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    "<img src=\"https://raw.githubusercontent.com/UXARRAY/uxarray/main/docs/_static/images/logos/uxarray_logo_h_dark.svg\"\n",
    "     width=\"30%\"\n",
    "     alt=\"UXarray logo\"\n",
    "     align=\"right\"\n",
    "/>\n",
    "\n",
    "# Customization & Interactivity\n",
    "\n",
    "### In this tutorial, you'll learn about:\n",
    "\n",
    "* Switching between Bokeh and Matplotlib backends for different rendering capabilities\n",
    "* Setting up default plot parameters to maintain consistent styling across visualizations\n",
    "* Using dynamic rasterization \n",
    "* Leveraging Bokeh's interactive features for data exploration, including zooming, panning, and hover tools\n",
    "\n",
    "\n",
    "### Related Documentation\n",
    "\n",
    "* [Plotting with Bokeh](https://hvplot.holoviz.org/user_guide/Plotting.html)\n",
    "* [Plotting with Matplotlib](https://hvplot.holoviz.org/user_guide/Plotting_with_Matplotlib.html)\n",
    "* [Customization](https://hvplot.holoviz.org/user_guide/Customization.html)\n",
    "\n",
    "\n",
    "**Time to learn**: 10 minutes\n",
    "\n",
    "-----\n",
    "\n"
   ]
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   "source": [
    "## Introduction\n",
    "\n",
    "\n",
    "An essential feature of UXarray is its seamless integration with hvPlot, a powerful plotting library that provides extensive customization and interactivity capabilities. This integration means that when you create visualizations using UXarray, you have access to most of hvPlot's features for tailoring your plots and making them interactive.\n"
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     "end_time": "2025-01-08T22:51:46.554797Z",
     "start_time": "2025-01-08T22:51:40.163293Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import cartopy.crs as ccrs\n",
    "import holoviews as hv\n",
    "import uxarray as ux\n",
    "from IPython.display import Image"
   ],
   "id": "7eb3b62a61d9303d",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"3e93ecb3-c945-446e-b20e-cbd4a4bccf37\":{\"version\":\"3.5.2\",\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"3e93ecb3-c945-446e-b20e-cbd4a4bccf37\",\"roots\":{\"p1002\":\"ac9f6084-0543-46ce-904d-225470100669\"},\"root_ids\":[\"p1002\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
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       "  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>"
      ],
      "application/vnd.holoviews_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "3eb9ea47-4eb0-49c4-8953-45314afb3636",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:46.663146Z",
     "start_time": "2025-01-08T22:51:46.563309Z"
    }
   },
   "source": [
    "grid_path = \"../../meshfiles/oQU480.grid.nc\"\n",
    "data_path = \"../../meshfiles/oQU480.data.nc\"\n",
    "\n",
    "uxds = ux.open_dataset(grid_path, data_path)"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Plot Parameters\n",
    "\n",
    "\n",
    "For a comprehensive understanding of the available customization options, please refer to the [hvPlot Customization Guide](https://hvplot.holoviz.org/user_guide/Customization.html).\n",
    "\n",
    "Rather than duplicating the extensive documentation available in hvPlot's user guide, we encourage you to familiarize yourself with their customization options directly. This will provide you with the complete range of parameters available for tailoring your visualizations to meet your specific requirements."
   ],
   "id": "fd88dc7cac790ecc"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "##  Selecting a Renderer\n",
    "\n",
    "One key advantage is the flexibility to choose your preferred plotting backend. While Bokeh serves as the default renderer, you can easily switch to Matplotlib by specifying the backend parameter in your plotting commands. This allows you to leverage the unique strengths of each renderer – Bokeh's interactive features or Matplotlib's publication-quality static plots.\n"
   ],
   "id": "5c1358ba4a509042"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:49.546061Z",
     "start_time": "2025-01-08T22:51:46.731861Z"
    }
   },
   "cell_type": "code",
   "source": [
    "hv.extension(\"bokeh\")\n",
    "uxds[\"bottomDepth\"].plot()\n",
    "\n",
    "# can also do the following\n",
    "# uxds[\"bottomDepth\"].plot(backend='bokeh')"
   ],
   "id": "aaeb78aa33df816d",
   "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 = '3.5.2'.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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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/1.5.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.5.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.3/dist/panel.min.js\", \"https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.13.0/dist/geoviews.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": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const py_version = '3.5.2'.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; 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/1.5.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.5.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.3/dist/panel.min.js\", \"https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.13.0/dist/geoviews.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));"
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       "</div>\n",
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       "  var render_items = [{\"docid\":\"3aad8f37-2ca3-43e1-9e6d-f52a7afb4309\",\"roots\":{\"p1013\":\"f77b79d6-74a2-4896-9602-0d77e5a72b6d\"},\"root_ids\":[\"p1013\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
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       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "\t  const root_el = id_el.children[0]\n",
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       "            // 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>"
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0)\",\"low\":20.0,\"high\":5499.990273437499}}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1079\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":1.0},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1060\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1069\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.1},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1060\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1071\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.2},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1060\"}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1036\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1025\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":\"auto\",\"zoom_together\":\"none\"}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1026\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":[{\"id\":\"p1073\"}],\"tooltips\":[[\"x\",\"$x\"],[\"y\",\"$y\"],[\"x_y bottomDepth\",\"@image\"]]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1049\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1050\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1051\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1052\",\"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\":\"p1058\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1057\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1059\"}],\"active_drag\":{\"id\":\"p1050\"},\"active_scroll\":{\"id\":\"p1025\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1044\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1045\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1046\"},\"axis_label\":\"Latitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1047\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1077\",\"attributes\":{\"location\":[0,0],\"title\":\"bottomDepth\",\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1076\",\"attributes\":{\"mantissas\":[1,2,5]}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1078\"},\"label_standoff\":8,\"major_tick_line_color\":\"black\",\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"p1060\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1039\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1040\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1041\"},\"axis_label\":\"Longitude\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1042\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1043\",\"attributes\":{\"axis\":{\"id\":\"p1039\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1048\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1044\"},\"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\":\"p1082\",\"attributes\":{\"name\":\"HSpacer01773\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1018\"},{\"id\":\"p1016\"},{\"id\":\"p1017\"}],\"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\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"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\":\"ReactiveESM1\"},{\"type\":\"model\",\"name\":\"JSComponent1\"},{\"type\":\"model\",\"name\":\"ReactComponent1\"},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\"},{\"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}]}]}};\n",
       "  var render_items = [{\"docid\":\"0fa3b1c7-da90-4c3d-bc0d-7974328620b2\",\"roots\":{\"p1015\":\"ca77f61b-c561-4430-9739-2001d535a00b\"},\"root_ids\":[\"p1015\"]}];\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>"
      ],
      "application/vnd.holoviews_exec.v0+json": "",
      "text/plain": [
       ":Image   [x,y]   (x_y bottomDepth)"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1015"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.542797Z",
     "start_time": "2025-01-08T22:51:49.739176Z"
    }
   },
   "cell_type": "code",
   "source": [
    "hv.extension(\"matplotlib\")\n",
    "uxds[\"bottomDepth\"].plot()\n",
    "\n",
    "# can also do the following\n",
    "# uxds[\"bottomDepth\"].plot(backend='matplotlib')"
   ],
   "id": "ca9c70f06ce1a4b7",
   "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 = '3.5.2'.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; 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/1.5.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.5.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.3/dist/panel.min.js\", \"https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.13.0/dist/geoviews.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));",
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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/1.5.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.5.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.5.2.min.js\", \"https://cdn.holoviz.org/panel/1.5.3/dist/panel.min.js\", \"https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.13.0/dist/geoviews.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));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = 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the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = 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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Image   [x,y]   (x_y bottomDepth)"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {}
     },
     "output_type": "execute_result"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Setting Default Parameters\n",
    "\n",
    "When creating multiple visualizations, you may want to maintain consistent styling across your plots. HoloViews provides a convenient way to set default parameters through `hv.opts.defaults`, eliminating the need to repeatedly specify the same parameters for each plot.\n",
    "\n",
    "In the example below,we set default parameters for all Polygon plots using `hv.opts.defaults(hv.opts.Polygons())`. The specified parameters: width of 600 pixels, height of 300 pixels, and a default title, will automatically apply to any subsequent Polygon plots unless explicitly overridden.\n",
    "\n",
    "This approach is particularly useful when developing consistent visualizations for reports or presentations. Rather than manually setting dimensions and styling for each plot, you can establish these parameters once at the beginning of your notebook. This not only saves time but also ensures visual consistency throughout your analysis.\n",
    "\n",
    "Default parameters can be updated at any point in your notebook, giving you the flexibility to modify the styling of subsequent plots while maintaining the efficiency of centralized parameter management."
   ],
   "id": "c0035d7f129225b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.647943Z",
     "start_time": "2025-01-08T22:51:50.555836Z"
    }
   },
   "cell_type": "code",
   "source": [
    "hv.extension(\"bokeh\")\n",
    "hv.opts.defaults(hv.opts.Polygons(width=600, title=\"My Default Title\", height=300))"
   ],
   "id": "34e62c2e3f5ed655",
   "outputs": [
    {
     "data": {
      "text/html": [
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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));"
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       "<div id='p1161'>\n",
       "  <div id=\"e59004dc-4de7-4a9f-97ee-63e539e80977\" data-root-id=\"p1161\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"f0bf1426-9bb4-4318-9d99-80742bcc8a57\":{\"version\":\"3.5.2\",\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"f0bf1426-9bb4-4318-9d99-80742bcc8a57\",\"roots\":{\"p1161\":\"e59004dc-4de7-4a9f-97ee-63e539e80977\"},\"root_ids\":[\"p1161\"]}];\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",
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       "  \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "</div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.753189Z",
     "start_time": "2025-01-08T22:51:50.654728Z"
    }
   },
   "cell_type": "code",
   "source": [
    "uxds[\"bottomDepth\"].plot()"
   ],
   "id": "7b52c2f87002540b",
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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400px));\\n}\",{\"id\":\"p1166\"},{\"id\":\"p1164\"},{\"id\":\"p1165\"}],\"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\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"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\":\"ReactiveESM1\"},{\"type\":\"model\",\"name\":\"JSComponent1\"},{\"type\":\"model\",\"name\":\"ReactComponent1\"},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\"},{\"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}]}]}};\n",
       "  var render_items = [{\"docid\":\"95753729-2d51-443b-8862-224902341241\",\"roots\":{\"p1163\":\"fca7b427-5b79-4bce-9fa2-706b503ced6f\"},\"root_ids\":[\"p1163\"]}];\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>"
      ],
      "application/vnd.holoviews_exec.v0+json": "",
      "text/plain": [
       ":Image   [x,y]   (x_y bottomDepth)"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1163"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Dynamic Rendering\n",
    "\n",
    "UXarray leverages hvPlot's dynamic rasterization feature through the `dynamic=True` parameter. This capability automatically adjusts the plot's resolution based on your current view, ensuring optimal performance without sacrificing data fidelity.\n",
    "\n",
    "As you zoom into specific regions of your plot, the visualization engine recalculates and re-rasterizes the data for your current viewport. This means you'll see increasing levels of detail as you examine smaller areas, revealing fine structures that might not be visible in the full-scale view. This adaptive approach maintains interactive performance while providing high-resolution details where they matter most.\n",
    "\n",
    "For example, when examining a global ocean mesh, you might start with a view of the entire grid. Upon zooming into a coastal region, the dynamic rasterization automatically refines the visualization, showing intricate mesh elements and local features that were previously aggregated in the broader view. This functionality is particularly valuable when working with multi-resolution meshes or datasets with varying spatial density.\n",
    "\n",
    "Since the rendered notebooks do not perform the re-rasterization, two GIFs have been provided with commented out code blocks. If you are working on this notebook locally, you can uncomment the code and explore the behavior interactively."
   ],
   "id": "4de519853ffcc42c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.972590Z",
     "start_time": "2025-01-08T22:51:50.792681Z"
    }
   },
   "cell_type": "code",
   "source": [
    "hv.extension(\"bokeh\")"
   ],
   "id": "54c587a609a2d6ab",
   "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"
    },
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     "data": {
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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));"
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       "\n",
       "\n",
       "  <img src='data:image/png;base64,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'\n",
       "       style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
       "  \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "</div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.994579Z",
     "start_time": "2025-01-08T22:51:50.992880Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# uxds['bottomDepth'].plot()"
   ],
   "id": "d45a8ed9d625599e",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "\n",
    "![bokeh](https://i.postimg.cc/9MqxSYCn/bokeh-1.gif)"
   ],
   "id": "f250578d0f7fc66"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T22:51:50.998811Z",
     "start_time": "2025-01-08T22:51:50.996584Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# uxds['bottomDepth'].plot(dynamic=True)"
   ],
   "id": "8829652f54efba05",
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "![dynamic](https://i.postimg.cc/3JpTp2G9/dynamic.gif)",
   "id": "de97b63e30c1bb31"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}