{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "912ed572-1658-406b-976c-cd6de2d4e89e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:35:53.616586Z",
     "iopub.status.busy": "2026-07-15T08:35:53.616364Z",
     "iopub.status.idle": "2026-07-15T08:35:57.472999Z",
     "shell.execute_reply": "2026-07-15T08:35:57.472477Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "  const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  const reloading = false;\n",
       "  const Bokeh = root.Bokeh;\n",
       "\n",
       "  // Set a timeout for this load but only if we are not already initializing\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks;\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "    if (js_modules == null) js_modules = [];\n",
       "    if (js_exports == null) js_exports = {};\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      // Don't load bokeh if it is still initializing\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      // There is nothing to load\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "    window._bokeh_on_load = on_load\n",
       "\n",
       "    function on_error(e) {\n",
       "      const src_el = e.srcElement\n",
       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
       "    }\n",
       "\n",
       "    const skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
       "      root._bokeh_is_loading = css_urls.length + 0;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    const existing_stylesheets = []\n",
       "    const links = document.getElementsByTagName('link')\n",
       "    for (let i = 0; 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/1.7.5/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/1.7.5/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",
       "    },\n",
       "function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (let i = 0; i < inline_js.length; i++) {\n",
       "        try {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "        } catch(e) {\n",
       "          if (!reloading) {\n",
       "            throw e;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "        var NewBokeh = root.Bokeh;\n",
       "        if (Bokeh.versions === undefined) {\n",
       "          Bokeh.versions = new Map();\n",
       "        }\n",
       "        if (NewBokeh.version !== Bokeh.version) {\n",
       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "        }\n",
       "        root.Bokeh = Bokeh;\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    }\n",
       "    root._bokeh_is_initializing = false\n",
       "  }\n",
       "\n",
       "  function load_or_wait() {\n",
       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
       "    // versions of Bokeh and its dependencies at the same time.\n",
       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
       "    // to determine whether there is an ongoing attempt to initialize\n",
       "    // bokeh, however for backward compatibility we also try to ensure\n",
       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
       "    // before older versions are fully initialized.\n",
       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
       "      // If the timeout and bokeh was not successfully loaded we reset\n",
       "      // everything and try loading again\n",
       "      root._bokeh_timeout = Date.now() + 5000;\n",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\n",
       "      root._bokeh_is_loading = 0\n",
       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
       "      load_or_wait();\n",
       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
       "      setTimeout(load_or_wait, 100);\n",
       "    } else {\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\n",
       "        if (root.Bokeh) {\n",
       "          root.Bokeh = undefined;\n",
       "        }\n",
       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  // Give older versions of the autoload script a head-start to ensure\n",
       "  // they initialize before we start loading newer version.\n",
       "  setTimeout(load_or_wait, 100)\n",
       "}(window));"
      ],
      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n  const py_version = '3.7.3'.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/1.7.5/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/1.7.5/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));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
       "}\n",
       "\n",
       "\n",
       "    function JupyterCommManager() {\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        comm_manager.register_target(comm_id, function(comm) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        });\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        });\n",
       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
       "          function processIteratorResult(result) {\n",
       "            var message = result.value;\n",
       "            var content = {data: message.data, comm_id};\n",
       "            var buffers = []\n",
       "            for (var buffer of message.buffers || []) {\n",
       "              buffers.push(new DataView(buffer))\n",
       "            }\n",
       "            var metadata = message.metadata || {};\n",
       "            var msg = {content, buffers, metadata}\n",
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       "            return messages.next().then(processIteratorResult);\n",
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       "          return messages.next().then(processIteratorResult);\n",
       "        })\n",
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       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
       "      if (comm_id in window.PyViz.comms) {\n",
       "        return window.PyViz.comms[comm_id];\n",
       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
       "        if (msg_handler) {\n",
       "          comm.on_msg(msg_handler);\n",
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       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
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       "          } else if (retries > 3) {\n",
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       "          } else {\n",
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       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
       "        comm_promise.then((comm) => {\n",
       "          window.PyViz.comms[comm_id] = comm;\n",
       "          if (msg_handler) {\n",
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       "              var message = result.value;\n",
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       "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
       "          return comm_promise.then((comm) => {\n",
       "            comm.send(data, metadata, buffers, disposeOnDone);\n",
       "          });\n",
       "        };\n",
       "        var comm = {\n",
       "          send: sendClosure\n",
       "        };\n",
       "      }\n",
       "      window.PyViz.comms[comm_id] = comm;\n",
       "      return comm;\n",
       "    }\n",
       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
       "    \n",
       "\n",
       "\n",
       "var JS_MIME_TYPE = 'application/javascript';\n",
       "var HTML_MIME_TYPE = 'text/html';\n",
       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
       "var CLASS_NAME = 'output';\n",
       "\n",
       "/**\n",
       " * Render data to the DOM node\n",
       " */\n",
       "function render(props, node) {\n",
       "  var div = document.createElement(\"div\");\n",
       "  var script = document.createElement(\"script\");\n",
       "  node.appendChild(div);\n",
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       "\n",
       "/**\n",
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       "    return\n",
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       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "  if (id !== undefined) {\n",
       "    var nchildren = toinsert.length;\n",
       "    var html_node = toinsert[nchildren-1].children[0];\n",
       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "    var scripts = [];\n",
       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
       "    for (var i in nodelist) {\n",
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       "    scripts.forEach( function (oldScript) {\n",
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       "      for (var j in nodemap) {\n",
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       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
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       "    if (JS_MIME_TYPE in output.data) {\n",
       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
       "    }\n",
       "    output_area._hv_plot_id = id;\n",
       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
       "    } else {\n",
       "      window.PyViz.plot_index[id] = null;\n",
       "    }\n",
       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "    var bk_div = document.createElement(\"div\");\n",
       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "    var script_attrs = bk_div.children[0].attributes;\n",
       "    for (var i = 0; i < script_attrs.length; i++) {\n",
       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
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       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
       "  if (server_id !== null) {\n",
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       "    return;\n",
       "  } else if (comm !== null) {\n",
       "    comm.send({event_type: 'delete', 'id': id});\n",
       "  }\n",
       "  delete PyViz.plot_index[id];\n",
       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
       "    var doc = window.Bokeh.index[id].model.document\n",
       "    doc.clear();\n",
       "    const i = window.Bokeh.documents.indexOf(doc);\n",
       "    if (i > -1) {\n",
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       "\n",
       "/**\n",
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       "function handle_kernel_cleanup(event, handle) {\n",
       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
       "  window.PyViz.plot_index = {}\n",
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       "\n",
       "/**\n",
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       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
       "  handle_add_output(event, handle)\n",
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       "\n",
       "function register_renderer(events, OutputArea) {\n",
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       "    // create a DOM node to render to\n",
       "    var toinsert = this.create_output_subarea(\n",
       "    metadata,\n",
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       "    EXEC_MIME_TYPE\n",
       "    );\n",
       "    this.keyboard_manager.register_events(toinsert);\n",
       "    // Render to node\n",
       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "    render(props, toinsert[0]);\n",
       "    element.append(toinsert);\n",
       "    return toinsert\n",
       "  }\n",
       "\n",
       "  events.on('output_added.OutputArea', handle_add_output);\n",
       "  events.on('output_updated.OutputArea', handle_update_output);\n",
       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
       "  events.on('delete.Cell', handle_clear_output);\n",
       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
       "\n",
       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "    safe: true,\n",
       "    index: 0\n",
       "  });\n",
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       "\n",
       "if (window.Jupyter !== undefined) {\n",
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       "    var events = require('base/js/events');\n",
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       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  } catch(err) {\n",
       "  }\n",
       "}\n"
      ],
      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        let retries = 0;\n        const open = () => {\n          if (comm.active) {\n            comm.open();\n          } else if (retries > 3) {\n            console.warn('Comm target never activated')\n          } else {\n            retries += 1\n            setTimeout(open, 500)\n          }\n        }\n        if (comm.active) {\n          comm.open();\n        } else {\n          setTimeout(open, 500)\n        }\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        })\n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"9728757b-b789-4f01-8982-e25ce633e8ba\":{\"version\":\"3.7.3\",\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"9728757b-b789-4f01-8982-e25ce633e8ba\",\"roots\":{\"65d243ee-b2d2-4cda-aebd-4eea09e6d928\":\"d34aa5ee-e2c5-4980-b712-d88ab8554f7b\"},\"root_ids\":[\"65d243ee-b2d2-4cda-aebd-4eea09e6d928\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t  for (const child of root_el.children) {\n",
       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
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       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ]
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      "application/vnd.holoviews_exec.v0+json": {
       "id": "65d243ee-b2d2-4cda-aebd-4eea09e6d928"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
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       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = false;\n",
       "  const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  const reloading = true;\n",
       "  const Bokeh = root.Bokeh;\n",
       "\n",
       "  // Set a timeout for this load but only if we are not already initializing\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks;\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "    if (js_modules == null) js_modules = [];\n",
       "    if (js_exports == null) js_exports = {};\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      // Don't load bokeh if it is still initializing\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      // There is nothing to load\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "    window._bokeh_on_load = on_load\n",
       "\n",
       "    function on_error(e) {\n",
       "      const src_el = e.srcElement\n",
       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
       "    }\n",
       "\n",
       "    const skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
       "      root._bokeh_is_loading = css_urls.length + 0;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    const existing_stylesheets = []\n",
       "    const links = document.getElementsByTagName('link')\n",
       "    for (let i = 0; i < links.length; i++) {\n",
       "      const link = links[i]\n",
       "      if (link.href != null) {\n",
       "        existing_stylesheets.push(link.href)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
       "        on_load()\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }    var existing_scripts = []\n",
       "    const scripts = document.getElementsByTagName('script')\n",
       "    for (let i = 0; i < scripts.length; i++) {\n",
       "      var script = scripts[i]\n",
       "      if (script.src != null) {\n",
       "        existing_scripts.push(script.src)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (let i = 0; i < js_modules.length; i++) {\n",
       "      const url = js_modules[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (const name in js_exports) {\n",
       "      const url = js_exports[name];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      element.textContent = `\n",
       "      import ${name} from \"${url}\"\n",
       "      window.${name} = ${name}\n",
       "      window._bokeh_on_load()\n",
       "      `\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    if (!js_urls.length && !js_modules.length) {\n",
       "      on_load()\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
       "  const js_modules = [];\n",
       "  const js_exports = {};\n",
       "  const css_urls = [];\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (let i = 0; i < inline_js.length; i++) {\n",
       "        try {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "        } catch(e) {\n",
       "          if (!reloading) {\n",
       "            throw e;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "        var NewBokeh = root.Bokeh;\n",
       "        if (Bokeh.versions === undefined) {\n",
       "          Bokeh.versions = new Map();\n",
       "        }\n",
       "        if (NewBokeh.version !== Bokeh.version) {\n",
       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "        }\n",
       "        root.Bokeh = Bokeh;\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    }\n",
       "    root._bokeh_is_initializing = false\n",
       "  }\n",
       "\n",
       "  function load_or_wait() {\n",
       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
       "    // versions of Bokeh and its dependencies at the same time.\n",
       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
       "    // to determine whether there is an ongoing attempt to initialize\n",
       "    // bokeh, however for backward compatibility we also try to ensure\n",
       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
       "    // before older versions are fully initialized.\n",
       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
       "      // If the timeout and bokeh was not successfully loaded we reset\n",
       "      // everything and try loading again\n",
       "      root._bokeh_timeout = Date.now() + 5000;\n",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\n",
       "      root._bokeh_is_loading = 0\n",
       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
       "      load_or_wait();\n",
       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
       "      setTimeout(load_or_wait, 100);\n",
       "    } else {\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\n",
       "        if (root.Bokeh) {\n",
       "          root.Bokeh = undefined;\n",
       "        }\n",
       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  // Give older versions of the autoload script a head-start to ensure\n",
       "  // they initialize before we start loading newer version.\n",
       "  setTimeout(load_or_wait, 100)\n",
       "}(window));"
      ],
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google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && 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google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        })\n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = false;\n",
       "  const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  const reloading = true;\n",
       "  const Bokeh = root.Bokeh;\n",
       "\n",
       "  // Set a timeout for this load but only if we are not already initializing\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks;\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "    if (js_modules == null) js_modules = [];\n",
       "    if (js_exports == null) js_exports = {};\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      // Don't load bokeh if it is still initializing\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      // There is nothing to load\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "    window._bokeh_on_load = on_load\n",
       "\n",
       "    function on_error(e) {\n",
       "      const src_el = e.srcElement\n",
       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
       "    }\n",
       "\n",
       "    const skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
       "      root._bokeh_is_loading = css_urls.length + 0;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    const existing_stylesheets = []\n",
       "    const links = document.getElementsByTagName('link')\n",
       "    for (let i = 0; i < links.length; i++) {\n",
       "      const link = links[i]\n",
       "      if (link.href != null) {\n",
       "        existing_stylesheets.push(link.href)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
       "        on_load()\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }    var existing_scripts = []\n",
       "    const scripts = document.getElementsByTagName('script')\n",
       "    for (let i = 0; i < scripts.length; i++) {\n",
       "      var script = scripts[i]\n",
       "      if (script.src != null) {\n",
       "        existing_scripts.push(script.src)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (let i = 0; i < js_modules.length; i++) {\n",
       "      const url = js_modules[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (const name in js_exports) {\n",
       "      const url = js_exports[name];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      element.textContent = `\n",
       "      import ${name} from \"${url}\"\n",
       "      window.${name} = ${name}\n",
       "      window._bokeh_on_load()\n",
       "      `\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    if (!js_urls.length && !js_modules.length) {\n",
       "      on_load()\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
       "  const js_modules = [];\n",
       "  const js_exports = {};\n",
       "  const css_urls = [];\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (let i = 0; i < inline_js.length; i++) {\n",
       "        try {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "        } catch(e) {\n",
       "          if (!reloading) {\n",
       "            throw e;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "        var NewBokeh = root.Bokeh;\n",
       "        if (Bokeh.versions === undefined) {\n",
       "          Bokeh.versions = new Map();\n",
       "        }\n",
       "        if (NewBokeh.version !== Bokeh.version) {\n",
       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "        }\n",
       "        root.Bokeh = Bokeh;\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    }\n",
       "    root._bokeh_is_initializing = false\n",
       "  }\n",
       "\n",
       "  function load_or_wait() {\n",
       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
       "    // versions of Bokeh and its dependencies at the same time.\n",
       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
       "    // to determine whether there is an ongoing attempt to initialize\n",
       "    // bokeh, however for backward compatibility we also try to ensure\n",
       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
       "    // before older versions are fully initialized.\n",
       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
       "      // If the timeout and bokeh was not successfully loaded we reset\n",
       "      // everything and try loading again\n",
       "      root._bokeh_timeout = Date.now() + 5000;\n",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\n",
       "      root._bokeh_is_loading = 0\n",
       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
       "      load_or_wait();\n",
       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
       "      setTimeout(load_or_wait, 100);\n",
       "    } else {\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\n",
       "        if (root.Bokeh) {\n",
       "          root.Bokeh = undefined;\n",
       "        }\n",
       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  // Give older versions of the autoload script a head-start to ensure\n",
       "  // they initialize before we start loading newer version.\n",
       "  setTimeout(load_or_wait, 100)\n",
       "}(window));"
      ],
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google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && 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google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        })\n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "  > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = false;\n",
       "  const py_version = '3.7.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  const reloading = true;\n",
       "  const Bokeh = root.Bokeh;\n",
       "\n",
       "  // Set a timeout for this load but only if we are not already initializing\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks;\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "    if (js_modules == null) js_modules = [];\n",
       "    if (js_exports == null) js_exports = {};\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      // Don't load bokeh if it is still initializing\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      // There is nothing to load\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "    window._bokeh_on_load = on_load\n",
       "\n",
       "    function on_error(e) {\n",
       "      const src_el = e.srcElement\n",
       "      console.error(\"failed to load \" + (src_el.href || src_el.src));\n",
       "    }\n",
       "\n",
       "    const skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
       "      root._bokeh_is_loading = css_urls.length + 0;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    const existing_stylesheets = []\n",
       "    const links = document.getElementsByTagName('link')\n",
       "    for (let i = 0; i < links.length; i++) {\n",
       "      const link = links[i]\n",
       "      if (link.href != null) {\n",
       "        existing_stylesheets.push(link.href)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
       "        on_load()\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }    var existing_scripts = []\n",
       "    const scripts = document.getElementsByTagName('script')\n",
       "    for (let i = 0; i < scripts.length; i++) {\n",
       "      var script = scripts[i]\n",
       "      if (script.src != null) {\n",
       "        existing_scripts.push(script.src)\n",
       "      }\n",
       "    }\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (let i = 0; i < js_modules.length; i++) {\n",
       "      const url = js_modules[i];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (const name in js_exports) {\n",
       "      const url = js_exports[name];\n",
       "      const escaped = encodeURI(url)\n",
       "      if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n",
       "        if (!window.requirejs) {\n",
       "          on_load();\n",
       "        }\n",
       "        continue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      element.textContent = `\n",
       "      import ${name} from \"${url}\"\n",
       "      window.${name} = ${name}\n",
       "      window._bokeh_on_load()\n",
       "      `\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    if (!js_urls.length && !js_modules.length) {\n",
       "      on_load()\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.holoviz.org/panel/1.7.5/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
       "  const js_modules = [];\n",
       "  const js_exports = {};\n",
       "  const css_urls = [];\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (let i = 0; i < inline_js.length; i++) {\n",
       "        try {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "        } catch(e) {\n",
       "          if (!reloading) {\n",
       "            throw e;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "        var NewBokeh = root.Bokeh;\n",
       "        if (Bokeh.versions === undefined) {\n",
       "          Bokeh.versions = new Map();\n",
       "        }\n",
       "        if (NewBokeh.version !== Bokeh.version) {\n",
       "          Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "        }\n",
       "        root.Bokeh = Bokeh;\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    }\n",
       "    root._bokeh_is_initializing = false\n",
       "  }\n",
       "\n",
       "  function load_or_wait() {\n",
       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
       "    // versions of Bokeh and its dependencies at the same time.\n",
       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
       "    // to determine whether there is an ongoing attempt to initialize\n",
       "    // bokeh, however for backward compatibility we also try to ensure\n",
       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
       "    // before older versions are fully initialized.\n",
       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
       "      // If the timeout and bokeh was not successfully loaded we reset\n",
       "      // everything and try loading again\n",
       "      root._bokeh_timeout = Date.now() + 5000;\n",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\n",
       "      root._bokeh_is_loading = 0\n",
       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
       "      load_or_wait();\n",
       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
       "      setTimeout(load_or_wait, 100);\n",
       "    } else {\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      const bokeh_loaded = root.Bokeh != null && (root.Bokeh.version === py_version || (root.Bokeh.versions !== undefined && root.Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\n",
       "        if (root.Bokeh) {\n",
       "          root.Bokeh = undefined;\n",
       "        }\n",
       "        console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "        console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  // Give older versions of the autoload script a head-start to ensure\n",
       "  // they initialize before we start loading newer version.\n",
       "  setTimeout(load_or_wait, 100)\n",
       "}(window));"
      ],
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.95 s, sys: 302 ms, total: 6.25 s\n",
      "Wall time: 3.85 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "%matplotlib inline\n",
    "\n",
    "import importlib\n",
    "import new_import_ODC  \n",
    "\n",
    "importlib.reload(new_import_ODC)\n",
    "\n",
    "from new_import_ODC import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d824dc4f-994b-4d1c-8d24-ce6674da141c",
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     "iopub.status.idle": "2026-07-15T08:35:57.710305Z",
     "shell.execute_reply": "2026-07-15T08:35:57.709420Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "No dask-gateway address provided or found in configuration",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "File \u001b[0;32m<timed exec>:2\u001b[0m\n",
      "File \u001b[0;32m~/CSIROBoeingPhase4-Vietnam/easi_tools/notebook_utils.py:123\u001b[0m, in \u001b[0;36minitialize_dask\u001b[0;34m(use_gateway, workers, wait, local_port, **kwargs)\u001b[0m\n\u001b[1;32m    121\u001b[0m \u001b[38;5;66;03m# Dask gateway\u001b[39;00m\n\u001b[1;32m    122\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m use_gateway:\n\u001b[0;32m--> 123\u001b[0m     gateway \u001b[38;5;241m=\u001b[39m \u001b[43mGateway\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    124\u001b[0m     clusters \u001b[38;5;241m=\u001b[39m gateway\u001b[38;5;241m.\u001b[39mlist_clusters()\n\u001b[1;32m    125\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m clusters:\n",
      "File \u001b[0;32m~/miniconda3/envs/env_01/lib/python3.10/site-packages/dask_gateway/client.py:282\u001b[0m, in \u001b[0;36mGateway.__init__\u001b[0;34m(self, address, proxy_address, public_address, auth, asynchronous, loop)\u001b[0m\n\u001b[1;32m    280\u001b[0m     address \u001b[38;5;241m=\u001b[39m format_template(dask\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgateway.address\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m    281\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m address \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 282\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m    283\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo dask-gateway address provided or found in configuration\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    284\u001b[0m     )\n\u001b[1;32m    285\u001b[0m address \u001b[38;5;241m=\u001b[39m address\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    287\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m public_address \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "\u001b[0;31mValueError\u001b[0m: No dask-gateway address provided or found in configuration"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Cấu hình Daskgateway\n",
    "cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1, 10))\n",
    "# Khai báo 1 Datacube là dc\n",
    "dc = None\n",
    "\n",
    "# Cấu hình truy cập dịch vụ S3\n",
    "configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n",
    "\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fbed4c80-bbf8-4ea8-aa45-2460b2ba04c7",
   "metadata": {
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     "shell.execute_reply": "2026-07-15T08:35:57.716295Z"
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   },
   "outputs": [],
   "source": [
    "## cấu hình thời gian lấy ảnh và tọa độ\n",
    "date_range = (\"2022-09-01\", \"2022-10-01\")\n",
    "longtitude_range = (105.86, 105.94)\n",
    "latitude_range = (9.65, 9.69)\n",
    "\n",
    "coordinates = (longtitude_range, latitude_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6b90c49b-0665-4478-a23b-d111ef88eb79",
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     "shell.execute_reply": "2026-07-15T08:35:59.841686Z"
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       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 4kB\n",
       "Dimensions:      (y: 6, x: 10, time: 6)\n",
       "Coordinates:\n",
       "  * y            (y) float64 48B 1.072e+06 1.07e+06 ... 1.068e+06 1.066e+06\n",
       "  * x            (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
       "    spatial_ref  int32 4B 32648\n",
       "  * time         (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...\n",
       "Data variables:\n",
       "    red          (time, y, x) float32 1kB dask.array&lt;chunksize=(1, 6, 10), meta=np.ndarray&gt;\n",
       "    nir          (time, y, x) float32 1kB dask.array&lt;chunksize=(1, 6, 10), meta=np.ndarray&gt;\n",
       "    scl          (time, y, x) float32 1kB dask.array&lt;chunksize=(1, 6, 10), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-7e958fda-7b9e-41b8-8819-90316b754252' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e958fda-7b9e-41b8-8819-90316b754252' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 6</li><li><span class='xr-has-index'>x</span>: 10</li><li><span class='xr-has-index'>time</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-965afc8b-7aae-4ecf-923a-d38902b76e67' class='xr-section-summary-in' type='checkbox'  checked><label for='section-965afc8b-7aae-4ecf-923a-d38902b76e67' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.072e+06 1.07e+06 ... 1.066e+06</div><input id='attrs-bf368ad2-340b-49cf-8e3f-569b5bff5884' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf368ad2-340b-49cf-8e3f-569b5bff5884' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e669c89-2553-424a-9873-a482aaa559c5' class='xr-var-data-in' type='checkbox'><label for='data-3e669c89-2553-424a-9873-a482aaa559c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1071500., 1070500., 1069500., 1068500., 1067500., 1066500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.945e+05 5.955e+05 ... 6.035e+05</div><input id='attrs-1e7c0398-5de2-4637-a744-d7c3f7d90049' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e7c0398-5de2-4637-a744-d7c3f7d90049' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93f27ea1-16a0-41d7-a3a1-fd76e5ce538a' class='xr-var-data-in' type='checkbox'><label for='data-93f27ea1-16a0-41d7-a3a1-fd76e5ce538a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([594500., 595500., 596500., 597500., 598500., 599500., 600500., 601500.,\n",
       "       602500., 603500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-88e7d6a7-f9e6-41fd-b7ea-8eabf39627d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88e7d6a7-f9e6-41fd-b7ea-8eabf39627d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70538c55-cd65-4abf-91c3-2751281fbf16' class='xr-var-data-in' type='checkbox'><label for='data-70538c55-cd65-4abf-91c3-2751281fbf16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 48N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 48N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,105,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam.&quot;],BBOX[0,102,84,108]],ID[&quot;EPSG&quot;,32648]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 48N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 48N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,105,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam.&quot;],BBOX[0,102,84,108]],ID[&quot;EPSG&quot;,32648]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 48N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>105.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>594000 1000 0 1072000 0 -1000</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:15:31.024000 ... 2...</div><input id='attrs-37d0990c-77f9-46b0-9eb1-3ca6cd51f6f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37d0990c-77f9-46b0-9eb1-3ca6cd51f6f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5287861-396f-44a0-9077-2d0a70bd7eae' class='xr-var-data-in' type='checkbox'><label for='data-f5287861-396f-44a0-9077-2d0a70bd7eae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:15:31.024000000&#x27;, &#x27;2022-09-07T03:15:19.024000000&#x27;,\n",
       "       &#x27;2022-09-12T03:15:31.025000000&#x27;, &#x27;2022-09-17T03:15:19.024000000&#x27;,\n",
       "       &#x27;2022-09-22T03:15:31.024000000&#x27;, &#x27;2022-09-27T03:15:19.024000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-180415b6-1d1d-4822-a97f-b3528cb5afe0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-180415b6-1d1d-4822-a97f-b3528cb5afe0' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 6, 10), meta=np.ndarray&gt;</div><input id='attrs-f3abb99c-7cad-4da3-a3cc-3cf2cb403018' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3abb99c-7cad-4da3-a3cc-3cf2cb403018' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d50814d4-0337-4905-b1eb-256e0d8f0d16' class='xr-var-data-in' type='checkbox'><label for='data-d50814d4-0337-4905-b1eb-256e0d8f0d16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.41 kiB </td>\n",
       "                        <td> 240 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 6, 10) </td>\n",
       "                        <td> (1, 6, 10) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.41 kiB </td>\n",
       "                        <td> 240 B </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 6, 10) </td>\n",
       "                        <td> (1, 6, 10) </td>\n",
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       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
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       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-0744dc36-fd8b-4103-95c8-49a4aab5552a' class='xr-section-summary-in' type='checkbox'  ><label for='section-0744dc36-fd8b-4103-95c8-49a4aab5552a' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-35704765-c5f3-45d8-9540-4398f2024f49' class='xr-index-data-in' type='checkbox'/><label for='index-35704765-c5f3-45d8-9540-4398f2024f49' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0, 1066500.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-982b496f-9bc3-485a-9f44-17631ed87f6c' class='xr-index-data-in' type='checkbox'/><label for='index-982b496f-9bc3-485a-9f44-17631ed87f6c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([594500.0, 595500.0, 596500.0, 597500.0, 598500.0, 599500.0, 600500.0,\n",
       "       601500.0, 602500.0, 603500.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-d5f31e3d-f4f3-4775-9641-fcf1b2d26574' class='xr-index-data-in' type='checkbox'/><label for='index-d5f31e3d-f4f3-4775-9641-fcf1b2d26574' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:15:31.024000&#x27;, &#x27;2022-09-07 03:15:19.024000&#x27;,\n",
       "               &#x27;2022-09-12 03:15:31.025000&#x27;, &#x27;2022-09-17 03:15:19.024000&#x27;,\n",
       "               &#x27;2022-09-22 03:15:31.024000&#x27;, &#x27;2022-09-27 03:15:19.024000&#x27;],\n",
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      ],
      "text/plain": [
       "<xarray.Dataset> Size: 4kB\n",
       "Dimensions:      (y: 6, x: 10, time: 6)\n",
       "Coordinates:\n",
       "  * y            (y) float64 48B 1.072e+06 1.07e+06 ... 1.068e+06 1.066e+06\n",
       "  * x            (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
       "    spatial_ref  int32 4B 32648\n",
       "  * time         (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...\n",
       "Data variables:\n",
       "    red          (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
       "    nir          (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>\n",
       "    scl          (time, y, x) float32 1kB dask.array<chunksize=(1, 6, 10), meta=np.ndarray>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## truy vấn ảnh vệ tinh sen2\n",
    "data = load_data(None, date_range, longtitude_range, latitude_range)\n",
    "notebook_utils.heading(notebook_utils.xarray_object_size(data))\n",
    "display(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f6938b6-82e2-4916-bc1d-719c169e25e4",
   "metadata": {
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     "iopub.execute_input": "2026-07-15T08:35:59.843704Z",
     "iopub.status.busy": "2026-07-15T08:35:59.843542Z",
     "iopub.status.idle": "2026-07-15T08:36:18.128895Z",
     "shell.execute_reply": "2026-07-15T08:36:18.128075Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/x79/miniconda3/envs/env_01/lib/python3.10/site-packages/rasterio/warp.py:387: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
      "  dest = _reproject(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.79 s, sys: 86.4 ms, total: 2.88 s\n",
      "Wall time: 18.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Tiến hành loại bỏ các vị trí bị mây ảnh hưởng\n",
    "result = mask_clean(data)\n",
    "# progress(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "435f9f78-a9a4-4226-86ca-d4bec42d454e",
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     "iopub.status.idle": "2026-07-15T08:36:18.147842Z",
     "shell.execute_reply": "2026-07-15T08:36:18.147222Z"
    },
    "tags": []
   },
   "outputs": [
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;NDVI&#x27; (time: 6, y: 6, x: 10)&gt; Size: 1kB\n",
       "dask.array&lt;truediv, shape=(6, 6, 10), dtype=float32, chunksize=(1, 6, 10), chunktype=numpy.ndarray&gt;\n",
       "Coordinates:\n",
       "  * y            (y) float64 48B 1.072e+06 1.07e+06 ... 1.068e+06 1.066e+06\n",
       "  * x            (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
       "    spatial_ref  int32 4B 32648\n",
       "  * time         (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'NDVI'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 6</li><li><span class='xr-has-index'>y</span>: 6</li><li><span class='xr-has-index'>x</span>: 10</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8f20f2ed-d3ad-4a3e-a06b-41f5016a14a5' class='xr-array-in' type='checkbox' checked><label for='section-8f20f2ed-d3ad-4a3e-a06b-41f5016a14a5' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 6, 10), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.41 kiB </td>\n",
       "                        <td> 240 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 6, 10) </td>\n",
       "                        <td> (1, 6, 10) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 7 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"222\" height=\"164\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"10\" y1=\"72\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"72\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"79\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"86\" />\n",
       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"93\" />\n",
       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"100\" />\n",
       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"107\" />\n",
       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 52.35294117647059,42.35294117647059 52.35294117647059,114.35294117647058 10.0,72.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
       "  <line x1=\"31\" y1=\"21\" x2=\"151\" y2=\"21\" />\n",
       "  <line x1=\"38\" y1=\"28\" x2=\"158\" y2=\"28\" />\n",
       "  <line x1=\"45\" y1=\"35\" x2=\"165\" y2=\"35\" />\n",
       "  <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"130\" y1=\"0\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 130.0,0.0 172.35294117647058,42.35294117647059 52.35294117647059,42.35294117647059\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"52\" y1=\"42\" x2=\"172\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"52\" y1=\"114\" x2=\"172\" y2=\"114\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"114\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"172\" y1=\"42\" x2=\"172\" y2=\"114\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"52.35294117647059,42.35294117647059 172.35294117647058,42.35294117647059 172.35294117647058,114.35294117647058 52.35294117647059,114.35294117647058\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"112.352941\" y=\"134.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
       "  <text x=\"192.352941\" y=\"78.352941\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,192.352941,78.352941)\">6</text>\n",
       "  <text x=\"21.176471\" y=\"113.176471\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,21.176471,113.176471)\">6</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></div></li><li class='xr-section-item'><input id='section-1832c3f6-a88a-4f42-89df-fd4f04fadeab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1832c3f6-a88a-4f42-89df-fd4f04fadeab' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.072e+06 1.07e+06 ... 1.066e+06</div><input id='attrs-2780d8d3-4ba5-4e81-ad27-7a799386aff4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2780d8d3-4ba5-4e81-ad27-7a799386aff4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc343d31-668b-480b-859c-60b78ddf145e' class='xr-var-data-in' type='checkbox'><label for='data-dc343d31-668b-480b-859c-60b78ddf145e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1071500., 1070500., 1069500., 1068500., 1067500., 1066500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.945e+05 5.955e+05 ... 6.035e+05</div><input id='attrs-27ed6a0f-5c65-4a9c-9179-6beb684f113f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27ed6a0f-5c65-4a9c-9179-6beb684f113f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a35e355d-4be4-40fe-a501-75380170fc7f' class='xr-var-data-in' type='checkbox'><label for='data-a35e355d-4be4-40fe-a501-75380170fc7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>1000.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([594500., 595500., 596500., 597500., 598500., 599500., 600500., 601500.,\n",
       "       602500., 603500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-c0b3fdf2-39b3-47e4-bdd3-c062fa903eab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0b3fdf2-39b3-47e4-bdd3-c062fa903eab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3bd7e66-69bd-43a2-821f-7cd9b18bf4dc' class='xr-var-data-in' type='checkbox'><label for='data-f3bd7e66-69bd-43a2-821f-7cd9b18bf4dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 48N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 48N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,105,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam.&quot;],BBOX[0,102,84,108]],ID[&quot;EPSG&quot;,32648]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 48N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 48N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,105,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 102°E and 108°E, northern hemisphere between equator and 84°N, onshore and offshore. Cambodia. China. Indonesia. Laos. Malaysia - West Malaysia. Mongolia. Russian Federation. Singapore. Thailand. Vietnam.&quot;],BBOX[0,102,84,108]],ID[&quot;EPSG&quot;,32648]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 48N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>105.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>594000 1000 0 1072000 0 -1000</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:15:31.024000 ... 2...</div><input id='attrs-efddfd8c-cc8e-4967-8723-dadf63fb5f8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efddfd8c-cc8e-4967-8723-dadf63fb5f8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89847796-a031-458d-a3cf-2ef59516de5a' class='xr-var-data-in' type='checkbox'><label for='data-89847796-a031-458d-a3cf-2ef59516de5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:15:31.024000000&#x27;, &#x27;2022-09-07T03:15:19.024000000&#x27;,\n",
       "       &#x27;2022-09-12T03:15:31.025000000&#x27;, &#x27;2022-09-17T03:15:19.024000000&#x27;,\n",
       "       &#x27;2022-09-22T03:15:31.024000000&#x27;, &#x27;2022-09-27T03:15:19.024000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-faebf46a-7f65-4ff6-9c57-cfb0894f6777' class='xr-section-summary-in' type='checkbox'  ><label for='section-faebf46a-7f65-4ff6-9c57-cfb0894f6777' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-b49ccab0-6499-4482-bf02-53977b4043a3' class='xr-index-data-in' type='checkbox'/><label for='index-b49ccab0-6499-4482-bf02-53977b4043a3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1071500.0, 1070500.0, 1069500.0, 1068500.0, 1067500.0, 1066500.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-8df7573a-f0c2-4a99-95df-b7c26ad08e9c' class='xr-index-data-in' type='checkbox'/><label for='index-8df7573a-f0c2-4a99-95df-b7c26ad08e9c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([594500.0, 595500.0, 596500.0, 597500.0, 598500.0, 599500.0, 600500.0,\n",
       "       601500.0, 602500.0, 603500.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-6993f441-8281-45bd-b527-9e92c8eb0ce1' class='xr-index-data-in' type='checkbox'/><label for='index-6993f441-8281-45bd-b527-9e92c8eb0ce1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:15:31.024000&#x27;, &#x27;2022-09-07 03:15:19.024000&#x27;,\n",
       "               &#x27;2022-09-12 03:15:31.025000&#x27;, &#x27;2022-09-17 03:15:19.024000&#x27;,\n",
       "               &#x27;2022-09-22 03:15:31.024000&#x27;, &#x27;2022-09-27 03:15:19.024000&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4080a311-83d0-4961-a23c-72c0fe37f557' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4080a311-83d0-4961-a23c-72c0fe37f557' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'NDVI' (time: 6, y: 6, x: 10)> Size: 1kB\n",
       "dask.array<truediv, shape=(6, 6, 10), dtype=float32, chunksize=(1, 6, 10), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * y            (y) float64 48B 1.072e+06 1.07e+06 ... 1.068e+06 1.066e+06\n",
       "  * x            (x) float64 80B 5.945e+05 5.955e+05 ... 6.025e+05 6.035e+05\n",
       "    spatial_ref  int32 4B 32648\n",
       "  * time         (time) datetime64[ns] 48B 2022-09-02T03:15:31.024000 ... 202..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Tiến hành tính toán NDVI\n",
    "ds1 = calculate_indices(result, index=\"NDVI\", satellite_mission=\"s2\")\n",
    "ndvi = ds1[\"NDVI\"]\n",
    "display(ndvi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "84992d28-8e3f-468e-be08-ded511f2c662",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:36:18.149488Z",
     "iopub.status.busy": "2026-07-15T08:36:18.149321Z",
     "iopub.status.idle": "2026-07-15T08:36:18.227530Z",
     "shell.execute_reply": "2026-07-15T08:36:18.226784Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7cfc5a909bd0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Hiển thị ảnh NDVI chưa điền các giá trị mây (chưa fill nan)\n",
    "plt.imshow(ndvi.isel(time=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "72318b60-532a-4f08-a5f7-94762d08a42c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:36:18.229489Z",
     "iopub.status.busy": "2026-07-15T08:36:18.229316Z",
     "iopub.status.idle": "2026-07-15T08:36:18.308460Z",
     "shell.execute_reply": "2026-07-15T08:36:18.307750Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7cfc437ce1a0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Thiết lập giá trị trung bình mùa vụ để xử lý các điểm ảnh bị mây dựa vào sự thay đổi theo mùa\n",
    "time_split = [\n",
    "    slice(\"2022-09-01\", \"2023-01-01\"),\n",
    "    slice(\"2023-01-01\", \"2023-05-01\"),\n",
    "    slice(\"2023-05-01\", \"2023-07-01\"),\n",
    "    slice(\"2023-07-01\", \"2022-10-01\"),\n",
    "]\n",
    "\n",
    "# Điền mây ở các vị trí mang giá trị nan (fill nan)\n",
    "fill_nan_ndvi = fill_nan(ndvi, time_split)\n",
    "\n",
    "# In kết quả ảnh NDVI đã điền mây (đã fill nan)\n",
    "plt.imshow(fill_nan_ndvi.isel(time=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "375b1cfb-37f5-49fe-8061-ea32eb47f9f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:36:18.310580Z",
     "iopub.status.busy": "2026-07-15T08:36:18.310399Z",
     "iopub.status.idle": "2026-07-15T08:36:18.334258Z",
     "shell.execute_reply": "2026-07-15T08:36:18.333726Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 17.3 ms, sys: 4.13 ms, total: 21.4 ms\n",
      "Wall time: 20.5 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "## tính ndvi theo tháng\n",
    "average_ndvi = fill_nan_ndvi.resample(time=\"1M\").mean().persist()\n",
    "# progress(average_ndvi)\n",
    "\n",
    "# compute average_ndvi\n",
    "average_ndvi = average_ndvi.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "187cc640-aef9-476b-91fc-b63f4d3ff2e3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:36:18.335779Z",
     "iopub.status.busy": "2026-07-15T08:36:18.335624Z",
     "iopub.status.idle": "2026-07-15T08:36:59.853587Z",
     "shell.execute_reply": "2026-07-15T08:36:59.852937Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Load dữ liệu ảnh Sentinel 1\n",
    "dsvh, dsvv = load_data_sen1(None, date_range, coordinates)\n",
    "average_vv = calculate_average(dsvv, time_pattern='1M')\n",
    "average_vh = calculate_average(dsvh, time_pattern='1M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d2585562-88aa-4c7d-bf70-1f6affcf65d4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:36:59.855904Z",
     "iopub.status.busy": "2026-07-15T08:36:59.855678Z",
     "iopub.status.idle": "2026-07-15T08:37:03.673004Z",
     "shell.execute_reply": "2026-07-15T08:37:03.671853Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "## cấu hình bộ dữ liệu điểm huấn luyện mô hình (train file)\n",
    "train_path = \"train/ST_training_data_updated_1130points_new.shp\"  # đường dẫn shp file train\n",
    "\n",
    "## load dữ liệu điểm huấn luyện mô hình (train file)\n",
    "train = load_train_data(train_path)\n",
    "train.head()\n",
    "\n",
    "# cấu hình nhãn dữ liệu \n",
    "label_mapping = {\n",
    "    \"Lua tom\": \"0\",\n",
    "    \"Lua\": \"1\",\n",
    "    \"CHN\": \"2\",\n",
    "    \"CLN\": \"3\",\n",
    "    \"TS\": \"4\",\n",
    "    \"Song\": \"5\",\n",
    "    \"Dat xay dung\": \"6\",\n",
    "    \"Rung\": \"7\",\n",
    "}\n",
    "\n",
    "# xây dựng tập dữ liệu (dataset) chứa dữ liệu VH, VV, NDVI\n",
    "datasets = get_data_sen1_and_sen2(train, average_ndvi, average_vh, average_vv)\n",
    "\n",
    "# chia tập dữ liệu thành các phần theo tỉ lệ 80(80-20)-20 tương ứng với tập train, validate, test\n",
    "X_train, X_val, X_test, y_train, y_val, y_test = split_train_data(\n",
    "    train, label_mapping, datasets\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2e955884-d4af-422d-a8e6-d436199540e0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:37:03.676506Z",
     "iopub.status.busy": "2026-07-15T08:37:03.675590Z",
     "iopub.status.idle": "2026-07-15T08:37:04.462590Z",
     "shell.execute_reply": "2026-07-15T08:37:04.462192Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "🚀 Training XGBoost model...\n",
      "   Train samples: 678\n",
      "   Val samples: 226\n",
      "   Features: 3\n",
      "   Classes: 8\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-mlogloss:1.95483\tvalidation_1-mlogloss:1.96073\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\tvalidation_0-mlogloss:1.92087\tvalidation_1-mlogloss:1.92814\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2]\tvalidation_0-mlogloss:1.89031\tvalidation_1-mlogloss:1.90002\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3]\tvalidation_0-mlogloss:1.86393\tvalidation_1-mlogloss:1.87377\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4]\tvalidation_0-mlogloss:1.83996\tvalidation_1-mlogloss:1.85343\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5]\tvalidation_0-mlogloss:1.81876\tvalidation_1-mlogloss:1.83444\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6]\tvalidation_0-mlogloss:1.79859\tvalidation_1-mlogloss:1.81677\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[7]\tvalidation_0-mlogloss:1.78094\tvalidation_1-mlogloss:1.80011\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8]\tvalidation_0-mlogloss:1.76452\tvalidation_1-mlogloss:1.78688\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[9]\tvalidation_0-mlogloss:1.74895\tvalidation_1-mlogloss:1.77440\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10]\tvalidation_0-mlogloss:1.73571\tvalidation_1-mlogloss:1.76218\n"
     ]
    },
    {
     "name": "stdout",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[198]\tvalidation_0-mlogloss:1.53911\tvalidation_1-mlogloss:1.70983\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[199]\tvalidation_0-mlogloss:1.53903\tvalidation_1-mlogloss:1.71002"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✅ Training completed!"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "   Validation Accuracy: 0.3673 (36.73%)\n",
      "CPU times: user 6.06 s, sys: 119 ms, total: 6.18 s\n",
      "Wall time: 782 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Import XGBoost\n",
    "import xgboost as xgb\n",
    "from sklearn.metrics import accuracy_score\n",
    "import numpy as np\n",
    "\n",
    "# Convert to numpy arrays\n",
    "X_train_np = np.asarray(X_train, dtype=np.float32)\n",
    "X_val_np = np.asarray(X_val, dtype=np.float32)\n",
    "y_train_np = np.asarray(y_train, dtype=np.int32)\n",
    "y_val_np = np.asarray(y_val, dtype=np.int32)\n",
    "\n",
    "print(\"🚀 Training XGBoost model...\")\n",
    "print(f\"   Train samples: {len(X_train_np)}\")\n",
    "print(f\"   Val samples: {len(X_val_np)}\")\n",
    "print(f\"   Features: {X_train_np.shape[1]}\")\n",
    "print(f\"   Classes: 8\\n\")\n",
    "\n",
    "# XGBoost parameters\n",
    "params = {\n",
    "    'objective': 'multi:softmax',  # Multi-class classification\n",
    "    'num_class': 8,                 # 8 land use classes\n",
    "    'max_depth': 6,                 # Maximum tree depth\n",
    "    'learning_rate': 0.1,           # Learning rate\n",
    "    'n_estimators': 200,            # Number of trees\n",
    "    'subsample': 0.8,               # Subsample ratio\n",
    "    'colsample_bytree': 0.8,        # Feature sampling ratio\n",
    "    'random_state': 42,\n",
    "    'n_jobs': -1,                   # Use all CPU cores\n",
    "    'eval_metric': 'mlogloss'       # Multi-class log loss\n",
    "}\n",
    "\n",
    "# Train XGBoost model\n",
    "model = xgb.XGBClassifier(**params)\n",
    "\n",
    "model.fit(\n",
    "    X_train_np, y_train_np,\n",
    "    eval_set=[(X_train_np, y_train_np), (X_val_np, y_val_np)],\n",
    "    verbose=True\n",
    ")\n",
    "\n",
    "# Validation accuracy\n",
    "y_val_pred = model.predict(X_val_np)\n",
    "val_accuracy = accuracy_score(y_val_np, y_val_pred)\n",
    "print(f\"\\n✅ Training completed!\")\n",
    "print(f\"   Validation Accuracy: {val_accuracy:.4f} ({val_accuracy*100:.2f}%)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b2a1e42c-cf1b-4d82-a6af-b06e3496918f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:37:04.466500Z",
     "iopub.status.busy": "2026-07-15T08:37:04.466169Z",
     "iopub.status.idle": "2026-07-15T08:37:04.800950Z",
     "shell.execute_reply": "2026-07-15T08:37:04.800127Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "📊 Evaluating XGBoost model on test set...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "📈 Test Results:\n",
      "   Accuracy:  0.2876 (28.76%)\n",
      "   Precision: 0.3534\n",
      "   Recall:    0.2876\n",
      "   F1-Score:  0.2346\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 622 ms, sys: 23.5 ms, total: 646 ms\n",
      "Wall time: 329 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Evaluate on test set\n",
    "X_test_np = np.asarray(X_test, dtype=np.float32)\n",
    "y_test_np = np.asarray(y_test, dtype=np.int32)\n",
    "\n",
    "print(\"📊 Evaluating XGBoost model on test set...\\n\")\n",
    "\n",
    "# Predictions\n",
    "y_pred_test = model.predict(X_test_np)\n",
    "\n",
    "# Metrics\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n",
    "\n",
    "test_accuracy = accuracy_score(y_test_np, y_pred_test)\n",
    "precision = precision_score(y_test_np, y_pred_test, average='weighted', zero_division=0)\n",
    "recall = recall_score(y_test_np, y_pred_test, average='weighted', zero_division=0)\n",
    "f1 = f1_score(y_test_np, y_pred_test, average='weighted', zero_division=0)\n",
    "\n",
    "print(f\"📈 Test Results:\")\n",
    "print(f\"   Accuracy:  {test_accuracy:.4f} ({test_accuracy*100:.2f}%)\")\n",
    "print(f\"   Precision: {precision:.4f}\")\n",
    "print(f\"   Recall:    {recall:.4f}\")\n",
    "print(f\"   F1-Score:  {f1:.4f}\\n\")\n",
    "\n",
    "# Confusion Matrix\n",
    "from sklearn.metrics import ConfusionMatrixDisplay\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Create figure first\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "\n",
    "class_names = list(label_mapping.keys())\n",
    "cm = confusion_matrix(y_test_np, y_pred_test)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=class_names)\n",
    "disp.plot(cmap='Blues', ax=ax)\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.title('XGBoost Confusion Matrix')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f1a14379-ed6e-4897-9ca4-2669743fab40",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:37:04.802731Z",
     "iopub.status.busy": "2026-07-15T08:37:04.802552Z",
     "iopub.status.idle": "2026-07-15T08:37:04.862105Z",
     "shell.execute_reply": "2026-07-15T08:37:04.861475Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Model saved to model_xgboost.joblib\n",
      "✅ Model info saved to model_xgboost_info.json\n"
     ]
    }
   ],
   "source": [
    "# Lưu mô hình huấn luyện\n",
    "import json\n",
    "import joblib\n",
    "\n",
    "# Save XGBoost model\n",
    "model_path = \"model_xgboost.joblib\"\n",
    "joblib.dump(model, model_path)\n",
    "print(f\"✅ Model saved to {model_path}\")\n",
    "\n",
    "# Save model info\n",
    "info = {\n",
    "    \"model_type\": \"XGBoost\",\n",
    "    \"num_classes\": 8,\n",
    "    \"classes\": list(label_mapping.keys()),\n",
    "    \"num_features\": X_train_np.shape[1],\n",
    "    \"params\": params,\n",
    "    \"accuracy\": float(test_accuracy),\n",
    "    \"precision\": float(precision),\n",
    "    \"recall\": float(recall),\n",
    "    \"f1_score\": float(f1),\n",
    "}\n",
    "\n",
    "with open(\"model_xgboost_info.json\", \"w\") as f:\n",
    "    json.dump(info, f, indent=2)\n",
    "\n",
    "print(f\"✅ Model info saved to model_xgboost_info.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "33dd516d-9824-499e-96b9-5cd9224c194c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T08:37:04.863809Z",
     "iopub.status.busy": "2026-07-15T08:37:04.863630Z",
     "iopub.status.idle": "2026-07-15T08:37:04.866010Z",
     "shell.execute_reply": "2026-07-15T08:37:04.865483Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# đóng client, cluster\n",
    "# client.close()\n",
    "# cluster.close()"
   ]
  }
 ],
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