX7pHz8hzFcxTPUXGfo9i/7F/2L/uXHCAHyAFywFsO7Dls7+ejvdW6/1HuOqrfWn/VOj6Lq3oZRzbfHe2n3vv34qbe69By2tZ2vXhptjr2nLb18z3f9XYfSD08n/J8yvMpOUAOkAPkADlADpADeXIAz33sQx72/tNS68KjfNVbv1p+e9SuFxfNVkcW5/Xuq6Pr8+6qo+tr9Ver87L5apTxlHrv1nd5buK5ieemPM9N7Gf2M/uZ/UwOkAPkADngPQdKnbfWQbMe781ZvdRz5LK932fzVK/jieq8o900Wv+jHdVb/1Y+29tPFA+drc6t/3q/76M+nk95PuX5lBwgB8gBcoAcIAfIgXw5sPXdrC4rNS4vnuq9jl7PXc/36qDZ64rivNFc1Uu93nx1VD293jrq/Nn8NMp4eU7iOYnnpHzPSexr9jX7mn1NDpAD5AA5EC0HpPwzazvePdV7fbXem91Po4zPq/N6cdKodYzyVC/9jnJZqX6jeOcsdUa736NenlN5TuU5lRwgB8gBcoAcIAfIgfw5kNVne8fl3U+j1FfqvFH8M3ud+O5dD3/iXaclquMe1e3FW63qkPJVL+3M4qdex8lzEc9FPBflfy5in7PP2efsc3KAHCAHyIHoOdDrodnOj+Kn0ercem92L406Pi/Oe+SVfF/n0VauOrofLx4rXYdX98xeV/T7O+rnOZXnVJ5TyQFygBwgB8gBcoAcmC8Hsjlt7XiieWnUet/5K5+955989LRsX6N6aNa6RzkvblvntqXzNdpdtfuX9lSv7WX3VC/j4zmI5yCeg+Z7DmLfs+/Z9+x7coAcIAfIgWw5UOuiWY6P6qXe677j5x7+8Rd++LSsr1vXrX2f1VO9jsvKeUudkuP6/FfbWa3a9+qvVnV5cdBsdWS7n2M8PKfynMpzKjlADpAD5AA5QA6QA/PmQBavrR2HdyeNUt/Wc7fvaz2393ivbhqlLny3z1O9ebSVv2r1Y+Wn3vvJ5qqjx8NzD889PPfM+9zD/mf/s//Z/+QAOUAOkAPZc6DWR6MeH8VNvda59duj971eq31+FHe1rlPLeb355yz1aPmrVrvevXVUfaNdNHr/2e/jGB/Pqzyv8rxKDpAD5AA5QA6QA+QAObDmQFS3La3bq5t6revIb0u/13Za7fatfdVLf1LOO4ujeh2nlsNKtzvKTaP0G91XR9XPcw7POTzn8JxDDpAD5AA5QA6QA+QAOTBrDpR6abTjvDqql7pKvbb2OG1/9da+F5+VqqPVeb1652x1STusdHtRfNVLnaOcNFq/s96/MW6eX3l+5fmVHCAHyAFygBwgB8gBcmCbA9H8dq9eL37qrY5ap2093pu/eqtHymG12sF3c/y7vNIu29ueFy+NVkc0Z7Wud3sfw3ueb3i+4fmGHCAHyAFygBwgB8gBcoAcuMqBPTeN8rk3Vx1VT6vP9p7nzVOj1qPlt6XtljrvbH8fG2W8vR4rdX40T/Var7Wbeu+P+zWe23hu47mNHCAHyAFygBwgB8gBcoAcKMuBKJ67rXOUp47ut9dlpc6P6qnR6y5129rj9pw3inPOWqeUz7a249VJo9bl3Vut6uP+rez+jXlinnje5XmXHCAHyAFygBwgB8gBcmCbA1s/9fp+tK9a9y/lsdLtRHfS7PXX+u56/NZ5Z3XTaONu9dnW86L6aZS6rRzVWz/b+xLe87zC8wrPK+QAOUAOkAPkADlADpAD5EBbDnh13bUua1+17k/aYbXay+6js41v67vRfHP2eludtvS8KC6apU5v7qpdD/drbfdrzBvzxvMuz7vkADlADpAD5AA5QA6QA3s5gO8++sE/+cHTYuW6Wv6q3e5s/pl1vF/+O2//1n/58dOyvr7kAd/02vd96rR86PNvvPvVnzl+nd1VvYy/1Glrj8vipVHHoe2qo9vfuw/hc55TeE7hOYUcIAfIAXKAHCAHyAFygByQyQFvzmvlrdr9aLurVftZvTPbuLZ+u/d+dd1a3y114O1xXlw0Wx21frt3fFQPzVb3aH/V6p/7NJn7NOaReeS5l+decoAcIAfIAXKAHCAHyIHSHPDivNruqtW+lbda95PNQaOOZ89raz/f+q6V827d9+h9No+VHs+e15Z+ns1Hs4xHy1mt2y297+A4nlN4TuE5hRwgB8gBcoAcIAfIAXKAHNDJgdHOq+Wv0u1aO+uo/qJ6aNS6a7229Pg91/Xqu0f+u/e9tKN6b6/Uc9fjsjho1nFYO6x0f9yX6dyXMa/MK8+9PPeSA+QAOUAOkAPkADlADrTmgLXzSvurdHujfHV0v1Gd1GvdpR4rddyR62bz3T33Pfrcu+Pu1Vfqu1k9NOu4pN1Vu73W+wzO4zmF5xSeU8gBcoAcIAfIAXKAHCAHyAGbHLByXmmP7W1vtKt66d+rk3qtS8plpdop9V2ct+y/M7d14j13tfr8yHez+ucs49J22d72uQ+zuQ9jnplnnnt57iUHyAFygBwgB8gBcoAckMoBbeft9dje8714qrc6vDrqqLqk3FW7nVrXxXfbfHfrvaXvpf1367yz+Gf2cfb6q9b5UvcVtMNzCs8pPKeQ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300px));\\n}\",{\"id\":\"25a72127-ad86-4236-9ea5-90f15ccf4ac7\"},{\"id\":\"bc04b806-5758-4db1-a22c-3f6383611741\"},{\"id\":\"0cfa2618-b973-4d7e-913d-e8ff2ef8a6ac\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"88876129-a9f7-4626-972a-2c2d038e2969\",\"roots\":{\"dbdb739c-cf12-4144-86b0-a581fff0fad1\":\"feafa77d-a8d3-466e-9fb3-4991222fb79b\"},\"root_ids\":[\"dbdb739c-cf12-4144-86b0-a581fff0fad1\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Image   [x,y]   (x_y column_volume_rel_abs_diff_pointwise)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "dbdb739c-cf12-4144-86b0-a581fff0fad1"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from bokeh.models import PrintfTickFormatter\n",
+    "\n",
+    "# Visualize only #3: magnitude of relative difference (pointwise denominator)\n",
+    "time_i = 0\n",
+    "\n",
+    "# Fixed color limit for relative magnitude map\n",
+    "rel_lim = 0.005\n",
+    "\n",
+    "# Build a DataArray from |(uxarray - planar) / planar|\n",
+    "sxda_total_rel_abs_diff_pointwise = sx.SxDataArray(\n",
+    "    xr.DataArray(\n",
+    "        np.abs(total_rel_diff_pointwise),\n",
+    "        dims=sxda_volumes_total.dims,\n",
+    "        coords=sxda_volumes_total.coords,\n",
+    "        name=\"column_volume_rel_abs_diff_pointwise\",\n",
+    "    ),\n",
+    "    sxgrid=sxda_subset.sxgrid,\n",
+    ")\n",
+    "\n",
+    "# Plot relative difference magnitude map with fixed decimal formatting for\n",
+    "# both colorbar ticks and hover values (avoids scientific notation).\n",
+    "sxda_total_rel_abs_diff_pointwise.isel(time=time_i).plot(cmap=\"Reds\").opts(\n",
+    "    width=600,\n",
+    "    height=350,\n",
+    "    clim=(0.0, rel_lim),\n",
+    "    colorbar_opts={\"formatter\": PrintfTickFormatter(format=\"%.4f\")},\n",
+    "    cformatter=\"%.4f\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate mass"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sxda_mass = sx.SxDataArray(\n",
+    "    xr.DataArray(\n",
+    "        _calculate_mass(sxda_subset),\n",
+    "        dims=[\"time\", \"n_layer\", \"n_face\"],\n",
+    "        coords={\"time\": sxda_subset.time},\n",
+    "        name=\"mass\",\n",
+    "    ),\n",
+    "    sxgrid=sxda_subset.sxgrid,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='7685dc78-5f7a-43e0-b238-d4f2989a5d94'>\n",
+       "  <div id=\"f1c3abb2-cc4c-4f1b-be9d-5ba368191e38\" data-root-id=\"7685dc78-5f7a-43e0-b238-d4f2989a5d94\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"4b3697db-c5ff-4ffb-8332-b6b1d0b5950d\":{\"version\":\"3.8.2\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"4cb37e74-8977-40da-9834-afbe5ce9c622\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"40042331-0fe5-47cd-9c47-d7b236519935\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"7685dc78-5f7a-43e0-b238-d4f2989a5d94\",\"attributes\":{\"name\":\"Row00949\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 300px));\\n  -webkit-mask-size: auto calc(min(50%, 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300px));\\n}\",{\"id\":\"396139e4-2924-4cc4-8324-084ecfbdcd5c\"},{\"id\":\"1bf1f484-4c3d-443c-bdd2-3299e4ceb5a9\"},{\"id\":\"b689ef87-1a68-481a-a90a-c3b17eaea601\"}],\"min_width\":0,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"start\",\"kind\":\"Any\",\"default\":0},{\"name\":\"end\",\"kind\":\"Any\",\"default\":100},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"JSComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"ReactComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"use_shadow_dom\",\"kind\":\"Any\",\"default\":true},{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"max_notifications\",\"kind\":\"Any\",\"default\":5},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_rendered\",\"kind\":\"Any\",\"default\":false},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"holoviews.plotting.bokeh.raster.HoverModel\",\"properties\":[{\"name\":\"xy\",\"kind\":\"Any\",\"default\":null},{\"name\":\"data\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"4b3697db-c5ff-4ffb-8332-b6b1d0b5950d\",\"roots\":{\"7685dc78-5f7a-43e0-b238-d4f2989a5d94\":\"f1c3abb2-cc4c-4f1b-be9d-5ba368191e38\"},\"root_ids\":[\"7685dc78-5f7a-43e0-b238-d4f2989a5d94\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Image   [x,y]   (x_y mass)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "7685dc78-5f7a-43e0-b238-d4f2989a5d94"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Visualize total water column mass per face at first timestep\n",
+    "sxda_mass.sum(dim=\"n_layer\").isel(time=0).plot()"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "suxarray_dev",
+   "display_name": "suxarray",
    "language": "python",
    "name": "python3"
   },
@@ -483,7 +5291,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.12.12"
   }
  },
  "nbformat": 4,
diff --git a/pyproject.toml b/pyproject.toml
index 894898f..ca4dde9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ classifiers = [
 dependencies = [
     "uxarray==2025.12.0",
     "shapely>=2.0",
+    "gsw>=3.6", # required for density -> mass calculations in `integrate.py`
     "Click>=7.0"
 ]
 
diff --git a/requirements_dev.txt b/requirements_dev.txt
index 0f3644b..de52887 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -14,3 +14,4 @@ uxarray==2025.12.0
 netcdf>=1.6
 xarray>=2023.4.1
 holoviews>=1.16.0
+gsw>=3.6  # required for density -> mass calculations in `integrate.py`
diff --git a/suxarray/grid/integrate.py b/suxarray/grid/integrate.py
new file mode 100644
index 0000000..8529c61
--- /dev/null
+++ b/suxarray/grid/integrate.py
@@ -0,0 +1,288 @@
+import numpy as np
+from .area import _integrate_nodal
+
+
+def _earth_radius_at_latitude(latitude_deg):
+    """Compute geocentric Earth radius (meters) at geodetic latitude.
+
+    Uses the WGS84 ellipsoid semi-major/minor axes.
+    """
+    # WGS84 ellipsoid axes (meters)
+    a = 6378137.0
+    b = 6356752.314245
+
+    lat = np.deg2rad(latitude_deg)
+    cos_lat = np.cos(lat)
+    sin_lat = np.sin(lat)
+
+    a2 = a * a
+    b2 = b * b
+
+    numerator = (a2 * cos_lat) ** 2 + (b2 * sin_lat) ** 2
+    denominator = (a * cos_lat) ** 2 + (b * sin_lat) ** 2
+    return np.sqrt(numerator / denominator)
+
+
+def _face_mean_from_nodal(values, connectivity):
+    """Average nodal values onto faces.
+
+    Parameters
+    ----------
+    values : ndarray, shape (n_time, n_node, n_interface)
+        Nodal values to average.
+    connectivity : ndarray, shape (n_face, n_max_face_nodes)
+        Face-node connectivity with negative fill values.
+
+    Returns
+    -------
+    ndarray, shape (n_time, n_interface, n_face)
+        Face-averaged values.
+    """
+    n_time, _, n_interface = values.shape
+    n_face = connectivity.shape[0]
+    face_mean = np.zeros((n_time, n_interface, n_face), dtype=np.float64)
+
+    for face_i in range(n_face):
+        node_ids = connectivity[face_i]
+        node_ids = node_ids[node_ids >= 0]
+        face_mean[:, :, face_i] = values[:, node_ids, :].mean(axis=1)
+
+    return face_mean
+
+
+def _calc_layers_thickness(z, bottom_indices):
+    """
+    Calculate the thickness of each layer under a set of nodes.
+
+    Parameters
+    z: ndarray, shape (n_time, n_node, n_layer)
+        z-coordinates of nodes
+    bottom_indices: ndarray, shape (n_node,)
+        0-based bottom layer index for each node
+
+    Returns
+        ndarray, shape (n_time, n_layer-1, n_node)
+    """
+
+    thickness = z[:, :, 1:] - z[:, :, :-1]
+
+    if np.any(bottom_indices > 0):
+        layer_idx = np.arange(thickness.shape[2])
+        below_bottom = layer_idx[np.newaxis, :] < bottom_indices[:, np.newaxis]
+        thickness = np.where(below_bottom[np.newaxis, :, :], 0.0, thickness)
+
+    return thickness
+
+
+def _calculate_prism_volumes(node_x, node_y, z, connectivity, bottom_indices):
+    """
+    Calculate the volume of prism under a selection of nodes for each layer in
+    the vertical direction.
+
+    Parameters
+    ----------
+    node_x : ndarray, shape (n_node,)
+        x coordinates of nodes
+    node_y : ndarray, shape (n_node,)
+        y coordinates of nodes
+    z : ndarray, shape (n_time, n_node, n_layer)
+        z-coordinates
+    connectivity : ndarray, shape (n_face, n_node_per_face)
+        Node indices for each face
+    bottom_indices : ndarray, shape (n_element,)
+        0-based bottom layer index for each node
+
+    Returns
+    -------
+    ndarray, shape (n_time, n_layer-1, n_face)
+        Volume of each prism layer under the selection of nodes.
+    """
+    # Enforce float64 for numba
+    node_x = node_x.astype(np.float64)
+    node_y = node_y.astype(np.float64)
+    z = z.astype(np.float64)
+
+    # Extract dimensions
+    n_time, n_node, n_layer = z.shape
+    n_face = connectivity.shape[0]
+    n_interfaces = n_layer - 1
+
+    thickness = _calc_layers_thickness(z, bottom_indices)
+
+    # Integrate thickness over elements per timestep
+    result = np.zeros((n_time, n_interfaces, n_face))
+    for t_i in range(n_time):
+        h = thickness[t_i].T
+        result[t_i] = _integrate_nodal(node_x, node_y, h, connectivity)
+
+    return result
+
+
+def calc_volumes_from_projected(sxda):
+    """
+    Calculate the volume of prism under a selection of nodes for each layer in
+    the vertical direction.
+
+    Parameters
+    ----------
+    sxda : SxDataArray
+        SxDataArray with 3D z-coordinates and bottom indices
+
+    Returns
+    -------
+    ndarray, shape (n_time, n_layer-1, n_face)
+        Volume of each prism layer under the selection of nodes.
+    """
+    grid = sxda.sxgrid
+
+    return _calculate_prism_volumes(
+        node_x=grid.node_x.values,
+        node_y=grid.node_y.values,
+        z=grid.sgrid_info.zCoordinates.values,
+        connectivity=grid.face_node_connectivity.values,
+        bottom_indices=grid.sgrid_info.bottom_index_node.values - 1,
+    )
+
+# TODO: Remove time indexing loops in function and have them only calculate at
+# one timestep
+
+def _calculate_volumes_uxarray(sxda, radius_m=None):
+    """Calculate per-face prism volumes using uxarray spherical face areas.
+
+    This path uses uxarray's unit-sphere face areas from lat/lon geometry,
+    then scales by a physical sphere radius in meters.
+
+    Parameters
+    ----------
+    sxda : SxDataArray
+        SxDataArray with 3D z-coordinates and bottom indices.
+    radius_m : float, optional
+        Physical sphere radius in meters used to scale uxarray face areas.
+        If not provided, computes a local geocentric Earth radius from the
+        mean node latitude.
+
+    Returns
+    -------
+    ndarray, shape (n_time, n_layer-1, n_face)
+        Volume of each prism layer under each face element.
+    """
+    grid = sxda.sxgrid
+
+    z = grid.sgrid_info.zCoordinates.values.astype(np.float64)
+    connectivity = grid.face_node_connectivity.values
+
+    # Thickness at nodes: shape (n_time, n_node, n_interface)
+    bottom_indices = grid.sgrid_info.bottom_index_node.values - 1
+    thickness = _calc_layers_thickness(z, bottom_indices)
+
+    # Face-average nodal thickness: shape (n_time, n_interface, n_face)
+    # NOTE: This is an arithmetic node mean. For strict parity with the planar
+    # path on quads, we may need to mirror its bilinear quadrature weighting.
+    thickness_face = _face_mean_from_nodal(thickness, connectivity)
+
+    # Compute unit-sphere face areas from lon/lat directly to avoid mutating
+    # the source grid's planar cartesian coordinates.
+    from uxarray.grid.area import get_all_face_area_from_coords
+
+    node_lon = np.asarray(grid.node_lon.values, dtype=np.float64)
+    node_lat = np.asarray(grid.node_lat.values, dtype=np.float64)
+    lon_rad = np.deg2rad(node_lon)
+    lat_rad = np.deg2rad(node_lat)
+    node_x_unit = np.cos(lat_rad) * np.cos(lon_rad)
+    node_y_unit = np.cos(lat_rad) * np.sin(lon_rad)
+    node_z_unit = np.sin(lat_rad)
+
+    n_nodes_per_face = np.sum(connectivity >= 0, axis=1).astype(np.int64)
+    face_areas_unit, _ = get_all_face_area_from_coords(
+        node_x_unit,
+        node_y_unit,
+        node_z_unit,
+        connectivity,
+        n_nodes_per_face,
+        quadrature_rule="triangular",
+        order=4,
+        latitude_adjusted_area=False,
+    )
+
+    # Areas are on a unit sphere, so scale to m^2.
+    if radius_m is None:
+        mean_lat = np.asarray(grid.node_lat.values, dtype=np.float64).mean()
+        radius_m = _earth_radius_at_latitude(mean_lat)
+    else:
+        radius_m = float(radius_m)
+    face_areas_m2 = np.asarray(face_areas_unit, dtype=np.float64) * (radius_m ** 2)
+
+    return thickness_face * face_areas_m2[np.newaxis, np.newaxis, :]
+
+
+# TODO: implement generic prism integration of variables (such as energy,
+# chlorophyll or salt) to complement mass calculation function
+
+# TODO: Test impact of gsw method on performance.
+
+def _calculate_mass_in_ocean(sxda_salinity, sxda_temperature=None):
+    """
+    Calculate the total water mass in the domain using salinity and temperature
+    to compute in-situ density via the TEOS-10 equations (gsw).
+
+    This function is better applied in a ocean domain and not in shallow/estuary
+    domains.
+
+    Parameters
+    ----------
+    sxda_salinity : SxDataArray
+        Practical salinity (PSU), shape (n_time, n_node, n_layer)
+    sxda_temperature : SxDataArray, optional
+        In-situ temperature (°C), shape (n_time, n_node, n_layer).
+        Defaults to 15.0 °C if not provided.
+
+    Returns
+    -------
+    ndarray, shape (n_time, n_layer-1, n_face)
+        Water mass per prism layer per face element (kg).
+    """
+    import gsw
+
+    grid = sxda_salinity.sxgrid
+
+    # Pressure from z-coordinates: shape (n_time, n_node, n_layer)
+    z = grid.sgrid_info.zCoordinates.values
+    # Expand to (1, n_node, 1) to broadcast with z shape (n_time,n_node,n_layer)
+    lat = grid.node_lat.values[np.newaxis, :, np.newaxis]
+    lon = grid.node_lon.values[np.newaxis, :, np.newaxis]
+    pressure = gsw.p_from_z(z, lat)  # shape (n_time, n_node, n_layer)
+
+    # Convert salinity to Absolute Salinity (g/kg)
+    SP = sxda_salinity.values
+    SA = gsw.SA_from_SP(SP, pressure, lon, lat)  # shape (n_time,n_node,n_layer)
+
+    # Convert temperature to Conservative Temperature
+    t = sxda_temperature.values if sxda_temperature is not None else 15.0
+    CT = gsw.CT_from_t(SA, t, pressure)  # shape (n_time, n_node, n_layer)
+
+    # density: shape (n_time, n_node, n_layer)
+    rho = gsw.density.rho(SA, CT, pressure)
+
+    # Average density to layer intervals: shape (n_time, n_node, n_layer-1)
+    rho_layer = 0.5 * (rho[:, :, :-1] + rho[:, :, 1:])
+
+    # Thickness per layer interval: shape (n_time, n_node, n_layer-1)
+    bottom_indices = grid.sgrid_info.bottom_index_node.values - 1
+    thickness = _calc_layers_thickness(z, bottom_indices)
+
+    # rho * h at each node per layer: shape (n_time, n_node, n_layer-1)
+    rho_h = rho_layer * thickness
+
+    # Integrate rho*h over faces: shape (n_time, n_layer-1, n_face)
+    connectivity = grid.face_node_connectivity.values
+    node_x = grid.node_x.values.astype(np.float64)
+    node_y = grid.node_y.values.astype(np.float64)
+    n_time, n_node, n_interfaces = rho_h.shape
+    n_face = connectivity.shape[0]
+    mass = np.zeros((n_time, n_interfaces, n_face))
+    for t_i in range(n_time):
+        mass[t_i] = _integrate_nodal(
+            node_x, node_y, rho_h[t_i].T.astype(np.float64), connectivity
+        )
+
+    return mass
\ No newline at end of file
diff --git a/tests/test_volume.py b/tests/test_volume.py
new file mode 100644
index 0000000..1b2c742
--- /dev/null
+++ b/tests/test_volume.py
@@ -0,0 +1,84 @@
+import numpy as np
+import pytest
+
+from suxarray.grid.integrate import _calculate_prism_volumes
+
+
+def test_calculate_prism_volume_synthetic_shaved_cells():
+    """Validate prism volumes on a tiny synthetic triangular mesh.
+
+    The mesh has 3 triangular faces of equal area (2 m^2 each), and node-wise
+    shaved-cell bottom indices that mask lower interfaces at selected nodes.
+    """
+    node_x = np.array([0.0, 2.0, 0.0, -2.0, 0.0], dtype=np.float64)
+    node_y = np.array([0.0, 0.0, 2.0, 0.0, -2.0], dtype=np.float64)
+
+    # 3 triangles with -1 fill values in the 4th slot.
+    connectivity = np.array(
+        [
+            [0, 1, 2, -1],
+            [0, 2, 3, -1],
+            [0, 3, 4, -1],
+        ],
+        dtype=np.int64,
+    )
+    # 0-based node bottom indices. k > 0 masks interfaces [:k] at that node.
+    bottom_indices = np.array([0, 1, 2, 0, 1], dtype=np.int64)
+
+    # z shape: (n_time=2, n_node=5, n_layer=4) -> 3 interfaces.
+    z = np.array(
+        [
+            [
+                [-3.0, -2.0, -1.0, 0.0],
+                [-3.0, -2.0, -1.0, 0.0],
+                [-3.0, -2.0, -1.0, 0.0],
+                [-3.0, -2.0, -1.0, 0.0],
+                [-3.0, -2.0, -1.0, 0.0],
+            ],
+            [
+                [-6.0, -4.0, -2.0, 0.0],
+                [-6.0, -4.0, -2.0, 0.0],
+                [-6.0, -4.0, -2.0, 0.0],
+                [-6.0, -4.0, -2.0, 0.0],
+                [-6.0, -4.0, -2.0, 0.0],
+            ],
+        ],
+        dtype=np.float64,
+    )
+
+    volumes = _calculate_prism_volumes(
+        node_x=node_x,
+        node_y=node_y,
+        z=z,
+        connectivity=connectivity,
+        bottom_indices=bottom_indices,
+    )
+
+    # Expected shape: (n_time, n_interface, n_face)
+    assert volumes.shape == (2, 3, 3)
+
+    # Make the geometric factor explicit for readers:
+    # expected volume = triangle_area * face-mean(thickness after masking)
+    triangle_area_m2 = 2.0
+    expected_face_mean_thickness = np.array(
+        [
+            [
+                [1.0 / 3.0, 2.0 / 3.0, 2.0 / 3.0],
+                [2.0 / 3.0, 2.0 / 3.0, 1.0],
+                [1.0, 1.0, 1.0],
+            ],
+            [
+                [2.0 / 3.0, 4.0 / 3.0, 4.0 / 3.0],
+                [4.0 / 3.0, 4.0 / 3.0, 2.0],
+                [2.0, 2.0, 2.0],
+            ],
+        ],
+        dtype=np.float64,
+    )
+    expected = triangle_area_m2 * expected_face_mean_thickness
+
+    np.testing.assert_allclose(volumes, expected, rtol=0.0, atol=1e-12)
+
+    # Spot-check a couple of entries with pytest.approx for readability.
+    assert volumes[0, 0, 0] == pytest.approx(2.0 / 3.0)
+    assert volumes[1, 2, 2] == pytest.approx(4.0)
\ No newline at end of file