From e1c54c7c004a788f11a16f514e9e597e0e6217bc Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Sun, 14 Dec 2025 22:38:07 -0600
Subject: [PATCH] Fix reproducibility issues

---
 docs/worst-practices/dispersed-metadata.ipynb |  122 +-
 docs/worst-practices/massive-chunks.ipynb     |  203 +-
 docs/worst-practices/tiny-chunks.ipynb        |  216 +-
 .../tiny-coordinate-chunks.ipynb              |   72 +-
 .../src/datacube_benchmark/create.py          |    2 +-
 uv.lock                                       | 3097 ++++++++++-------
 6 files changed, 2149 insertions(+), 1563 deletions(-)

diff --git a/docs/worst-practices/dispersed-metadata.ipynb b/docs/worst-practices/dispersed-metadata.ipynb
index 0b83031..c2102e2 100644
--- a/docs/worst-practices/dispersed-metadata.ipynb
+++ b/docs/worst-practices/dispersed-metadata.ipynb
@@ -39,8 +39,8 @@
        "\n",
        "/* Override VSCode background color */\n",
        ".cell-output-ipywidget-background:has(\n",
-       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
-       "  ),\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
        ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
        "  background-color: transparent !important;\n",
        "}\n",
@@ -52,7 +52,7 @@
     },
     {
      "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; 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/1.7.1/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.1/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // 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/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const version = '3.8.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version).Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.8.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.holoviz.org/panel/1.8.4/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version).Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
       "application/vnd.holoviews_load.v0+json": ""
      },
      "metadata": {},
@@ -70,17 +70,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='16515eb1-213f-42fa-91ff-ada903c79a9f'>\n",
-       "  <div id=\"a8c4f7d4-8c93-4acf-9bb7-b03d2d2c3b54\" data-root-id=\"16515eb1-213f-42fa-91ff-ada903c79a9f\" style=\"display: contents;\"></div>\n",
+       "<div id='6bd177d7-1ceb-40b0-8015-d31953139ec5'>\n",
+       "  <div id=\"e1e2264c-0d4c-4f24-b685-a697ff456ae1\" data-root-id=\"6bd177d7-1ceb-40b0-8015-d31953139ec5\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"3c18e3d5-47c7-4527-8e7b-6e1c2d76775a\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"16515eb1-213f-42fa-91ff-ada903c79a9f\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"0e97901f-79a6-43d0-b17e-0555f6e840ce\",\"attributes\":{\"plot_id\":\"16515eb1-213f-42fa-91ff-ada903c79a9f\",\"comm_id\":\"f524118576bc4538baaf4c62325b8abf\",\"client_comm_id\":\"83e2a54ca48a49519d057b5ed8d2f3fd\"}}],\"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\":\"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\":\"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\":\"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\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"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\":\"3c18e3d5-47c7-4527-8e7b-6e1c2d76775a\",\"roots\":{\"16515eb1-213f-42fa-91ff-ada903c79a9f\":\"a8c4f7d4-8c93-4acf-9bb7-b03d2d2c3b54\"},\"root_ids\":[\"16515eb1-213f-42fa-91ff-ada903c79a9f\"]}];\n",
+       "  var docs_json = {\"14ce9cbb-c823-4863-9101-682f4b10bf5e\":{\"version\":\"3.8.1\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"24144300-b259-420e-8a9f-d343837c0fdb\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"e93b7aa9-e68c-4e19-aab8-f25bb61aa915\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"6bd177d7-1ceb-40b0-8015-d31953139ec5\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"e294c4d1-61eb-40b4-a6b2-1491a452b7d5\",\"attributes\":{\"plot_id\":\"6bd177d7-1ceb-40b0-8015-d31953139ec5\",\"comm_id\":\"ea5d1b2751b84f6888c3a9f08d718664\",\"client_comm_id\":\"4561956471514e99a568be232b070d74\"}}],\"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\":\"14ce9cbb-c823-4863-9101-682f4b10bf5e\",\"roots\":{\"6bd177d7-1ceb-40b0-8015-d31953139ec5\":\"e1e2264c-0d4c-4f24-b685-a697ff456ae1\"},\"root_ids\":[\"6bd177d7-1ceb-40b0-8015-d31953139ec5\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -102,12 +102,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -144,7 +144,7 @@
      },
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "16515eb1-213f-42fa-91ff-ada903c79a9f"
+       "id": "6bd177d7-1ceb-40b0-8015-d31953139ec5"
       }
      },
      "output_type": "display_data"
@@ -155,10 +155,7 @@
     "import zarr\n",
     "import pandas as pd\n",
     "import hvplot.pandas  # noqa\n",
-    "import warnings\n",
-    "\n",
-    "from azure.identity import DefaultAzureCredential\n",
-    "from obstore.auth.azure import AzureCredentialProvider"
+    "import warnings"
    ]
   },
   {
@@ -170,11 +167,11 @@
    "source": [
     "config = datacube_benchmark.Config\n",
     "config.target_array_size = \"50 megabyte\"\n",
-    "config.credential_provider = AzureCredentialProvider(\n",
-    "    credential=DefaultAzureCredential()\n",
-    ")\n",
+    "# config.credential_provider = AzureCredentialProvider(\n",
+    "#     credential=DefaultAzureCredential()\n",
+    "# )\n",
     "config.warmup_samples = 1\n",
-    "config.create_data = True"
+    "config.create_data = False"
    ]
   },
   {
@@ -186,7 +183,7 @@
     {
      "data": {
       "text/plain": [
-       "<donfig.config_obj.ConfigSet at 0x7aa999b3c2d0>"
+       "<donfig.config_obj.ConfigSet at 0x10a9d6490>"
       ]
      },
      "execution_count": 3,
@@ -221,7 +218,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_consolidated_metadata = \"https://datacubeguide.blob.core.windows.net/performance-testing/consolidated-metadata.zarr\"\n",
+    "url_for_consolidated_metadata = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/consolidated-metadata.zarr\"\n",
     "consolidated_store = datacube_benchmark.create_or_open_zarr_store(\n",
     "    url_for_consolidated_metadata,\n",
     "    target_chunk_size=\"25 megabyte\",\n",
@@ -245,7 +242,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_unconsolidated_metadata = \"https://datacubeguide.blob.core.windows.net/performance-testing/unconsolidated-metadata.zarr\"\n",
+    "url_for_unconsolidated_metadata = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/unconsolidated-metadata.zarr\"\n",
     "unconsolidated_store = datacube_benchmark.create_or_open_zarr_store(\n",
     "    url_for_unconsolidated_metadata,\n",
     "    target_chunk_size=\"25 megabyte\",\n",
@@ -269,23 +266,24 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "arr = zarr.open_array(consolidated_store, path=\"data\")\n",
-    "shape = arr.shape\n",
-    "chunks = arr.chunks\n",
-    "dtype = arr.dtype\n",
-    "dimension_names = arr.metadata.dimension_names\n",
-    "n_extra_arrays = 50\n",
-    "for store in [consolidated_store, unconsolidated_store]:\n",
-    "    for n in range(n_extra_arrays):\n",
-    "        arr = zarr.create_array(\n",
-    "            store=store,\n",
-    "            name=f\"data_{n}\",\n",
-    "            shape=shape,\n",
-    "            chunks=chunks,\n",
-    "            dtype=dtype,\n",
-    "            dimension_names=dimension_names,\n",
-    "        )\n",
-    "        arr[:] = 42"
+    "if config.create_data:\n",
+    "    arr = zarr.open_array(consolidated_store, path=\"data\")\n",
+    "    shape = arr.shape\n",
+    "    chunks = arr.chunks\n",
+    "    dtype = arr.dtype\n",
+    "    dimension_names = arr.metadata.dimension_names\n",
+    "    n_extra_arrays = 50\n",
+    "    for store in [consolidated_store, unconsolidated_store]:\n",
+    "        for n in range(n_extra_arrays):\n",
+    "            arr = zarr.create_array(\n",
+    "                store=store,\n",
+    "                name=f\"data_{n}\",\n",
+    "                shape=shape,\n",
+    "                chunks=chunks,\n",
+    "                dtype=dtype,\n",
+    "                dimension_names=dimension_names,\n",
+    "            )\n",
+    "            arr[:] = 42"
    ]
   },
   {
@@ -301,20 +299,10 @@
    "execution_count": 7,
    "id": "99740ab4-bf27-4ec2-92f6-337417b21b45",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Group object_store://AzureStore(container_name=\"performance-testing\", account_name=\"datacubeguide\", prefix=\"performance-testing/consolidated-metadata.zarr\")>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "zarr.consolidate_metadata(consolidated_store)"
+    "if config.create_data:\n",
+    "    zarr.consolidate_metadata(consolidated_store)"
    ]
   },
   {
@@ -400,17 +388,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='3e7b3a5c-add8-4638-96a2-d4d0176f20ec'>\n",
-       "  <div id=\"e5d75c79-72f8-4cdf-8ad1-cb9e404a83ab\" data-root-id=\"3e7b3a5c-add8-4638-96a2-d4d0176f20ec\" style=\"display: contents;\"></div>\n",
+       "<div id='3682bd23-c7f7-4b65-955a-b57b68f3a082'>\n",
+       "  <div id=\"d746ec6f-5760-40b7-82d5-dbc66b4aebe8\" data-root-id=\"3682bd23-c7f7-4b65-955a-b57b68f3a082\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"014707de-26d3-4396-baf2-0d4dac4db780\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"3e7b3a5c-add8-4638-96a2-d4d0176f20ec\",\"attributes\":{\"name\":\"Row00284\",\"tags\":[\"embedded\"],\"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%, 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"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\":\"530e0afe-8e01-42b6-8567-5c49daef5846\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"be12b569-2002-45ce-b6ee-be4a1aad88c6\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"7c9e839e-4dc8-4e00-a676-6163ffda56a4\"}],\"active_drag\":{\"id\":\"b7d79f75-e9ac-4abd-a26a-55e30b55f096\"},\"active_scroll\":{\"id\":\"1cbf7a66-e9c8-49cd-ba22-2267c5416bc1\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"f3c09aef-302a-4da0-8b29-3a336f043f24\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"3c713861-cc3b-48c7-b63d-c0bdd6020f58\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"1faa662e-3219-45d7-872d-74fa11007919\"},\"axis_label\":\"Duration 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-webkit-mask-size: auto calc(min(50%, 300px));\\n}\",{\"id\":\"aa5dcb40-77d9-4cad-98f4-cb643b348e81\"},{\"id\":\"848faef4-baa3-41b8-abb1-ee67aa103a76\"},{\"id\":\"a0c651b7-249f-41dd-9410-a9ac5b3104f6\"}],\"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\":\"c73254f9-cc8f-4ed2-a353-1daca1d11589\",\"roots\":{\"3682bd23-c7f7-4b65-955a-b57b68f3a082\":\"d746ec6f-5760-40b7-82d5-dbc66b4aebe8\"},\"root_ids\":[\"3682bd23-c7f7-4b65-955a-b57b68f3a082\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -432,12 +420,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -478,7 +466,7 @@
      "execution_count": 11,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "3e7b3a5c-add8-4638-96a2-d4d0176f20ec"
+       "id": "3682bd23-c7f7-4b65-955a-b57b68f3a082"
       }
      },
      "output_type": "execute_result"
@@ -499,9 +487,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "project",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "project"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -513,7 +501,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/worst-practices/massive-chunks.ipynb b/docs/worst-practices/massive-chunks.ipynb
index f77df16..2bb2649 100644
--- a/docs/worst-practices/massive-chunks.ipynb
+++ b/docs/worst-practices/massive-chunks.ipynb
@@ -40,8 +40,8 @@
        "\n",
        "/* Override VSCode background color */\n",
        ".cell-output-ipywidget-background:has(\n",
-       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
-       "  ),\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
        ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
        "  background-color: transparent !important;\n",
        "}\n",
@@ -53,7 +53,7 @@
     },
     {
      "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; 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/1.7.1/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.1/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // 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/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const version = '3.8.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version).Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.8.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.holoviz.org/panel/1.8.4/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version).Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
       "application/vnd.holoviews_load.v0+json": ""
      },
      "metadata": {},
@@ -71,17 +71,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='e47bca82-0d2f-45d7-8eeb-ef8463e0a468'>\n",
-       "  <div id=\"a8c7c370-9371-4281-8b19-e74c20f53347\" data-root-id=\"e47bca82-0d2f-45d7-8eeb-ef8463e0a468\" style=\"display: contents;\"></div>\n",
+       "<div id='c2759635-5e41-4169-ac6b-c590366c33da'>\n",
+       "  <div id=\"c4610764-f627-4d86-b2a0-fcac9489380d\" data-root-id=\"c2759635-5e41-4169-ac6b-c590366c33da\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"b3ed2336-c8c5-4066-a124-af4fbd8cca55\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e47bca82-0d2f-45d7-8eeb-ef8463e0a468\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"889f1940-ccdf-408f-8f1f-be18bf388440\",\"attributes\":{\"plot_id\":\"e47bca82-0d2f-45d7-8eeb-ef8463e0a468\",\"comm_id\":\"16730af97c1f478da7e9d2291cd06536\",\"client_comm_id\":\"87117e9860dc40d8a40fcb8581ed94ee\"}}],\"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\":\"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\":\"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\":\"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\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"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\":\"b3ed2336-c8c5-4066-a124-af4fbd8cca55\",\"roots\":{\"e47bca82-0d2f-45d7-8eeb-ef8463e0a468\":\"a8c7c370-9371-4281-8b19-e74c20f53347\"},\"root_ids\":[\"e47bca82-0d2f-45d7-8eeb-ef8463e0a468\"]}];\n",
+       "  var docs_json = {\"ff73f8e0-67ea-48dc-aa9c-852b415b6c60\":{\"version\":\"3.8.1\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"8e78c2bb-ec79-410c-aee1-cd7167984695\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"2c334e79-1914-4dc7-8fac-a1c332d5aa1a\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"c2759635-5e41-4169-ac6b-c590366c33da\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"358fd688-d3cc-4b71-ab56-02cdea6afdeb\",\"attributes\":{\"plot_id\":\"c2759635-5e41-4169-ac6b-c590366c33da\",\"comm_id\":\"9ddbf41c6f25444e98375d95314e5075\",\"client_comm_id\":\"ba1e0250263c4543acfb40b1ebdea85e\"}}],\"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\":\"ff73f8e0-67ea-48dc-aa9c-852b415b6c60\",\"roots\":{\"c2759635-5e41-4169-ac6b-c590366c33da\":\"c4610764-f627-4d86-b2a0-fcac9489380d\"},\"root_ids\":[\"c2759635-5e41-4169-ac6b-c590366c33da\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -103,12 +103,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -145,7 +145,7 @@
      },
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "e47bca82-0d2f-45d7-8eeb-ef8463e0a468"
+       "id": "c2759635-5e41-4169-ac6b-c590366c33da"
       }
      },
      "output_type": "display_data"
@@ -155,10 +155,7 @@
     "import datacube_benchmark\n",
     "import zarr\n",
     "import pandas as pd\n",
-    "import hvplot.pandas  # noqa\n",
-    "\n",
-    "from azure.identity import DefaultAzureCredential\n",
-    "from obstore.auth.azure import AzureCredentialProvider"
+    "import hvplot.pandas  # noqa"
    ]
   },
   {
@@ -178,9 +175,9 @@
    "source": [
     "config = datacube_benchmark.Config\n",
     "config.target_array_size = \"1 GB\"\n",
-    "config.credential_provider = AzureCredentialProvider(\n",
-    "    credential=DefaultAzureCredential()\n",
-    ")\n",
+    "# config.credential_provider = AzureCredentialProvider(\n",
+    "#     credential=DefaultAzureCredential()\n",
+    "# )\n",
     "config.warmup_samples = 1\n",
     "config.create_data = False"
    ]
@@ -194,7 +191,7 @@
     {
      "data": {
       "text/plain": [
-       "<donfig.config_obj.ConfigSet at 0x739745abc550>"
+       "<donfig.config_obj.ConfigSet at 0x108f26350>"
       ]
      },
      "execution_count": 3,
@@ -229,9 +226,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_reg_chunks = (\n",
-    "    \"https://datacubeguide.blob.core.windows.net/performance-testing/reg-chunks.zarr\"\n",
-    ")\n",
+    "url_for_reg_chunks = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/reg-chunks.zarr\"\n",
     "reg_chunk_arr = datacube_benchmark.create_or_open_zarr_array(\n",
     "    url_for_reg_chunks, target_chunk_size=\"25 megabyte\", config=config\n",
     ")"
@@ -252,7 +247,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_massive_chunks = \"https://datacubeguide.blob.core.windows.net/performance-testing/massive-chunks.zarr\"\n",
+    "url_for_massive_chunks = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/massive-chunks.zarr\"\n",
     "massive_chunk_arr = datacube_benchmark.create_or_open_zarr_array(\n",
     "    url_for_massive_chunks, target_chunk_size=\"1 GB\", config=config\n",
     ")"
@@ -335,11 +330,11 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.586832</td>\n",
-       "      <td>0.5868318689999796 second</td>\n",
+       "      <td>4.570757</td>\n",
+       "      <td>4.5707570829999895 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.5868318689999796 second</td>\n",
-       "      <td>0.5868318689999796 second</td>\n",
+       "      <td>4.5707570829999895 second</td>\n",
+       "      <td>4.5707570829999895 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Random point</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -350,17 +345,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.02831126 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>35.34:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.444508</td>\n",
-       "      <td>0.4445084300000417 second</td>\n",
+       "      <td>9.399285</td>\n",
+       "      <td>9.399284749999424 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.4445084300000417 second</td>\n",
-       "      <td>0.4445084300000417 second</td>\n",
+       "      <td>9.399284749999424 second</td>\n",
+       "      <td>9.399284749999424 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Time series</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -371,17 +366,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.02831126 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>35.34:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.492603</td>\n",
-       "      <td>0.49260268600005475 second</td>\n",
+       "      <td>7.174652</td>\n",
+       "      <td>7.174651583999548 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.49260268600005475 second</td>\n",
-       "      <td>0.49260268600005475 second</td>\n",
+       "      <td>7.174651583999548 second</td>\n",
+       "      <td>7.174651583999548 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Spatial slice</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -392,17 +387,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.02831126 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>35.34:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1.017236</td>\n",
-       "      <td>1.0172359650000544 second</td>\n",
+       "      <td>9.732877</td>\n",
+       "      <td>9.732876707999822 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>1.0172359650000544 second</td>\n",
-       "      <td>1.0172359650000544 second</td>\n",
+       "      <td>9.732876707999822 second</td>\n",
+       "      <td>9.732876707999822 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Full scan</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -413,17 +408,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.02831126 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>35.34:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.027823</td>\n",
-       "      <td>0.027823419000014837 second</td>\n",
+       "      <td>0.574409</td>\n",
+       "      <td>0.5744085000005725 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.027823419000014837 second</td>\n",
-       "      <td>0.027823419000014837 second</td>\n",
+       "      <td>0.5744085000005725 second</td>\n",
+       "      <td>0.5744085000005725 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Random point</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -434,17 +429,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.072818</td>\n",
-       "      <td>0.07281813499980672 second</td>\n",
+       "      <td>0.503665</td>\n",
+       "      <td>0.5036646669996117 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.07281813499980672 second</td>\n",
-       "      <td>0.07281813499980672 second</td>\n",
+       "      <td>0.5036646669996117 second</td>\n",
+       "      <td>0.5036646669996117 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Time series</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -455,17 +450,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.052765</td>\n",
-       "      <td>0.05276520500001425 second</td>\n",
+       "      <td>0.718962</td>\n",
+       "      <td>0.7189615829993272 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.05276520500001425 second</td>\n",
-       "      <td>0.05276520500001425 second</td>\n",
+       "      <td>0.7189615829993272 second</td>\n",
+       "      <td>0.7189615829993272 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Spatial slice</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -476,17 +471,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.921520</td>\n",
-       "      <td>0.921520467000164 second</td>\n",
+       "      <td>2.883359</td>\n",
+       "      <td>2.883359292000023 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.921520467000164 second</td>\n",
-       "      <td>0.921520467000164 second</td>\n",
+       "      <td>2.883359292000023 second</td>\n",
+       "      <td>2.883359292000023 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Full scan</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -497,7 +492,7 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
@@ -506,25 +501,25 @@
        "</div>"
       ],
       "text/plain": [
-       "   mean_time                  median_time    std_time  \\\n",
-       "0   0.586832    0.5868318689999796 second  0.0 second   \n",
-       "1   0.444508    0.4445084300000417 second  0.0 second   \n",
-       "2   0.492603   0.49260268600005475 second  0.0 second   \n",
-       "3   1.017236    1.0172359650000544 second  0.0 second   \n",
-       "0   0.027823  0.027823419000014837 second  0.0 second   \n",
-       "1   0.072818   0.07281813499980672 second  0.0 second   \n",
-       "2   0.052765   0.05276520500001425 second  0.0 second   \n",
-       "3   0.921520     0.921520467000164 second  0.0 second   \n",
+       "   mean_time                median_time    std_time  \\\n",
+       "0   4.570757  4.5707570829999895 second  0.0 second   \n",
+       "1   9.399285   9.399284749999424 second  0.0 second   \n",
+       "2   7.174652   7.174651583999548 second  0.0 second   \n",
+       "3   9.732877   9.732876707999822 second  0.0 second   \n",
+       "0   0.574409  0.5744085000005725 second  0.0 second   \n",
+       "1   0.503665  0.5036646669996117 second  0.0 second   \n",
+       "2   0.718962  0.7189615829993272 second  0.0 second   \n",
+       "3   2.883359   2.883359292000023 second  0.0 second   \n",
        "\n",
-       "                      min_time                     max_time  total_samples  \\\n",
-       "0    0.5868318689999796 second    0.5868318689999796 second              1   \n",
-       "1    0.4445084300000417 second    0.4445084300000417 second              1   \n",
-       "2   0.49260268600005475 second   0.49260268600005475 second              1   \n",
-       "3    1.0172359650000544 second    1.0172359650000544 second              1   \n",
-       "0  0.027823419000014837 second  0.027823419000014837 second              1   \n",
-       "1   0.07281813499980672 second   0.07281813499980672 second              1   \n",
-       "2   0.05276520500001425 second   0.05276520500001425 second              1   \n",
-       "3     0.921520467000164 second     0.921520467000164 second              1   \n",
+       "                    min_time                   max_time  total_samples  \\\n",
+       "0  4.5707570829999895 second  4.5707570829999895 second              1   \n",
+       "1   9.399284749999424 second   9.399284749999424 second              1   \n",
+       "2   7.174651583999548 second   7.174651583999548 second              1   \n",
+       "3   9.732876707999822 second   9.732876707999822 second              1   \n",
+       "0  0.5744085000005725 second  0.5744085000005725 second              1   \n",
+       "1  0.5036646669996117 second  0.5036646669996117 second              1   \n",
+       "2  0.7189615829993272 second  0.7189615829993272 second              1   \n",
+       "3   2.883359292000023 second   2.883359292000023 second              1   \n",
        "\n",
        "  access_pattern      array_shape      chunk_shape   chunk_size  nchunks  \\\n",
        "0   Random point  (965, 360, 720)  (630, 360, 630)  571.54 (MB)        4   \n",
@@ -547,14 +542,14 @@
        "3        None     float32  1.000512 gigabyte  0.018597328 gigabyte   \n",
        "\n",
        "                                   array_compressors compression_ratio  \\\n",
-       "0  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           35.34:1   \n",
-       "1  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           35.34:1   \n",
-       "2  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           35.34:1   \n",
-       "3  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           35.34:1   \n",
-       "0  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "1  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "2  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "3  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
+       "0  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           35.34:1   \n",
+       "1  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           35.34:1   \n",
+       "2  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           35.34:1   \n",
+       "3  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           35.34:1   \n",
+       "0  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "1  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "2  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "3  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
        "\n",
        "   zarr_concurrency  \n",
        "0               128  \n",
@@ -624,17 +619,17 @@
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+       "<div id='229aa644-4651-4c1a-8d08-36d47464d109'>\n",
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300px));\\n}\",{\"id\":\"76aae57b-67cb-49e3-a58c-9661994d1390\"},{\"id\":\"903c0abe-56c1-4881-ac08-160e06db13ed\"},{\"id\":\"a3356ee8-a346-4339-a9f2-5a36dcdb1915\"}],\"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\":\"a9d5d454-20f3-4e8a-9250-e67218a420cb\",\"roots\":{\"229aa644-4651-4c1a-8d08-36d47464d109\":\"f7969f89-32be-41b8-b459-57341cd0ecd4\"},\"root_ids\":[\"229aa644-4651-4c1a-8d08-36d47464d109\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -656,12 +651,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -702,7 +697,7 @@
      "execution_count": 9,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "f1ea9e30-ee00-461a-85f7-48ea64ea6796"
+       "id": "229aa644-4651-4c1a-8d08-36d47464d109"
       }
      },
      "output_type": "execute_result"
@@ -723,9 +718,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "project",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "project"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -737,7 +732,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/worst-practices/tiny-chunks.ipynb b/docs/worst-practices/tiny-chunks.ipynb
index cface31..9ab4540 100644
--- a/docs/worst-practices/tiny-chunks.ipynb
+++ b/docs/worst-practices/tiny-chunks.ipynb
@@ -44,8 +44,8 @@
        "\n",
        "/* Override VSCode background color */\n",
        ".cell-output-ipywidget-background:has(\n",
-       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
-       "  ),\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
        ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
        "  background-color: transparent !important;\n",
        "}\n",
@@ -57,7 +57,7 @@
     },
     {
      "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; 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/1.7.1/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.1/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // 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/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const version = '3.8.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version).Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.8.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.holoviz.org/panel/1.8.4/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version).Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
       "application/vnd.holoviews_load.v0+json": ""
      },
      "metadata": {},
@@ -75,17 +75,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='0e631c25-953c-4275-9045-9931aa22da5e'>\n",
-       "  <div id=\"a61fd84d-1fb1-4dfd-bab5-266cf543393b\" data-root-id=\"0e631c25-953c-4275-9045-9931aa22da5e\" style=\"display: contents;\"></div>\n",
+       "<div id='43499bd9-d9c0-4ec2-93ea-c24e26ab8c39'>\n",
+       "  <div id=\"c619a003-2d3d-46c9-9d05-ed47761fd2b8\" data-root-id=\"43499bd9-d9c0-4ec2-93ea-c24e26ab8c39\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"34140f0f-ce9c-4672-af30-43fc06706429\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"0e631c25-953c-4275-9045-9931aa22da5e\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"41b9216c-2b86-4a62-a4b7-5b3b75ad6dfc\",\"attributes\":{\"plot_id\":\"0e631c25-953c-4275-9045-9931aa22da5e\",\"comm_id\":\"5588f078ad0a49138eed91f9b6ffbfc3\",\"client_comm_id\":\"e8adcb0e3842433d937b47a181ab770f\"}}],\"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\":\"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\":\"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\":\"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\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"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\":\"34140f0f-ce9c-4672-af30-43fc06706429\",\"roots\":{\"0e631c25-953c-4275-9045-9931aa22da5e\":\"a61fd84d-1fb1-4dfd-bab5-266cf543393b\"},\"root_ids\":[\"0e631c25-953c-4275-9045-9931aa22da5e\"]}];\n",
+       "  var docs_json = {\"95a32dd1-2202-45d6-b835-5e31f1866359\":{\"version\":\"3.8.1\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"b791b66a-e773-4315-8226-3cf4233d30ff\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"92a8ff03-8439-4b95-9969-551aa0964d2a\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"43499bd9-d9c0-4ec2-93ea-c24e26ab8c39\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"b9241525-adcb-4546-8059-6459a03c3d34\",\"attributes\":{\"plot_id\":\"43499bd9-d9c0-4ec2-93ea-c24e26ab8c39\",\"comm_id\":\"c9acea3ef3f64001926df5844759bdfe\",\"client_comm_id\":\"f4a068c717ff43339d091d6af821efbb\"}}],\"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\":\"95a32dd1-2202-45d6-b835-5e31f1866359\",\"roots\":{\"43499bd9-d9c0-4ec2-93ea-c24e26ab8c39\":\"c619a003-2d3d-46c9-9d05-ed47761fd2b8\"},\"root_ids\":[\"43499bd9-d9c0-4ec2-93ea-c24e26ab8c39\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -107,12 +107,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -149,7 +149,7 @@
      },
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "0e631c25-953c-4275-9045-9931aa22da5e"
+       "id": "43499bd9-d9c0-4ec2-93ea-c24e26ab8c39"
       }
      },
      "output_type": "display_data"
@@ -162,9 +162,7 @@
     "import pandas as pd\n",
     "import hvplot.pandas  # noqa\n",
     "from pint import Quantity\n",
-    "from typing import Any\n",
-    "from azure.identity import DefaultAzureCredential\n",
-    "from obstore.auth.azure import AzureCredentialProvider"
+    "from typing import Any"
    ]
   },
   {
@@ -184,9 +182,9 @@
    "source": [
     "config = datacube_benchmark.Config\n",
     "config.target_array_size = \"1 GB\"\n",
-    "config.credential_provider = AzureCredentialProvider(\n",
-    "    credential=DefaultAzureCredential()\n",
-    ")\n",
+    "# config.credential_provider = AzureCredentialProvider(\n",
+    "#     credential=DefaultAzureCredential()\n",
+    "# )\n",
     "config.create_data = False\n",
     "config.warmup_samples = 1"
    ]
@@ -208,7 +206,7 @@
     {
      "data": {
       "text/plain": [
-       "<donfig.config_obj.ConfigSet at 0x77eecb7f8550>"
+       "<donfig.config_obj.ConfigSet at 0x10a6b2350>"
       ]
      },
      "execution_count": 3,
@@ -243,9 +241,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_tiny_chunks = (\n",
-    "    \"https://datacubeguide.blob.core.windows.net/performance-testing/tiny-chunks.zarr\"\n",
-    ")\n",
+    "url_for_tiny_chunks = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/tiny-chunks.zarr\"\n",
     "tiny_chunk_arr = datacube_benchmark.create_or_open_zarr_array(\n",
     "    url_for_tiny_chunks, target_chunk_size=\"25 kilobyte\", config=config\n",
     ")"
@@ -266,9 +262,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_reg_chunks = (\n",
-    "    \"https://datacubeguide.blob.core.windows.net/performance-testing/reg-chunks.zarr\"\n",
-    ")\n",
+    "url_for_reg_chunks = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/reg-chunks.zarr\"\n",
     "reg_chunk_arr = datacube_benchmark.create_or_open_zarr_array(\n",
     "    url_for_reg_chunks, target_chunk_size=\"25 megabyte\", config=config\n",
     ")"
@@ -429,11 +423,11 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.006557</td>\n",
-       "      <td>0.006557253000210039 second</td>\n",
+       "      <td>0.083279</td>\n",
+       "      <td>0.08327929200004291 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.006557253000210039 second</td>\n",
-       "      <td>0.006557253000210039 second</td>\n",
+       "      <td>0.08327929200004291 second</td>\n",
+       "      <td>0.08327929200004291 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Random point</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -444,17 +438,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.048189051000000004 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>20.76:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.036745</td>\n",
-       "      <td>0.03674469600082375 second</td>\n",
+       "      <td>0.417142</td>\n",
+       "      <td>0.4171420409993516 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.03674469600082375 second</td>\n",
-       "      <td>0.03674469600082375 second</td>\n",
+       "      <td>0.4171420409993516 second</td>\n",
+       "      <td>0.4171420409993516 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Time series</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -465,17 +459,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.048189051000000004 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>20.76:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.391419</td>\n",
-       "      <td>0.39141855200068676 second</td>\n",
+       "      <td>0.538106</td>\n",
+       "      <td>0.5381062500000553 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.39141855200068676 second</td>\n",
-       "      <td>0.39141855200068676 second</td>\n",
+       "      <td>0.5381062500000553 second</td>\n",
+       "      <td>0.5381062500000553 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Spatial slice</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -486,17 +480,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.048189051000000004 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>20.76:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>21.369652</td>\n",
-       "      <td>21.369652307999786 second</td>\n",
+       "      <td>22.218361</td>\n",
+       "      <td>22.218361375000313 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>21.369652307999786 second</td>\n",
-       "      <td>21.369652307999786 second</td>\n",
+       "      <td>22.218361375000313 second</td>\n",
+       "      <td>22.218361375000313 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Full scan</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -507,17 +501,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.048189051000000004 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>20.76:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.077645</td>\n",
-       "      <td>0.07764525400125422 second</td>\n",
+       "      <td>0.101287</td>\n",
+       "      <td>0.10128733300007298 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.07764525400125422 second</td>\n",
-       "      <td>0.07764525400125422 second</td>\n",
+       "      <td>0.10128733300007298 second</td>\n",
+       "      <td>0.10128733300007298 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Random point</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -528,17 +522,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.077246</td>\n",
-       "      <td>0.07724585100004333 second</td>\n",
+       "      <td>0.735506</td>\n",
+       "      <td>0.7355062080005155 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.07724585100004333 second</td>\n",
-       "      <td>0.07724585100004333 second</td>\n",
+       "      <td>0.7355062080005155 second</td>\n",
+       "      <td>0.7355062080005155 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Time series</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -549,17 +543,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.047293</td>\n",
-       "      <td>0.04729349899935187 second</td>\n",
+       "      <td>0.501272</td>\n",
+       "      <td>0.5012718750003842 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.04729349899935187 second</td>\n",
-       "      <td>0.04729349899935187 second</td>\n",
+       "      <td>0.5012718750003842 second</td>\n",
+       "      <td>0.5012718750003842 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Spatial slice</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -570,17 +564,17 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.663260</td>\n",
-       "      <td>0.6632603899997775 second</td>\n",
+       "      <td>2.540260</td>\n",
+       "      <td>2.540260417000354 second</td>\n",
        "      <td>0.0 second</td>\n",
-       "      <td>0.6632603899997775 second</td>\n",
-       "      <td>0.6632603899997775 second</td>\n",
+       "      <td>2.540260417000354 second</td>\n",
+       "      <td>2.540260417000354 second</td>\n",
        "      <td>1</td>\n",
        "      <td>Full scan</td>\n",
        "      <td>(965, 360, 720)</td>\n",
@@ -591,7 +585,7 @@
        "      <td>float32</td>\n",
        "      <td>1.000512 gigabyte</td>\n",
        "      <td>0.018597328 gigabyte</td>\n",
-       "      <td>(BloscCodec(typesize=4, cname=&lt;BloscCname.zstd...</td>\n",
+       "      <td>(BloscCodec(_tunable_attrs=set(), typesize=4, ...</td>\n",
        "      <td>53.80:1</td>\n",
        "      <td>128</td>\n",
        "    </tr>\n",
@@ -600,25 +594,25 @@
        "</div>"
       ],
       "text/plain": [
-       "   mean_time                  median_time    std_time  \\\n",
-       "0   0.006557  0.006557253000210039 second  0.0 second   \n",
-       "1   0.036745   0.03674469600082375 second  0.0 second   \n",
-       "2   0.391419   0.39141855200068676 second  0.0 second   \n",
-       "3  21.369652    21.369652307999786 second  0.0 second   \n",
-       "0   0.077645   0.07764525400125422 second  0.0 second   \n",
-       "1   0.077246   0.07724585100004333 second  0.0 second   \n",
-       "2   0.047293   0.04729349899935187 second  0.0 second   \n",
-       "3   0.663260    0.6632603899997775 second  0.0 second   \n",
+       "   mean_time                 median_time    std_time  \\\n",
+       "0   0.083279  0.08327929200004291 second  0.0 second   \n",
+       "1   0.417142   0.4171420409993516 second  0.0 second   \n",
+       "2   0.538106   0.5381062500000553 second  0.0 second   \n",
+       "3  22.218361   22.218361375000313 second  0.0 second   \n",
+       "0   0.101287  0.10128733300007298 second  0.0 second   \n",
+       "1   0.735506   0.7355062080005155 second  0.0 second   \n",
+       "2   0.501272   0.5012718750003842 second  0.0 second   \n",
+       "3   2.540260    2.540260417000354 second  0.0 second   \n",
        "\n",
-       "                      min_time                     max_time  total_samples  \\\n",
-       "0  0.006557253000210039 second  0.006557253000210039 second              1   \n",
-       "1   0.03674469600082375 second   0.03674469600082375 second              1   \n",
-       "2   0.39141855200068676 second   0.39141855200068676 second              1   \n",
-       "3    21.369652307999786 second    21.369652307999786 second              1   \n",
-       "0   0.07764525400125422 second   0.07764525400125422 second              1   \n",
-       "1   0.07724585100004333 second   0.07724585100004333 second              1   \n",
-       "2   0.04729349899935187 second   0.04729349899935187 second              1   \n",
-       "3    0.6632603899997775 second    0.6632603899997775 second              1   \n",
+       "                     min_time                    max_time  total_samples  \\\n",
+       "0  0.08327929200004291 second  0.08327929200004291 second              1   \n",
+       "1   0.4171420409993516 second   0.4171420409993516 second              1   \n",
+       "2   0.5381062500000553 second   0.5381062500000553 second              1   \n",
+       "3   22.218361375000313 second   22.218361375000313 second              1   \n",
+       "0  0.10128733300007298 second  0.10128733300007298 second              1   \n",
+       "1   0.7355062080005155 second   0.7355062080005155 second              1   \n",
+       "2   0.5012718750003842 second   0.5012718750003842 second              1   \n",
+       "3    2.540260417000354 second    2.540260417000354 second              1   \n",
        "\n",
        "  access_pattern      array_shape      chunk_shape  chunk_size  nchunks  \\\n",
        "0   Random point  (965, 360, 720)     (19, 19, 19)   0.03 (MB)    36822   \n",
@@ -641,14 +635,14 @@
        "3        None     float32  1.000512 gigabyte           0.018597328 gigabyte   \n",
        "\n",
        "                                   array_compressors compression_ratio  \\\n",
-       "0  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           20.76:1   \n",
-       "1  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           20.76:1   \n",
-       "2  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           20.76:1   \n",
-       "3  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           20.76:1   \n",
-       "0  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "1  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "2  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
-       "3  (BloscCodec(typesize=4, cname=<BloscCname.zstd...           53.80:1   \n",
+       "0  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           20.76:1   \n",
+       "1  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           20.76:1   \n",
+       "2  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           20.76:1   \n",
+       "3  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           20.76:1   \n",
+       "0  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "1  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "2  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
+       "3  (BloscCodec(_tunable_attrs=set(), typesize=4, ...           53.80:1   \n",
        "\n",
        "   zarr_concurrency  \n",
        "0               128  \n",
@@ -718,17 +712,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='820c27f2-c893-4a43-aff4-fec1ae3db256'>\n",
-       "  <div id=\"f2635094-43d6-4a0a-815c-661341279069\" data-root-id=\"820c27f2-c893-4a43-aff4-fec1ae3db256\" style=\"display: contents;\"></div>\n",
+       "<div id='afdc2af7-3302-4462-80d6-ddb53d4e918d'>\n",
+       "  <div id=\"b158c5c2-d5f4-444f-a2d1-5b6584bd4357\" data-root-id=\"afdc2af7-3302-4462-80d6-ddb53d4e918d\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"6309c46f-73d9-4a0c-9c64-2e55c126dfe5\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"820c27f2-c893-4a43-aff4-fec1ae3db256\",\"attributes\":{\"name\":\"Row00295\",\"tags\":[\"embedded\"],\"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%, 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-webkit-mask-size: auto calc(min(50%, 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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\":\"53f62021-8452-4b05-9aed-f23fd5b1bea5\",\"roots\":{\"afdc2af7-3302-4462-80d6-ddb53d4e918d\":\"b158c5c2-d5f4-444f-a2d1-5b6584bd4357\"},\"root_ids\":[\"afdc2af7-3302-4462-80d6-ddb53d4e918d\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -750,12 +744,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -796,7 +790,7 @@
      "execution_count": 12,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "820c27f2-c893-4a43-aff4-fec1ae3db256"
+       "id": "afdc2af7-3302-4462-80d6-ddb53d4e918d"
       }
      },
      "output_type": "execute_result"
@@ -1027,9 +1021,9 @@
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        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"125.355075\" y=\"135.355075\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >720</text>\n",
-       "  <text x=\"190.121914\" y=\"92.971655\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,190.121914,92.971655)\">360</text>\n",
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+       "  <text x=\"125.355074672356\" y=\"135.355074672356\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >720</text>\n",
+       "  <text x=\"190.12191405059434\" y=\"92.97165498323682\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,190.12191405059434,92.97165498323682)\">360</text>\n",
+       "  <text x=\"35.294117647058826\" y=\"100.06095702529717\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294117647058826,100.06095702529717)\">965</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
@@ -1148,9 +1142,9 @@
        "  <polygon points=\"80.58823529411765,70.58823529411765 170.12191405059434,70.58823529411765 170.12191405059434,115.355074672356 80.58823529411765,115.355074672356\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"125.355075\" y=\"135.355075\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >720</text>\n",
-       "  <text x=\"190.121914\" y=\"92.971655\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,190.121914,92.971655)\">360</text>\n",
-       "  <text x=\"35.294118\" y=\"100.060957\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,100.060957)\">965</text>\n",
+       "  <text x=\"125.355074672356\" y=\"135.355074672356\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >720</text>\n",
+       "  <text x=\"190.12191405059434\" y=\"92.97165498323682\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,190.12191405059434,92.97165498323682)\">360</text>\n",
+       "  <text x=\"35.294117647058826\" y=\"100.06095702529717\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294117647058826,100.06095702529717)\">965</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
@@ -1189,9 +1183,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "project",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "project"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1203,7 +1197,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/worst-practices/tiny-coordinate-chunks.ipynb b/docs/worst-practices/tiny-coordinate-chunks.ipynb
index 43a1581..be44171 100644
--- a/docs/worst-practices/tiny-coordinate-chunks.ipynb
+++ b/docs/worst-practices/tiny-coordinate-chunks.ipynb
@@ -46,8 +46,8 @@
        "\n",
        "/* Override VSCode background color */\n",
        ".cell-output-ipywidget-background:has(\n",
-       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
-       "  ),\n",
+       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "),\n",
        ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
        "  background-color: transparent !important;\n",
        "}\n",
@@ -59,7 +59,7 @@
     },
     {
      "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; 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/1.7.1/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.holoviz.org/panel/1.7.1/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n      // 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/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const version = '3.8.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  const reloading = false;\n  const Bokeh = root.Bokeh;\n  const BK_RE = /^https:\\/\\/cdn\\.bokeh\\.org\\/bokeh\\/(release|dev)\\/bokeh-/;\n  const PN_RE = /^https:\\/\\/cdn\\.holoviz\\.org\\/panel\\/[^/]+\\/dist\\/panel/i;\n\n  // Set a timeout for this load but only if we are not already initializing\n  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      // Don't load bokeh if it is still initializing\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      // There is nothing to load\n      run_callbacks();\n      return null;\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error(e) {\n      const src_el = e.srcElement\n      console.error(\"failed to load \" + (src_el.href || src_el.src));\n    }\n\n    const skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    const existing_stylesheets = []\n    const links = document.getElementsByTagName('link')\n    for (let i = 0; i < links.length; i++) {\n      const link = links[i]\n      if (link.href != null) {\n        existing_stylesheets.push(link.href)\n      }\n    }\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const escaped = encodeURI(url)\n      if (existing_stylesheets.indexOf(escaped) !== -1) {\n        on_load()\n        continue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    const scripts = document.getElementsByTagName('script')\n    for (let i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n        existing_scripts.push(script.src)\n      }\n    }\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const escaped = encodeURI(url)\n      const shouldSkip = skip.includes(escaped) || existing_scripts.includes(escaped)\n      const isBokehOrPanel = BK_RE.test(escaped) || PN_RE.test(escaped)\n      const missingOrBroken = Bokeh == null || Bokeh.Panel == null || (Bokeh.version != version && !Bokeh.versions?.has(version)) || Bokeh.versions?.get(version).Panel == null;\n      if (shouldSkip && !(isBokehOrPanel && missingOrBroken)) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (let i = 0; i < js_modules.length; i++) {\n      const url = js_modules[i];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      const url = js_exports[name];\n      const escaped = encodeURI(url)\n      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n        if (!window.requirejs) {\n          on_load();\n        }\n        continue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.holoviz.org/panel/1.8.4/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.holoviz.org/panel/1.8.4/dist/panel.min.js\"];\n  const js_modules = [];\n  const js_exports = {};\n  const css_urls = [];\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; i < inline_js.length; i++) {\n        try {\n          inline_js[i].call(root, root.Bokeh);\n        } catch(e) {\n          if (!reloading) {\n            throw e;\n          }\n        }\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false;\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      // If the timeout and bokeh was not successfully loaded we reset\n      // everything and try loading again\n      root._bokeh_timeout = Date.now() + 5000;\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      root._bokeh_is_loading = 0;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true;\n      root._bokeh_onload_callbacks = [];\n      const bokeh_loaded = Bokeh != null && ((Bokeh.version === version && Bokeh.Panel) || (Bokeh.versions?.has(version) && Bokeh.versions.get(version).Panel));\n      if (!reloading && !bokeh_loaded) {\n        if (root.Bokeh) {\n          root.Bokeh = undefined;\n        }\n        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, Bokeh, function() {\n        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n        run_inline_js();\n        if (Bokeh != undefined && !reloading) {\n          const NewBokeh = root.Bokeh;\n          if (Bokeh.versions === undefined) {\n            Bokeh.versions = new Map();\n          }\n          if (NewBokeh.version !== Bokeh.version) {\n            Bokeh[NewBokeh.version] = NewBokeh;\n            Bokeh.versions.set(NewBokeh.version, NewBokeh);\n          }\n          root.Bokeh = Bokeh;\n        }\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
       "application/vnd.holoviews_load.v0+json": ""
      },
      "metadata": {},
@@ -77,17 +77,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='a545166c-ee13-4fea-b249-e257036fdd4d'>\n",
-       "  <div id=\"e1272eea-6d10-40fa-bfec-5be4716f1677\" data-root-id=\"a545166c-ee13-4fea-b249-e257036fdd4d\" style=\"display: contents;\"></div>\n",
+       "<div id='e885af86-602d-45f3-be5c-c56e28c5cd54'>\n",
+       "  <div id=\"eb875059-b3f5-4b7f-8168-65a033923537\" data-root-id=\"e885af86-602d-45f3-be5c-c56e28c5cd54\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"905bdfff-af55-4994-a1c6-4402b2b5cf6c\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"a545166c-ee13-4fea-b249-e257036fdd4d\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"28a1e897-c261-4832-9cd4-533735d3446d\",\"attributes\":{\"plot_id\":\"a545166c-ee13-4fea-b249-e257036fdd4d\",\"comm_id\":\"ab07181ebd4d4505b91c0b79bba883eb\",\"client_comm_id\":\"deffefae572a413485c656367afc74f1\"}}],\"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\":\"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\":\"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\":\"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\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\",\"properties\":[{\"name\":\"esm_constants\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}}]},{\"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\":\"905bdfff-af55-4994-a1c6-4402b2b5cf6c\",\"roots\":{\"a545166c-ee13-4fea-b249-e257036fdd4d\":\"e1272eea-6d10-40fa-bfec-5be4716f1677\"},\"root_ids\":[\"a545166c-ee13-4fea-b249-e257036fdd4d\"]}];\n",
+       "  var docs_json = {\"fea1b3bd-18f1-4037-8a0a-15bec7632852\":{\"version\":\"3.8.1\",\"title\":\"Bokeh Application\",\"config\":{\"type\":\"object\",\"name\":\"DocumentConfig\",\"id\":\"0176a7d5-7ec6-4b8b-aeac-b54be2cc11a2\",\"attributes\":{\"notifications\":{\"type\":\"object\",\"name\":\"Notifications\",\"id\":\"2289060c-e919-4376-821d-32fbb1cfb399\"}}},\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e885af86-602d-45f3-be5c-c56e28c5cd54\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"c5c89ea6-1c79-48b3-bd46-b771a0fe9fa2\",\"attributes\":{\"plot_id\":\"e885af86-602d-45f3-be5c-c56e28c5cd54\",\"comm_id\":\"f3c9e527691d403e948afa4d60347e65\",\"client_comm_id\":\"df98d75f1af441c7b48d2cfbf571066f\"}}],\"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\":\"fea1b3bd-18f1-4037-8a0a-15bec7632852\",\"roots\":{\"e885af86-602d-45f3-be5c-c56e28c5cd54\":\"eb875059-b3f5-4b7f-8168-65a033923537\"},\"root_ids\":[\"e885af86-602d-45f3-be5c-c56e28c5cd54\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -109,12 +109,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -151,7 +151,7 @@
      },
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "a545166c-ee13-4fea-b249-e257036fdd4d"
+       "id": "e885af86-602d-45f3-be5c-c56e28c5cd54"
       }
      },
      "output_type": "display_data"
@@ -161,9 +161,7 @@
     "import datacube_benchmark\n",
     "import zarr\n",
     "import pandas as pd\n",
-    "import hvplot.pandas  # noqa\n",
-    "from azure.identity import DefaultAzureCredential\n",
-    "from obstore.auth.azure import AzureCredentialProvider"
+    "import hvplot.pandas  # noqa"
    ]
   },
   {
@@ -183,10 +181,10 @@
    "source": [
     "config = datacube_benchmark.Config\n",
     "config.target_array_size = \"1 GB\"\n",
-    "config.credential_provider = AzureCredentialProvider(\n",
-    "    credential=DefaultAzureCredential()\n",
-    ")\n",
-    "config.create_data = True\n",
+    "# config.credential_provider = AzureCredentialProvider(\n",
+    "#     credential=DefaultAzureCredential()\n",
+    "# )\n",
+    "config.create_data = False\n",
     "config.warmup_samples = 1"
    ]
   },
@@ -199,7 +197,7 @@
     {
      "data": {
       "text/plain": [
-       "<donfig.config_obj.ConfigSet at 0x78ddcd55c2d0>"
+       "<donfig.config_obj.ConfigSet at 0x10a962350>"
       ]
      },
      "execution_count": 3,
@@ -234,7 +232,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_unchunked_coords = \"https://datacubeguide.blob.core.windows.net/performance-testing/unchunked-coords.zarr\"\n",
+    "url_for_unchunked_coords = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/unchunked-coords.zarr\"\n",
     "unchunked_coords_store = datacube_benchmark.create_or_open_zarr_store(\n",
     "    url_for_unchunked_coords,\n",
     "    target_chunk_size=\"25 megabyte\",\n",
@@ -250,7 +248,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "url_for_chunked_coords = \"https://datacubeguide.blob.core.windows.net/performance-testing/chunked-coords.zarr\"\n",
+    "url_for_chunked_coords = \"https://datacubeguide.blob.core.windows.net/performance-testing/performance-testing/chunked-coords.zarr\"\n",
     "chunked_coords_store = datacube_benchmark.create_or_open_zarr_store(\n",
     "    url_for_chunked_coords,\n",
     "    target_chunk_size=\"25 megabyte\",\n",
@@ -337,17 +335,17 @@
      "data": {
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
-       "<div id='9181785e-4366-4d41-af2c-8815ce4f0249'>\n",
-       "  <div id=\"f8a01763-b036-4f44-99b5-a0cfd74b3c41\" data-root-id=\"9181785e-4366-4d41-af2c-8815ce4f0249\" style=\"display: contents;\"></div>\n",
+       "<div id='45264034-9bbd-407d-aadd-33d963882fdc'>\n",
+       "  <div id=\"a48e054a-34fe-4a58-b9b5-994d2a52915e\" data-root-id=\"45264034-9bbd-407d-aadd-33d963882fdc\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"98077f65-41d8-4053-9250-18bf29c17fe6\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"9181785e-4366-4d41-af2c-8815ce4f0249\",\"attributes\":{\"name\":\"Row00284\",\"tags\":[\"embedded\"],\"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}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"c0535cdf-8661-44e0-a615-e574ec746793\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.7.1/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"194e7042-5046-4f61-a007-ebdca2c34229\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.7.1/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"ccc934e3-626e-4680-8805-6e1de1c3d891\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.7.1/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"ea3ebaee-3041-45cb-8207-de1123f85d3c\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.7.1/dist/bundled/theme/native.css\"}}],\"min_width\":1000,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"9cd29efa-c32e-4bf7-9c9e-27bd8c893ce8\",\"attributes\":{\"name\":\"HSpacer00288\",\"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%, 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+       "  var render_items = [{\"docid\":\"a67503aa-a43f-4f90-b0e0-f20f3809f785\",\"roots\":{\"45264034-9bbd-407d-aadd-33d963882fdc\":\"a48e054a-34fe-4a58-b9b5-994d2a52915e\"},\"root_ids\":[\"45264034-9bbd-407d-aadd-33d963882fdc\"]}];\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",
+       "  const version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
        "  async function embed_document(root) {\n",
        "    var Bokeh = get_bokeh(root)\n",
        "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
@@ -369,12 +367,12 @@
        "  function get_bokeh(root) {\n",
        "    if (root.Bokeh === undefined) {\n",
        "      return null\n",
-       "    } else if (root.Bokeh.version !== py_version) {\n",
-       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "    } else if (root.Bokeh.version !== version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(version)) {\n",
        "\treturn null\n",
        "      }\n",
-       "      return root.Bokeh.versions.get(py_version);\n",
-       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh.versions.get(version);\n",
+       "    } else if (root.Bokeh.version === version) {\n",
        "      return root.Bokeh\n",
        "    }\n",
        "    return null\n",
@@ -415,7 +413,7 @@
      "execution_count": 9,
      "metadata": {
       "application/vnd.holoviews_exec.v0+json": {
-       "id": "9181785e-4366-4d41-af2c-8815ce4f0249"
+       "id": "45264034-9bbd-407d-aadd-33d963882fdc"
       }
      },
      "output_type": "execute_result"
@@ -436,7 +434,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1d4cd290-c38e-4df4-946c-8f4f98e08ec8",
+   "id": "60e7da93",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -444,9 +442,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "project",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "project"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -458,7 +456,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.9"
   }
  },
  "nbformat": 4,
diff --git a/packages/datacube-benchmark/src/datacube_benchmark/create.py b/packages/datacube-benchmark/src/datacube_benchmark/create.py
index 0e2998b..1e9bd11 100644
--- a/packages/datacube-benchmark/src/datacube_benchmark/create.py
+++ b/packages/datacube-benchmark/src/datacube_benchmark/create.py
@@ -322,7 +322,7 @@ def create_or_open_zarr_store(
     obstore_kwargs: dict[str, Any] = (
         {"credential_provider": config.credential_provider}
         if config.credential_provider
-        else {}
+        else {"skip_signature": True}
     )
     object_store = obs.store.from_url(url, **obstore_kwargs)
     if config.create_data:
diff --git a/uv.lock b/uv.lock
index 0960c84..d566756 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 1
+revision = 3
 requires-python = ">=3.13"
 
 [manifest]
@@ -10,7 +10,7 @@ members = [
 
 [[package]]
 name = "aiobotocore"
-version = "2.23.1"
+version = "2.26.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -21,23 +21,23 @@ dependencies = [
     { name = "python-dateutil" },
     { name = "wrapt" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f6/1d/babe191fa10a7ecda6c6832c08231536c60cc33b4cddfb3b72133505673e/aiobotocore-2.23.1.tar.gz", hash = "sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f", size = 115869 }
+sdist = { url = "https://files.pythonhosted.org/packages/4d/f8/99fa90d9c25b78292899fd4946fce97b6353838b5ecc139ad8ba1436e70c/aiobotocore-2.26.0.tar.gz", hash = "sha256:50567feaf8dfe2b653570b4491f5bc8c6e7fb9622479d66442462c021db4fadc", size = 122026, upload-time = "2025-11-28T07:54:59.956Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/92/d9/25a697a959a7149c93efa4d849421aa5f22bcb82350ac89b4284b0b88aa8/aiobotocore-2.23.1-py3-none-any.whl", hash = "sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114", size = 84219 },
+    { url = "https://files.pythonhosted.org/packages/b7/58/3bf0b7d474607dc7fd67dd1365c4e0f392c8177eaf4054e5ddee3ebd53b5/aiobotocore-2.26.0-py3-none-any.whl", hash = "sha256:a793db51c07930513b74ea7a95bd79aaa42f545bdb0f011779646eafa216abec", size = 87333, upload-time = "2025-11-28T07:54:58.457Z" },
 ]
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
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