diff --git a/docs/user-guide/cross-sections.ipynb b/docs/user-guide/cross-sections.ipynb
index 4a2c0e26b..349b1039e 100644
--- a/docs/user-guide/cross-sections.ipynb
+++ b/docs/user-guide/cross-sections.ipynb
@@ -14,26 +14,193 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 1,
    "id": "16db9f880115ac2b",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
+       "\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 = true;\n  const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\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, 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; 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+      "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        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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='a3ec5ef0-f14d-4472-a410-b291a5543440'>\n",
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+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"b94e917e-56ee-45f1-b191-278c94c977bb\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"a3ec5ef0-f14d-4472-a410-b291a5543440\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"8e2cea8e-99f4-465a-a583-166d0378a0fe\",\"attributes\":{\"plot_id\":\"a3ec5ef0-f14d-4472-a410-b291a5543440\",\"comm_id\":\"a52f602f5d584e28ae22d00398d6224b\",\"client_comm_id\":\"b6ac4dc0d6ac44e4871506ad3a18cd5a\"}}],\"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 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+       "  var render_items = [{\"docid\":\"b94e917e-56ee-45f1-b191-278c94c977bb\",\"roots\":{\"a3ec5ef0-f14d-4472-a410-b291a5543440\":\"aff2ccf1-2f65-404b-bb1b-615d09b1cf93\"},\"root_ids\":[\"a3ec5ef0-f14d-4472-a410-b291a5543440\"]}];\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",
+       "  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 !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_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\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>"
+      ]
+     },
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "a3ec5ef0-f14d-4472-a410-b291a5543440"
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<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",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
+       "\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 py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = true;\n  const Bokeh = root.Bokeh;\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, 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      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\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/1.8.2/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      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n        var NewBokeh = root.Bokeh;\n        if (Bokeh.versions === undefined) {\n          Bokeh.versions = new Map();\n        }\n        if (NewBokeh.version !== Bokeh.version) {\n          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n        }\n        root.Bokeh = Bokeh;\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 = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\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, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\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        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+      "application/vnd.holoviews_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "\n",
     "import uxarray as ux"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
-   "metadata": {},
    "cell_type": "markdown",
-   "source": "## Overview",
-   "id": "e522f2ce7aec8f35"
+   "id": "e522f2ce7aec8f35",
+   "metadata": {},
+   "source": [
+    "## Overview"
+   ]
   },
   {
-   "metadata": {},
    "cell_type": "markdown",
+   "id": "7f460b9ba60b1c60",
+   "metadata": {},
    "source": [
     "Cross-sections can be performed by using the `.cross_section` method on a `ux.UxDataArray`. The original data variable is sampled along `steps` number of evenly spaced points, with the result stored as a `xr.DataArray`, since there is no longer any grid information associated with the sampled result.\n",
     "\n",
@@ -42,13 +209,14 @@
     "```\n",
     "\n",
     "Let's open up our data and define a small helper function for labeling the sampled coordinates."
-   ],
-   "id": "7f460b9ba60b1c60"
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": 2,
    "id": "720c4a345d659fd3",
    "metadata": {},
+   "outputs": [],
    "source": [
     "def set_lon_lat_xticks(ax, cross_section, n_ticks=6):\n",
     "    \"\"\"Utility function to draw stacked lat/lon points along the sampled cross-section\"\"\"\n",
@@ -72,23 +240,1565 @@
     "    plt.tight_layout()\n",
     "\n",
     "    return fig, ax"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": 3,
    "id": "2a42a1aa9249a94f",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  max-width: 700px;\n",
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+       "  display: none;\n",
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+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
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+       "  margin-top: 0;\n",
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+       "}\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.UxDataArray &#x27;RELHUM&#x27; (lev: 72, n_face: 21600)&gt; Size: 6MB\n",
+       "[1555200 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lev      (lev) float64 576B 0.1238 0.1828 0.2699 ... 986.2 993.8 998.5\n",
+       "    time     object 8B ...\n",
+       "Dimensions without coordinates: n_face\n",
+       "Attributes:\n",
+       "    mdims:          1\n",
+       "    units:          percent\n",
+       "    long_name:      Relative humidity\n",
+       "    standard_name:  relative_humidity\n",
+       "    cell_methods:   time: mean</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",
+       "}\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",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\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",
+       ".xr-group-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name::before {\n",
+       "  content: \"📁\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name,\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 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",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 20px auto;\n",
+       "  width: 100%;\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: 20px;\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",
+       "}\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.UxDataArray &#x27;RELHUM&#x27; (lev: 72, n_face: 21600)&gt; Size: 6MB\n",
+       "[1555200 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lev      (lev) float64 576B 0.1238 0.1828 0.2699 ... 986.2 993.8 998.5\n",
+       "    time     object 8B ...\n",
+       "Dimensions without coordinates: n_face\n",
+       "Attributes:\n",
+       "    mdims:          1\n",
+       "    units:          percent\n",
+       "    long_name:      Relative humidity\n",
+       "    standard_name:  relative_humidity\n",
+       "    cell_methods:   time: mean</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray</div><div class='xr-array-name'>'RELHUM'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lev</span>: 72</li><li><span>n_face</span>: 21600</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5b2eaa70-1611-4744-8bbf-083bf362616e' class='xr-array-in' type='checkbox' checked><label for='section-5b2eaa70-1611-4744-8bbf-083bf362616e' 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>...</span></div><div class='xr-array-data'><pre>[1555200 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-c9a63e47-77ff-463e-a086-4930c786706f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c9a63e47-77ff-463e-a086-4930c786706f' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1238 0.1828 ... 993.8 998.5</div><input id='attrs-9311b67b-e47d-4a5e-99a8-f34cbbde1622' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9311b67b-e47d-4a5e-99a8-f34cbbde1622' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b692319d-ac94-4ddc-9cab-f39246be83db' class='xr-var-data-in' type='checkbox'><label for='data-b692319d-ac94-4ddc-9cab-f39246be83db' 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>long_name :</span></dt><dd>hybrid level at midpoints (1000*(A+B))</dd><dt><span>units :</span></dt><dd>hPa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>atmosphere_hybrid_sigma_pressure_coordinate</dd><dt><span>formula_terms :</span></dt><dd>a: hyam b: hybm p0: P0 ps: PS</dd></dl></div><div class='xr-var-data'><pre>array([1.238254e-01, 1.828292e-01, 2.699489e-01, 3.985817e-01, 5.885091e-01,\n",
+       "       8.689386e-01, 1.282995e+00, 1.894352e+00, 2.797027e+00, 4.129833e+00,\n",
+       "       5.968449e+00, 8.377404e+00, 1.147379e+01, 1.533394e+01, 1.999634e+01,\n",
+       "       2.544470e+01, 3.159325e+01, 3.836628e+01, 4.567120e+01, 5.330956e+01,\n",
+       "       6.101518e+01, 6.847639e+01, 7.535534e+01, 8.194628e+01, 8.891054e+01,\n",
+       "       9.646667e+01, 1.046650e+02, 1.135600e+02, 1.232110e+02, 1.336822e+02,\n",
+       "       1.450433e+02, 1.573699e+02, 1.707441e+02, 1.852549e+02, 2.009989e+02,\n",
+       "       2.180810e+02, 2.366148e+02, 2.567237e+02, 2.785416e+02, 3.022136e+02,\n",
+       "       3.278975e+02, 3.557641e+02, 3.859990e+02, 4.188035e+02, 4.543958e+02,\n",
+       "       4.924686e+02, 5.316395e+02, 5.706249e+02, 6.086438e+02, 6.453200e+02,\n",
+       "       6.804980e+02, 7.137046e+02, 7.444748e+02, 7.723628e+02, 7.969527e+02,\n",
+       "       8.178688e+02, 8.350952e+02, 8.496612e+02, 8.631764e+02, 8.763706e+02,\n",
+       "       8.892227e+02, 9.017118e+02, 9.138175e+02, 9.255197e+02, 9.367990e+02,\n",
+       "       9.476362e+02, 9.580128e+02, 9.679111e+02, 9.773141e+02, 9.862053e+02,\n",
+       "       9.937570e+02, 9.984964e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b6d4dd41-226a-4dc4-b22d-ade7e7d7cfd7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6d4dd41-226a-4dc4-b22d-ade7e7d7cfd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0aebd869-f447-4488-ac4b-276d4c281b5e' class='xr-var-data-in' type='checkbox'><label for='data-0aebd869-f447-4488-ac4b-276d4c281b5e' 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>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=object]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-632c1b0a-36fe-420d-af0a-c35fb5a40db7' class='xr-section-summary-in' type='checkbox'  ><label for='section-632c1b0a-36fe-420d-af0a-c35fb5a40db7' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-ad09f2b7-787d-442a-8e31-74363b44b9b3' class='xr-index-data-in' type='checkbox'/><label for='index-ad09f2b7-787d-442a-8e31-74363b44b9b3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0.12382541305561677, 0.18282923550684863, 0.26994886212093744,\n",
+       "       0.39858170362288226,  0.5885091465647531,  0.8689385700405001,\n",
+       "         1.282994908254925,  1.8943524794063875,   2.797026935293259,\n",
+       "         4.129833155024836,   5.968449367118077,    8.37740437894177,\n",
+       "        11.473787230534558,  15.333938222216858,  19.996337978167073,\n",
+       "        25.444696509961595,   31.59325129128525,   38.36628309442701,\n",
+       "        45.671197939426804,  53.309561434392535,   61.01518167036946,\n",
+       "         68.47639022971255,   75.35533589726099,   81.94627512473471,\n",
+       "         88.91054314956091,   96.46667344493704,  104.66496728675462,\n",
+       "        113.56000142146327,    123.210991427466,   133.6821799321061,\n",
+       "        145.04326553270042,  157.36987784007928,  170.74407952158202,\n",
+       "         185.2549022291512,  200.99893987110397,   218.0809970330008,\n",
+       "        236.61478658749036,   256.7236859052588,  278.54155830983467,\n",
+       "         302.2136401218828,  327.89750608917024,  355.76412943838017,\n",
+       "        385.99902391991094,   418.8034628792632,   454.3958139891781,\n",
+       "        492.46857402252704,    531.639531357463,   570.6249031033329,\n",
+       "         608.6437744215841,   645.3199679615716,     680.49804443824,\n",
+       "         713.7046383204336,   744.4748293231951,   772.3628379433543,\n",
+       "          796.952749718736,   817.8688234772361,   835.0951708866112,\n",
+       "         849.6612491105949,   863.1764256493401,   876.3706483341047,\n",
+       "         889.2227360962712,   901.7118332902197,    913.817504420407,\n",
+       "          925.519748147335,   936.7989948227038,   947.6361588543765,\n",
+       "         958.0127663713389,   967.9110804007753,    977.314063869485,\n",
+       "         986.2053331610676,   993.7569563042222,   998.4964394917621],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lev&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b419d385-1233-499c-8502-c54df166aee1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b419d385-1233-499c-8502-c54df166aee1' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>mdims :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>percent</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>cell_methods :</span></dt><dd>time: mean</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",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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+       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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+       "</symbol>\n",
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+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
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+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
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+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
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+       "  --xr-background-color-row-even: var(\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
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+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
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+       "  --xr-background-color-row-even: var(\n",
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+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
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+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "  line-height: 1.6;\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",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\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",
+       ".xr-group-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name::before {\n",
+       "  content: \"📁\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name,\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 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",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 20px auto;\n",
+       "  width: 100%;\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: 20px;\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",
+       "}\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: Scrip\n",
+       "Grid Dimensions:\n",
+       "  * n_node: 21727\n",
+       "  * n_face: 21600\n",
+       "  * n_max_face_nodes: 4\n",
+       "Grid Coordinates (Spherical):\n",
+       "  * node_lon: (21727,)\n",
+       "  * node_lat: (21727,)\n",
+       "  * face_lon: (21600,)\n",
+       "  * face_lat: (21600,)\n",
+       "Grid Coordinates (Cartesian):\n",
+       "Grid Connectivity Variables:\n",
+       "  * face_node_connectivity: (21600, 4)\n",
+       "Grid Descriptor Variables:\n",
+       "</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray.uxgrid</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ab1110a4-a83e-42b2-b551-1e5a67817df2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ab1110a4-a83e-42b2-b551-1e5a67817df2' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>n_node</span>: 21727</li><li><span>n_face</span>: 21600</li><li><span>n_max_face_nodes</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-55ea46a6-32d5-401b-972e-92418972a367' class='xr-section-summary-in' type='checkbox'  ><label for='section-55ea46a6-32d5-401b-972e-92418972a367' class='xr-section-summary' >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'>-108.0 -48.0 -126.0 ... 90.0 -63.0</div><input id='attrs-bbe399e6-c69c-4f7a-8724-0a269fef8ee6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bbe399e6-c69c-4f7a-8724-0a269fef8ee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8d96359-6f45-41ee-90bd-c5e779ee3f94' class='xr-var-data-in' type='checkbox'><label for='data-e8d96359-6f45-41ee-90bd-c5e779ee3f94' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long name :</span></dt><dd>Longitude of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-108.        ,  -48.        , -126.        , ...,  144.71413767,\n",
+       "         90.        ,  -63.        ], shape=(21727,))</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'>-11.43 29.7 6.081 ... -4.5 12.08</div><input id='attrs-29fe0968-5d12-48b5-ab1d-54b88373f58f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29fe0968-5d12-48b5-ab1d-54b88373f58f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28a51d17-d66e-417e-b9e3-ba67096fb688' class='xr-var-data-in' type='checkbox'><label for='data-28a51d17-d66e-417e-b9e3-ba67096fb688' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long name :</span></dt><dd>Latitude of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-11.42851318,  29.70237603,   6.08103942, ..., -46.76570812,\n",
+       "        -4.5       ,  12.07594335], shape=(21727,))</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'>-44.26 -42.76 ... 136.5 135.0</div><input id='attrs-021747a5-d3be-4a7e-af76-5ae2f469ba92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-021747a5-d3be-4a7e-af76-5ae2f469ba92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48058019-5980-4717-97e8-d773c034cf94' class='xr-var-data-in' type='checkbox'><label for='data-48058019-5980-4717-97e8-d773c034cf94' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long name :</span></dt><dd>Longitude of the center of each face</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-44.25928396, -42.75932668, -44.25864811, ..., 133.49916029,\n",
+       "       136.50083971, 135.        ], shape=(21600,))</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'>-34.91 -35.58 ... 36.66 35.97</div><input id='attrs-d61733a4-b09a-4e04-ae0f-f96500aaaf99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d61733a4-b09a-4e04-ae0f-f96500aaaf99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-868c9300-efa9-43ee-be35-646c2e31ffab' class='xr-var-data-in' type='checkbox'><label for='data-868c9300-efa9-43ee-be35-646c2e31ffab' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long name :</span></dt><dd>Latitude of the center of each face</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-34.91143916, -35.58196515, -33.51497835, ...,  36.66411307,\n",
+       "        36.66411307,  35.96577012], shape=(21600,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-04bd7a4c-27dd-4915-af47-729314337c4c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-04bd7a4c-27dd-4915-af47-729314337c4c' class='xr-section-summary'  title='Expand/collapse section'>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-25d83fdf-ad1f-4118-861f-4db93e073fa3' class='xr-section-summary-in' type='checkbox'  ><label for='section-25d83fdf-ad1f-4118-861f-4db93e073fa3' class='xr-section-summary' >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'>4783 21290 805 ... 846 10883 12865</div><input id='attrs-d6483847-7999-439f-88fa-ba332afa4ea2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6483847-7999-439f-88fa-ba332afa4ea2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-969f9cb6-59f6-4c69-a682-cff9ed1ba683' class='xr-var-data-in' type='checkbox'><label for='data-969f9cb6-59f6-4c69-a682-cff9ed1ba683' 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>cf_role :</span></dt><dd>face_node_connectivity</dd><dt><span>long name :</span></dt><dd>Maps every face to its corner nodes.</dd><dt><span>start_index :</span></dt><dd>0</dd><dt><span>_FillValue :</span></dt><dd>-9223372036854775808</dd></dl></div><div class='xr-var-data'><pre>array([[ 4783, 21290,   805,  1011],\n",
+       "       [21290,  7723, 14463,   805],\n",
+       "       [ 1011,   805, 18702,  5300],\n",
+       "       ...,\n",
+       "       [12616,  1639,   846,  9284],\n",
+       "       [10199,  9284, 12865, 20515],\n",
+       "       [ 9284,   846, 10883, 12865]], shape=(21600, 4))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e983433-d9c4-4900-bc17-7807a4fae3bf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2e983433-d9c4-4900-bc17-7807a4fae3bf' class='xr-section-summary'  title='Expand/collapse section'>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-52c8fe9f-003d-468e-ac7a-05fec146626e' class='xr-section-summary-in' type='checkbox'  ><label for='section-52c8fe9f-003d-468e-ac7a-05fec146626e' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>source_grid_spec :</span></dt><dd>Scrip</dd></dl></div></li></ul></div></div></details></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.UxDataArray 'RELHUM' (lev: 72, n_face: 21600)> Size: 6MB\n",
+       "[1555200 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lev      (lev) float64 576B 0.1238 0.1828 0.2699 ... 986.2 993.8 998.5\n",
+       "    time     object 8B ...\n",
+       "Dimensions without coordinates: n_face\n",
+       "Attributes:\n",
+       "    mdims:          1\n",
+       "    units:          percent\n",
+       "    long_name:      Relative humidity\n",
+       "    standard_name:  relative_humidity\n",
+       "    cell_methods:   time: mean"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "grid_path = \"../../test/meshfiles/scrip/ne30pg2/grid.nc\"\n",
     "data_path = \"../../test/meshfiles/scrip/ne30pg2/data.nc\"\n",
     "\n",
     "uxds = ux.open_dataset(grid_path, data_path)\n",
     "uxds[\"RELHUM\"]"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "markdown",
@@ -102,8 +1812,10 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 4,
    "id": "11d2b717ba274d79",
    "metadata": {},
+   "outputs": [],
    "source": [
     "start_point = (-45, -45)\n",
     "end_point = (45, 45)\n",
@@ -111,14 +1823,25 @@
     "cross_section_gca = uxds[\"RELHUM\"].cross_section(\n",
     "    start=start_point, end=end_point, steps=100\n",
     ")"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": 5,
    "id": "cf73e86a3ddd57d9",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "cross_section_gca.plot(ax=ax)\n",
@@ -126,9 +1849,7 @@
     "set_lon_lat_xticks(ax, cross_section_gca)\n",
     "ax.set_title(f\"Cross Section between {start_point} and {end_point}\")\n",
     "ax.invert_yaxis()"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "markdown",
@@ -142,19 +1863,32 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 6,
    "id": "5a7415fa56f86071",
    "metadata": {},
+   "outputs": [],
    "source": [
     "lat = 45\n",
     "cross_section_const_lat = uxds[\"RELHUM\"].cross_section(lat=lat, steps=100)"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": 7,
    "id": "b8cfda1b537a059e",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "cross_section_const_lat.plot(ax=ax)\n",
@@ -162,9 +1896,7 @@
     "set_lon_lat_xticks(ax, cross_section_const_lat)\n",
     "ax.set_title(f\"Cross Section at {lat}° latitude.\")\n",
     "ax.invert_yaxis()"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "markdown",
@@ -178,19 +1910,32 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 8,
    "id": "add5646acb68496e",
    "metadata": {},
+   "outputs": [],
    "source": [
     "lon = 0\n",
     "cross_section_const_lon = uxds[\"RELHUM\"].cross_section(lon=lon, steps=100)"
-   ],
-   "outputs": [],
-   "execution_count": null
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": 9,
    "id": "1999ff933ce37f4e",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "cross_section_const_lon.plot(ax=ax)\n",
@@ -198,9 +1943,1762 @@
     "set_lon_lat_xticks(ax, cross_section_const_lon)\n",
     "ax.set_title(f\"Cross Section at {lon}° longitude.\")\n",
     "ax.invert_yaxis()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "87c2694e",
+   "metadata": {},
+   "source": [
+    "## Cumulative Integration Along the Arc\n",
+    "\n",
+    "Cross-section outputs are plain `xarray.DataArray` objects, so you can call xarray utilities like `cumulative_integrate` directly. In the example below we attach a normalized `distance` coordinate along the great-circle arc and compute the cumulative integral of relative humidity along that path. Swap in actual great-circle distances if you want physical units.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "9e64d7f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Cumulative RELHUM')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
    ],
+   "source": [
+    "normalized_distance = np.linspace(0.0, 1.0, cross_section_gca.sizes[\"steps\"])\n",
+    "cross_section_gca_distance = cross_section_gca.assign_coords(\n",
+    "    distance=(\"steps\", normalized_distance)\n",
+    ")\n",
+    "\n",
+    "cumulative_relhum = cross_section_gca_distance.cumulative_integrate(coord=\"distance\")\n",
+    "\n",
+    "cumulative_relhum.isel(lev=0).plot(x=\"distance\")\n",
+    "plt.title(\"Cumulative integral of RELHUM along the great-circle arc (surface level)\")\n",
+    "plt.xlabel(\"Normalized distance\")\n",
+    "plt.ylabel(\"Cumulative RELHUM\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4627579f",
+   "metadata": {},
+   "source": [
+    "## Cumulative Integration on Other UxDataArrays\n",
+    "\n",
+    "You can also call `cumulative_integrate` on any `UxDataArray` (not just cross-section outputs). Because `UxDataArray` subclasses `xarray.DataArray`, the cumulative result keeps the `uxgrid` attribute intact.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "98a026d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import uxarray as ux\n",
+    "\n",
+    "uxds = ux.open_dataset(\n",
+    "    \"../../test/meshfiles/ugrid/outCSne30/outCSne30.ug\",\n",
+    "    \"../../test/meshfiles/ugrid/outCSne30/outCSne30_sel_timeseries.nc\",\n",
+    ")\n",
+    "da = uxds[\"psi\"]\n",
+    "\n",
+    "cumulative = da.cumulative_integrate(coord=\"time\", datetime_unit=\"h\")\n",
+    "\n",
+    "# uxgrid is preserved on the cumulative result\n",
+    "cumulative.uxgrid is da.uxgrid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "9a2876af",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<defs>\n",
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+       "<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",
+       "}\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",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\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",
+       ".xr-group-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name::before {\n",
+       "  content: \"📁\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name,\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 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",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 20px auto;\n",
+       "  width: 100%;\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: 20px;\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",
+       "}\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.UxDataArray &#x27;psi&#x27; (time: 6, n_face: 5400)&gt; Size: 259kB\n",
+       "array([[  0.        ,   0.        ,   0.        , ...,   0.        ,\n",
+       "          0.        ,   0.        ],\n",
+       "       [  0.5       ,   0.50999999,   0.51999998, ...,  54.47000122,\n",
+       "         54.47999954,  54.49000168],\n",
+       "       [  2.        ,   2.01999998,   2.03999996, ..., 109.94000244,\n",
+       "        109.95999908, 109.98000336],\n",
+       "       [  4.5       ,   4.52999997,   4.55999994, ..., 166.41000366,\n",
+       "        166.43999863, 166.47000504],\n",
+       "       [  8.        ,   8.0400002 ,   8.07999992, ..., 223.88000488,\n",
+       "        223.91999817, 223.96000671],\n",
+       "       [ 12.5       ,  12.55000043,  12.5999999 , ..., 282.3500061 ,\n",
+       "        282.39999771, 282.45000839]], shape=(6, 5400))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 48B 2018-04-28 ... 2018-04-28T05:00:00\n",
+       "Dimensions without coordinates: 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",
+       "<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",
+       "}\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",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\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",
+       ".xr-group-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name::before {\n",
+       "  content: \"📁\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name,\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 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",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 20px auto;\n",
+       "  width: 100%;\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: 20px;\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",
+       "}\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.UxDataArray &#x27;psi&#x27; (time: 6, n_face: 5400)&gt; Size: 259kB\n",
+       "array([[  0.        ,   0.        ,   0.        , ...,   0.        ,\n",
+       "          0.        ,   0.        ],\n",
+       "       [  0.5       ,   0.50999999,   0.51999998, ...,  54.47000122,\n",
+       "         54.47999954,  54.49000168],\n",
+       "       [  2.        ,   2.01999998,   2.03999996, ..., 109.94000244,\n",
+       "        109.95999908, 109.98000336],\n",
+       "       [  4.5       ,   4.52999997,   4.55999994, ..., 166.41000366,\n",
+       "        166.43999863, 166.47000504],\n",
+       "       [  8.        ,   8.0400002 ,   8.07999992, ..., 223.88000488,\n",
+       "        223.91999817, 223.96000671],\n",
+       "       [ 12.5       ,  12.55000043,  12.5999999 , ..., 282.3500061 ,\n",
+       "        282.39999771, 282.45000839]], shape=(6, 5400))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 48B 2018-04-28 ... 2018-04-28T05:00:00\n",
+       "Dimensions without coordinates: n_face</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray</div><div class='xr-array-name'>'psi'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 6</li><li><span>n_face</span>: 5400</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-62c6a03c-1695-4028-a591-a76e2cf4bda4' class='xr-array-in' type='checkbox' checked><label for='section-62c6a03c-1695-4028-a591-a76e2cf4bda4' 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 0.0 ... 282.2 282.3 282.3 282.4 282.4 282.5</span></div><div class='xr-array-data'><pre>array([[  0.        ,   0.        ,   0.        , ...,   0.        ,\n",
+       "          0.        ,   0.        ],\n",
+       "       [  0.5       ,   0.50999999,   0.51999998, ...,  54.47000122,\n",
+       "         54.47999954,  54.49000168],\n",
+       "       [  2.        ,   2.01999998,   2.03999996, ..., 109.94000244,\n",
+       "        109.95999908, 109.98000336],\n",
+       "       [  4.5       ,   4.52999997,   4.55999994, ..., 166.41000366,\n",
+       "        166.43999863, 166.47000504],\n",
+       "       [  8.        ,   8.0400002 ,   8.07999992, ..., 223.88000488,\n",
+       "        223.91999817, 223.96000671],\n",
+       "       [ 12.5       ,  12.55000043,  12.5999999 , ..., 282.3500061 ,\n",
+       "        282.39999771, 282.45000839]], shape=(6, 5400))</pre></div></div></li><li class='xr-section-item'><input id='section-b4fd7b5c-0b61-42d4-a393-9e4ea2270314' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b4fd7b5c-0b61-42d4-a393-9e4ea2270314' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>2018-04-28 ... 2018-04-28T05:00:00</div><input id='attrs-e7fa321b-4643-4744-b861-b720f5963c27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7fa321b-4643-4744-b861-b720f5963c27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2c9f66a-21a8-4019-8d4b-13515cdf4a34' class='xr-var-data-in' type='checkbox'><label for='data-e2c9f66a-21a8-4019-8d4b-13515cdf4a34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2018-04-28T00:00:00.000000000&#x27;, &#x27;2018-04-28T01:00:00.000000000&#x27;,\n",
+       "       &#x27;2018-04-28T02:00:00.000000000&#x27;, &#x27;2018-04-28T03:00:00.000000000&#x27;,\n",
+       "       &#x27;2018-04-28T04:00:00.000000000&#x27;, &#x27;2018-04-28T05:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d9a3e12-1b69-40d6-9e39-0cbe11c66e90' class='xr-section-summary-in' type='checkbox'  ><label for='section-3d9a3e12-1b69-40d6-9e39-0cbe11c66e90' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-7fc72492-622d-435c-bb7c-2952c140a89d' class='xr-index-data-in' type='checkbox'/><label for='index-7fc72492-622d-435c-bb7c-2952c140a89d' 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;2018-04-28 00:00:00&#x27;, &#x27;2018-04-28 01:00:00&#x27;,\n",
+       "               &#x27;2018-04-28 02:00:00&#x27;, &#x27;2018-04-28 03:00:00&#x27;,\n",
+       "               &#x27;2018-04-28 04:00:00&#x27;, &#x27;2018-04-28 05:00:00&#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-fd91a5f8-7b13-41a0-b597-169754ec8eb0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fd91a5f8-7b13-41a0-b597-169754ec8eb0' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div><details><summary>Show Grid Information</summary><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
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+       "<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",
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+       "<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",
+       "}\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",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\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",
+       ".xr-group-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name::before {\n",
+       "  content: \"📁\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-name,\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 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",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 20px auto;\n",
+       "  width: 100%;\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: 20px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
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+       "\n",
+       ".xr-group-box-contents {\n",
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+       "\n",
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+       "  display: grid;\n",
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+       "}\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: 5402\n",
+       "  * n_face: 5400\n",
+       "  * n_max_face_nodes: 4\n",
+       "Grid Coordinates (Spherical):\n",
+       "  * node_lon: (5402,)\n",
+       "  * node_lat: (5402,)\n",
+       "Grid Coordinates (Cartesian):\n",
+       "Grid Connectivity Variables:\n",
+       "  * face_node_connectivity: (5400, 4)\n",
+       "Grid Descriptor Variables:\n",
+       "</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray.uxgrid</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9a0265a1-8033-4b86-9a5c-8dc1278541f7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9a0265a1-8033-4b86-9a5c-8dc1278541f7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>n_face</span>: 5400</li><li><span>n_max_face_nodes</span>: 4</li><li><span>n_node</span>: 5402</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-764dcf81-b6e3-4dc5-a518-63ddae3efc48' class='xr-section-summary-in' type='checkbox'  ><label for='section-764dcf81-b6e3-4dc5-a518-63ddae3efc48' class='xr-section-summary' >Spherical Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>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'>-45.0 45.0 135.0 ... 138.0 135.0</div><input id='attrs-bd848266-712c-4cb8-a062-c1ae6e2cf9e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd848266-712c-4cb8-a062-c1ae6e2cf9e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a03fde60-4043-46d1-ae5f-db0c28b44629' class='xr-var-data-in' type='checkbox'><label for='data-a03fde60-4043-46d1-ae5f-db0c28b44629' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude of 2D mesh nodes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-45.        ,  45.        , 135.        , ..., 141.09968961,\n",
+       "       138.03317102, 135.        ], shape=(5402,))</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'>...</div><input id='attrs-3c7b13f3-b92e-46fb-8085-ed65d89096ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c7b13f3-b92e-46fb-8085-ed65d89096ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afbac4a1-0917-446b-8950-a87ec25018a5' class='xr-var-data-in' type='checkbox'><label for='data-afbac4a1-0917-446b-8950-a87ec25018a5' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude of 2D mesh nodes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[5402 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7fe1353d-c74a-434c-a3c0-0fb9638c657c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7fe1353d-c74a-434c-a3c0-0fb9638c657c' class='xr-section-summary'  title='Expand/collapse section'>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-de672e83-5db8-42c8-a0bd-4d506df015a9' class='xr-section-summary-in' type='checkbox'  ><label for='section-de672e83-5db8-42c8-a0bd-4d506df015a9' class='xr-section-summary' >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 8 356 124 8 ... 5401 297 6 298</div><input id='attrs-bda56bb2-00e5-4420-b582-f87bb1417762' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bda56bb2-00e5-4420-b582-f87bb1417762' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f28be94-00ec-4d0e-823d-37727e069dda' class='xr-var-data-in' type='checkbox'><label for='data-7f28be94-00ec-4d0e-823d-37727e069dda' 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>cf_role :</span></dt><dd>face_node_connectivity</dd><dt><span>start_index :</span></dt><dd>0</dd><dt><span>_FillValue :</span></dt><dd>-9223372036854775808</dd></dl></div><div class='xr-var-data'><pre>array([[   0,    8,  356,  124],\n",
+       "       [   8,    9,  357,  356],\n",
+       "       [   9,   10,  358,  357],\n",
+       "       ...,\n",
+       "       [5399, 5400,  299,  300],\n",
+       "       [5400, 5401,  298,  299],\n",
+       "       [5401,  297,    6,  298]], shape=(5400, 4))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-08d8a5c5-198b-49ca-ba4b-d66db8954a84' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-08d8a5c5-198b-49ca-ba4b-d66db8954a84' class='xr-section-summary'  title='Expand/collapse section'>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-9567b5de-dcca-4f16-b56c-e7fd9c223952' class='xr-section-summary-in' type='checkbox'  ><label for='section-9567b5de-dcca-4f16-b56c-e7fd9c223952' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>source_grid_spec :</span></dt><dd>UGRID</dd></dl></div></li></ul></div></div></details></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.UxDataArray 'psi' (time: 6, n_face: 5400)> Size: 259kB\n",
+       "array([[  0.        ,   0.        ,   0.        , ...,   0.        ,\n",
+       "          0.        ,   0.        ],\n",
+       "       [  0.5       ,   0.50999999,   0.51999998, ...,  54.47000122,\n",
+       "         54.47999954,  54.49000168],\n",
+       "       [  2.        ,   2.01999998,   2.03999996, ..., 109.94000244,\n",
+       "        109.95999908, 109.98000336],\n",
+       "       [  4.5       ,   4.52999997,   4.55999994, ..., 166.41000366,\n",
+       "        166.43999863, 166.47000504],\n",
+       "       [  8.        ,   8.0400002 ,   8.07999992, ..., 223.88000488,\n",
+       "        223.91999817, 223.96000671],\n",
+       "       [ 12.5       ,  12.55000043,  12.5999999 , ..., 282.3500061 ,\n",
+       "        282.39999771, 282.45000839]], shape=(6, 5400))\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 48B 2018-04-28 ... 2018-04-28T05:00:00\n",
+       "Dimensions without coordinates: n_face"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cumulative"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b94536b",
+   "metadata": {},
+   "source": [
+    "The `psi` variable in `outCSne30` has dimensions `time: 6, n_face: 5400`, representing six time steps across 5,400 faces. To visualize the cumulative field over all faces at a single time step, slice by time and use the UxDataArray plot accessor (polygon shading)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f19c3df7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
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+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
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psi\",\"@image\"]]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"c54829a4-b06c-49dc-aebc-98b516a17256\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"f681472c-5d39-4ccf-a207-403cb55064f3\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"52503476-4f16-414b-b813-716aa2254f95\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"1bb5abac-9911-4722-9d98-0dfe40c1f82f\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"d133c409-aa0d-42c8-a5fe-a4bdaf00a745\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"18674b4c-2990-4134-9e42-b7c9eca9325a\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"8fe59a36-7cd5-4326-9347-d1a98ceaa979\"}],\"active_drag\":{\"id\":\"f681472c-5d39-4ccf-a207-403cb55064f3\"},\"active_scroll\":{\"id\":\"474773a8-7c94-4e23-9464-c6ba677eca79\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"e56c0fff-235b-42a7-a529-b870a8e85c91\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"fd64db62-c087-4693-a9c6-48157de34911\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"65d0bde2-0add-4822-9284-845a65b197da\"},\"axis_label\":\"Latitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"764b5a10-1e12-4443-8a1d-cf2f62a5ef9c\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"12d62324-c72b-4d8b-997c-3a9c0c01739b\",\"attributes\":{\"location\":[0,0],\"title\":\"psi\",\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"5dd9794f-a837-4959-974e-369366dcc0ce\",\"attributes\":{\"mantissas\":[1,2,5]}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"8ef237f2-966b-4658-b337-d4299ad1c17e\"},\"label_standoff\":8,\"major_tick_line_color\":\"black\",\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"d33be86b-c1da-41bc-8cdf-bd5e4f7e8be9\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"1c1dc4fc-fab9-4656-9d4c-8f49baf27e68\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"b36a0859-7e35-4731-b331-4121af4d27e4\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"1b6e6d15-6e59-47bb-8fda-e440b9057e4c\"},\"axis_label\":\"Longitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"77c08f3e-1e5c-49e1-a984-deb9354117d3\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"911e20c3-2c2d-4001-ba94-581b2064c439\",\"attributes\":{\"axis\":{\"id\":\"1c1dc4fc-fab9-4656-9d4c-8f49baf27e68\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"a663339f-2e03-48cd-b97c-73d72d7247a2\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"e56c0fff-235b-42a7-a529-b870a8e85c91\"},\"grid_line_color\":null}}],\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\"}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"4bfad334-0549-4928-a7bc-2097ea42f784\",\"attributes\":{\"name\":\"HSpacer01348\",\"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%, 300px));\\n}\",{\"id\":\"3fc21415-d259-4e1e-9053-73c2b0db3fe7\"},{\"id\":\"06ed8297-8e44-45e0-bf0d-1413717ea819\"},{\"id\":\"d85e8214-a02b-4bd9-bb67-0ad95917e44f\"}],\"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\":\"cdb099b6-8773-4ea0-ab5e-898b8baeece0\",\"roots\":{\"b28eccfa-fba1-49ad-a8d5-f80a7b6d9da9\":\"f57ffba9-1a9d-4325-9b04-73d1704a0411\"},\"root_ids\":[\"b28eccfa-fba1-49ad-a8d5-f80a7b6d9da9\"]}];\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",
+       "  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 !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_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\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 psi)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "b28eccfa-fba1-49ad-a8d5-f80a7b6d9da9"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "time_index = 2\n",
+    "cumulative_time0 = cumulative.isel(time=time_index, drop=True)\n",
+    "\n",
+    "cumulative_time0.plot(rasterize=True, cmap=\"viridis\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05727800",
+   "metadata": {},
    "outputs": [],
-   "execution_count": null
+   "source": []
   }
  ],
  "metadata": {