Data_Access-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ae000249-8002-4f92-b76b-b4aaf4af3637",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n",
       "  var reloading = false;\n",
       "  var Bokeh = root.Bokeh;\n",
       "  var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\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",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    if (!reloading) {\n",
       "      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    var skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n",
       "      require([\"jspanel\"], function(jsPanel) {\n",
       "\twindow.jsPanel = jsPanel\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-modal\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-tooltip\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-hint\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-layout\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-contextmenu\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-dock\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"gridstack\"], function(GridStack) {\n",
       "\twindow.GridStack = GridStack\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"notyf\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      root._bokeh_is_loading = css_urls.length + 9;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    var existing_stylesheets = []\n",
       "    var links = document.getElementsByTagName('link')\n",
       "    for (var i = 0; i < links.length; i++) {\n",
       "      var link = links[i]\n",
       "      if (link.href != null) {\n",
       "\texisting_stylesheets.push(link.href)\n",
       "      }\n",
       "    }\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      if (existing_stylesheets.indexOf(url) !== -1) {\n",
       "\ton_load()\n",
       "\tcontinue;\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",
       "    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    var existing_scripts = []\n",
       "    var scripts = document.getElementsByTagName('script')\n",
       "    for (var i = 0; i < scripts.length; i++) {\n",
       "      var script = scripts[i]\n",
       "      if (script.src != null) {\n",
       "\texisting_scripts.push(script.src)\n",
       "      }\n",
       "    }\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (var i = 0; i < js_modules.length; i++) {\n",
       "      var url = js_modules[i];\n",
       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\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",
       "      var url = js_exports[name];\n",
       "      if (skip.indexOf(url) >= 0 || root[name] != null) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\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",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [];\n",
       "  var 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 (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "\tvar NewBokeh = root.Bokeh;\n",
       "\tif (Bokeh.versions === undefined) {\n",
       "\t  Bokeh.versions = new Map();\n",
       "\t}\n",
       "\tif (NewBokeh.version !== Bokeh.version) {\n",
       "\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "\t}\n",
       "\troot.Bokeh = Bokeh;\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",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\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",
       "      Bokeh = root.Bokeh;\n",
       "      bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      if (!reloading && (!bokeh_loaded || is_dev)) {\n",
       "\troot.Bokeh = undefined;\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "\trun_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  var force = true;\n  var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n  var reloading = false;\n  var Bokeh = root.Bokeh;\n  var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\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      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      run_callbacks();\n      return null;\n    }\n    if (!reloading) {\n      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n      require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n      })\n      require([\"jspanel-modal\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-tooltip\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-hint\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-layout\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-dock\"], function() {\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 9;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    var existing_stylesheets = []\n    var links = document.getElementsByTagName('link')\n    for (var i = 0; i < links.length; i++) {\n      var link = links[i]\n      if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n      }\n    }\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\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    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    var existing_scripts = []\n    var scripts = document.getElementsByTagName('script')\n    for (var i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n\texisting_scripts.push(script.src)\n      }\n    }\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\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      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\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  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [];\n  var 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 (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t  Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\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      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\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      Bokeh = root.Bokeh;\n      bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      if (!reloading && (!bokeh_loaded || is_dev)) {\n\troot.Bokeh = undefined;\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_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",
       "            console.log(message)\n",
       "            var content = {data: message.data, comm_id};\n",
       "            var buffers = []\n",
       "            for (var buffer of message.buffers || []) {\n",
       "              buffers.push(new DataView(buffer))\n",
       "            }\n",
       "            var metadata = message.metadata || {};\n",
       "            var msg = {content, buffers, metadata}\n",
       "            msg_handler(msg);\n",
       "            return messages.next().then(processIteratorResult);\n",
       "          }\n",
       "          return messages.next().then(processIteratorResult);\n",
       "        })\n",
       "      }\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
       "      if (comm_id in window.PyViz.comms) {\n",
       "        return window.PyViz.comms[comm_id];\n",
       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
       "        if (msg_handler) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        }\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
       "        comm.open();\n",
       "        if (msg_handler) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        }\n",
       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
       "        comm_promise.then((comm) => {\n",
       "          window.PyViz.comms[comm_id] = comm;\n",
       "          if (msg_handler) {\n",
       "            var messages = comm.messages[Symbol.asyncIterator]();\n",
       "            function processIteratorResult(result) {\n",
       "              var message = 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",
       "\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",
       "  node.appendChild(script);\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle when a new output is added\n",
       " */\n",
       "function 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",
       " */\n",
       "function 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",
       " */\n",
       "function 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",
       " */\n",
       "function handle_update_output(event, handle) {\n",
       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
       "  handle_add_output(event, handle)\n",
       "}\n",
       "\n",
       "function 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",
       "\n",
       "if (window.Jupyter !== undefined) {\n",
       "  try {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  } catch(err) {\n",
       "  }\n",
       "}\n"
      ],
      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = 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": [
       "<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(> .cell-output-ipywidget-background\n",
       "    > .lm-Widget\n",
       "    > *[data-root-id]),\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": {
      "text/html": [
       "\n",
       "<div class=\"logo-block\">\n",
       "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAEAAAABACAYAAACqaXHeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAAB+wAAAfsBxc2miwAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAAA6zSURB\n",
       "VHic7ZtpeFRVmsf/5966taWqUlUJ2UioBBJiIBAwCZtog9IOgjqACsogKtqirT2ttt069nQ/zDzt\n",
       "tI4+CrJIREFaFgWhBXpUNhHZQoKBkIUASchWla1S+3ar7r1nPkDaCAnZKoQP/D7mnPOe9/xy76n3\n",
       "nFSAW9ziFoPFNED2LLK5wcyBDObkb8ZkxuaoSYlI6ZcOKq1eWFdedqNzGHQBk9RMEwFAASkk0Xw3\n",
       "ETacDNi2vtvc7L0ROdw0AjoSotQVkKSvHQz/wRO1lScGModBFbDMaNRN1A4tUBCS3lk7BWhQkgpD\n",
       "lG4852/+7DWr1R3uHAZVQDsbh6ZPN7CyxUrCzJMRouusj0ipRwD2uKm0Zn5d2dFwzX1TCGhnmdGo\n",
       "G62Nna+isiUqhkzuKrkQaJlPEv5mFl2fvGg2t/VnzkEV8F5ioioOEWkLG86fvbpthynjdhXYZziQ\n",
       "x1hC9J2NFyi8vCTt91Fh04KGip0AaG9zuCk2wQCVyoNU3Hjezee9bq92duzzTmxsRJoy+jEZZZYo\n",
       "GTKJ6SJngdJqAfRzpze0+jHreUtPc7gpBLQnIYK6BYp/uGhw9YK688eu7v95ysgshcg9qSLMo3JC\n",
       "4jqLKQFBgdKDPoQ+Pltb8dUyQLpeDjeVgI6EgLIQFT5tEl3rn2losHVsexbZ3EyT9wE1uGdkIPcy\n",
       "BGxn8QUq1QrA5nqW5i2tLqvrrM9NK6AdkVIvL9E9bZL/oyfMVd/jqvc8LylzRBKDJSzIExwhQzuL\n",
       "QYGQj4rHfFTc8mUdu3E7yoLtbTe9gI4EqVgVkug2i5+uXGo919ixbRog+3fTbQ8qJe4ZOYNfMoTI\n",
       "OoshUNosgO60AisX15aeI2PSIp5KiFLI9ubb1vV3Qb2ltwLakUCDAkWX7/nHKRmmGIl9VgYsUhJm\n",
       "2NXjKYADtM1ygne9QQDIXlk49FBstMKx66D1v4+XuQr7vqTe0VcBHQlRWiOCbmmSYe2SqtL6q5rJ\n",
       "zsTb7lKx3FKOYC4DoqyS/B5bvLPxvD9Qtf6saxYLQGJErmDOdOMr/zo96km1nElr8bmPOBwI9COv\n",
       "HnFPRIwmkSOv9kcAS4heRsidOkpeWBgZM+UBrTFAXNYL5Vf2ii9c1trNzpYdaoVil3WIc+wdk+gQ\n",
       "noie3ecCcxt9ITcLAPWt/laGEO/9U6PmzZkenTtsSMQ8uYywJVW+grCstAvCIaAdArAsIWkRDDs/\n",
       "KzLm2YcjY1Lv0UdW73HabE9n6V66cxSzfEmuJssTpKGVp+0vHq73FwL46eOjpMpbRAnNmJFrGJNu\n",
       "Ukf9Yrz+3rghiumCKNXXWPhLYcjxGsIpoCMsIRoFITkW8AuyM8jC1+/QLx4bozCEJIq38+1rtpR6\n",
       "V/yzb8eBlRb3fo5l783N0CWolAzJHaVNzkrTzlEp2bQ2q3TC5gn6wpnoQAmwSiGh2GitnTmVMc5O\n",
       "UyfKWUKCIsU7+fZDKwqdT6DDpvkzAX4/+AMFjk0tDp5GRXLpQ2MUmhgDp5gxQT8+Y7hyPsMi8uxF\n",
       "71H0oebujHALECjFKaW9Lm68n18wXp2kVzIcABytD5iXFzg+WVXkegpAsOOYziqo0OkK76GyquC3\n",
       "ltZAzMhhqlSNmmWTE5T6e3IN05ITFLM4GdN0vtZ3ob8Jh1NAKXFbm5PtLU/eqTSlGjkNAJjdgn/N\n",
       "aedXa0tdi7+t9G0FIF49rtMSEgAs1kDLkTPO7ebm4IUWeyh1bKomXqlgMG6kJmHcSM0clYLJ8XtR\n",
       "1GTnbV3F6I5wCGikAb402npp1h1s7LQUZZSMIfALFOuL3UUrfnS8+rez7v9qcold5tilgHbO1fjK\n",
       "9ubb17u9oshxzMiUBKXWqJNxd+fqb0tLVs4lILFnK71H0Ind7uiPgACVcFJlrb0tV6DzxqqTIhUM\n",
       "CwDf1/rrVhTa33/3pGPxJYdQ2l2cbgVcQSosdx8uqnDtbGjh9SlDVSMNWhlnilfqZk42Th2ZpLpf\n",
       "xrHec5e815zrr0dfBZSwzkZfqsv+1FS1KUknUwPARVvItfKUY+cn57yP7qv07UE3p8B2uhUwLk09\n",
       "e0SCOrK+hbdYHYLjRIl71wWzv9jpEoeOHhGRrJAzyEyNiJuUqX0g2sBN5kGK6y2Blp5M3lsB9Qh4\n",
       "y2Ja6x6+i0ucmKgwMATwhSjdUu49tKrQ/pvN5d53ml2CGwCmJipmKjgmyuaXzNeL2a0AkQ01Th5j\n",
       "2DktO3Jyk8f9vcOBQHV94OK+fPumJmvQHxJoWkaKWq9Vs+yUsbq0zGT1I4RgeH2b5wef7+c7bl8F\n",
       "eKgoHVVZa8ZPEORzR6sT1BzDUAD/d9F78e2Tzv99v8D+fLVTqAKAsbGamKey1Mt9Ann4eH3gTXTz\n",
       "idWtAJ8PQWOk7NzSeQn/OTHDuEikVF1R4z8BQCy+6D1aWRfY0tTGG2OM8rRoPaeIj5ZHzJxszElN\n",
       "VM8K8JS5WOfv8mzRnQAKoEhmt8gyPM4lU9SmBK1MCQBnW4KONT86v1hZ1PbwSXPw4JWussVjtH9Y\n",
       "NCoiL9UoH/6PSu8jFrfY2t36erQHXLIEakMi1SydmzB31h3GGXFDFNPaK8Rme9B79Ixrd0WN+1ij\n",
       "NRQ/doRmuFLBkHSTOm5GruG+pFjFdAmorG4IXH1Qua6ASniclfFtDYt+oUjKipPrCQB7QBQ2lrgP\n",
       "fFzm+9XWUtcqJ3/5vDLDpJ79XHZk3u8nGZ42qlj1+ydtbxysCezrydp6ugmipNJ7WBPB5tydY0jP\n",
       "HaVNzs3QzeE4ZpTbI+ZbnSFPbVOw9vsfnVvqWnirPyCNGD08IlqtYkh2hjZ5dErEQzoNm+6ykyOt\n",
       "Lt5/PQEuSRRKo22VkydK+vvS1XEKlhCJAnsqvcVvH7f/ZU2R67eXbMEGAMiIV5oWZWiWvz5Fv2xG\n",
       "sjqNJQRvn3Rs2lji/lNP19VjAQDgD7FHhujZB9OGqYxRkZxixgRDVlqS6uEOFaJUVu0rPFzctrnF\n",
       "JqijImVp8dEKVWyUXDk92zAuMZ6bFwpBU1HrOw6AdhQgUooChb0+ItMbWJitSo5Ws3IAOGEOtL53\n",
       "0vHZih9sC4vtofZ7Qu6523V/fmGcds1TY3V36pUsBwAbSlxnVh2xLfAD/IAIMDf7XYIkNmXfpp2l\n",
       "18rkAJAy9HKFaIr/qULkeQQKy9zf1JgDB2uaeFNGijo5QsUyacNUUTOnGO42xSnv4oOwpDi1zYkc\n",
       "efUc3I5Gk6PhyTuVKaOGyLUAYPGIoY9Pu/atL/L92+4q9wbflRJ2Trpm/jPjdBtfnqB/dIThcl8A\n",
       "KG7hbRuKnb8qsQsVvVlTrwQAQMUlf3kwJI24Z4JhPMtcfng5GcH49GsrxJpGvvHIaeem2ma+KSjQ\n",
       "lIwUdYyCY8j4dE1KzijNnIP2llF2wcXNnsoapw9XxsgYAl6k+KzUXbi2yP3KR2ecf6z3BFsBICdW\n",
       "nvnIaG3eHybqX7vbpEqUMT+9OL4Qpe8VON7dXuFd39v19FoAABRVePbGGuXTszO0P7tu6lghUonE\n",
       "llRdrhArLvmKdh9u29jcFiRRkfLUxBiFNiqSU9icoZQHo5mYBI1MBgBH6wMNb+U7Pnw337H4gi1Y\n",
       "ciWs+uks3Z9fztUvfzxTm9Ne8XXkvQLHNytOOZeiD4e0PgkAIAYCYknKUNUDSXEKzdWNpnil7r4p\n",
       "xqkjTarZMtk/K8TQ6Qve78qqvXurGwIJqcOUKfUWHsm8KGvxSP68YudXq4pcj39X49uOK2X142O0\n",
       "Tz5/u/7TVybqH0rSya6ZBwD21/gubbrgWdDgEOx9WUhfBaC2ibcEBYm7a7x+ukrBMNcEZggyR0TE\n",
       "T8zUPjikQ4VosQZbTpS4vqizBKvqmvjsqnpfzaZyx9JPiz1/bfGKdgD45XB1zoIMzYbfTdS/NClB\n",
       "Gct0USiY3YL/g0LHy/uq/Ef6uo5+n0R/vyhp17Klpge763f8rMu6YU/zrn2nml+2WtH+Z+5IAAFc\n",
       "2bUTdTDOSNa9+cQY7YLsOIXhevEkCvzph7a8laecz/Un/z4/Ae04XeL3UQb57IwU9ZDr9UuKVajv\n",
       "nxp1+1UVIo/LjztZkKH59fO3G/JemqCfmaCRqbqbd90ZZ8FfjtkfAyD0J/9+C2h1hDwsSxvGjNDc\n",
       "b4zk5NfrSwiQblLHzZhg+Jf4aPlUwpDqkQqa9nimbt1/TDH8OitGMaQnj+RJS6B1fbF7SY1TqO5v\n",
       "/v0WAADl1f7zokgS7s7VT2DZ7pegUjBM7mjtiDZbcN4j0YrHH0rXpCtY0qPX0cVL0rv5jv/ZXend\n",
       "0u/EESYBAFBU4T4Qa5TflZOhTe7pmKpaP8kCVUVw1+yhXfJWvn1P3hnXi33JsTN6PnP3hHZ8Z3/h\n",
       "aLHzmkNPuPj7Bc/F/Q38CwjTpSwQXgE4Vmwry9tpfq/ZFgqFMy4AVDtCvi8rvMvOmv0N4YwbVgEA\n",
       "sPM72/KVnzfspmH7HQGCRLG2yL1+z8XwvPcdCbsAANh+xPzstgMtxeGKt+6MK3/tacfvwhWvIwMi\n",
       "oKEBtm0H7W+UVfkc/Y1V0BhoPlDr/w1w/eu1vjIgAgDg22OtX6/eYfnEz/focrZTHAFR+PSs56/7\n",
       "q32nwpjazxgwAQCwcU/T62t3WL7r6/jVRa6/byp1rei+Z98ZUAEAhEPHPc8fKnTU9nbgtnOe8h0l\n",
       "9hcGIqmODLQAHCy2Xti6v/XNRivf43f4fFvIteu854+VHnR7q9tfBlwAAGz+pnndB9vM26UebAe8\n",
       "SLHujPOTPVW+rwY+sxskAAC2HrA8t2Vvc7ffP1r9o+vwR2dcr92InIAbKKC1FZ5tB1tf+/G8p8sv\n",
       "N/9Q5zd/XR34LYCwV5JdccMEAMDBk45DH243r/X4xGvqxFa/GNpS7n6rwOwNWwHVE26oAADYurf1\n",
       "zx/utOzt+DMKYM0p17YtZZ5VNzqfsB2HewG1WXE8PoZ7gOclbTIvynZf9JV+fqZtfgs/8F/Nu5rB\n",
       "EIBmJ+8QRMmpU7EzGRsf2FzuePqYRbzh/zE26EwdrT10f6r6o8HOYzCJB9Dpff8tbnGLG8L/A/WE\n",
       "roTBs2RqAAAAAElFTkSuQmCC'\n",
       "     style='height:25px; border-radius:12px; display: inline-block; float: left; vertical-align: middle'></img>\n",
       "\n",
       "\n",
       "  <img src='data:image/png;base64,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'\n",
       "       style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
       "  \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "</div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import icepyx as ipx\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7c8eaaf0-2c4b-4363-b6b0-f4c33ae2dff2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define study area and type of data ALL cANADA ARCTIC  \n",
    "#region_a = ipx.Query('ATL13', [-135.945930,  67.209016, -131.079482, 69.853771], ['2018-10-11','2022-09-06'] LEFTDOWN AND RIGHTUP, \\\n",
    "                          #start_time='00:00:00', end_time='23:59:59')\n",
    "#region_a.avail_granules()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "61a24eb0-4717-4a4f-b5b4-3cc88f3bbe50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Number of available granules': 123,\n",
       " 'Average size of granules (MB)': 61.39178412522359,\n",
       " 'Total size of all granules (MB)': 7551.1894474025}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Define CSA study area and type of data \n",
    "#region_a = ipx.Query('ATL13', [  3.369666, 6.425935, 4.254907, 6.588097], ['2018-10-01','2023-05-30'], \\\n",
    "                          start_time='00:00:00', end_time='23:59:59')\n",
    "#region_a.avail_granules()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "905bcbf2-d767-43e3-889e-49921bca5d7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #Define study area and type of data \n",
    "#Downleft (lon, lat, rightup lon, lat)\n",
    " region_a = ipx.Query('ATL08', [-134.111725,   68.679738, -133.388060,  68.898268], ['2022-01-01','2022-11-23'], \\\n",
    "#                           start_time='00:00:00', end_time='23:59:59')\n",
    " region_a.avail_granules()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d608c6ee-7726-4978-a733-64f54076bd78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EARTHDATA_USERNAME and EARTHDATA_PASSWORD are not set in the current environment, try setting them or use a different strategy (netrc, interactive)\n",
      "You're now authenticated with NASA Earthdata Login\n",
      "Using token with expiration date: 08/24/2023\n",
      "Using .netrc file for EDL\n"
     ]
    }
   ],
   "source": [
    "#Login\n",
    "region_a.earthdata_login('earthdata username','earthdata email')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4fb581a3-9857-498f-bd76-911a1dfcacfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define the required variable\n",
    "#region_a.order_vars.append(var_list=['rgt','orbit_number', 'segment_lat', 'segment_lon', 'qf_bckgrd', 'qf_bias_em','delta_time','ht_ortho','ht_water_surf','ice_flag','cloud_flag_asr_atl09','cloud_flag_atm_atl09', 'layer_flag_atl09','snow_ice_atl09', 'qf_bias_fit','segment_bias_fit','stdev_water_surf','water_depth'])\n",
    "#pprint(region_a.order_vars.wanted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48bb7c1c-5f54-41fb-b86b-ae37367c7383",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of data order requests is  1  for  123  granules.\n",
      "Data request  1  of  1  is submitting to NSIDC\n",
      "order ID:  5000004287730\n",
      "Initial status of your order request at NSIDC is:  pending\n",
      "Your order status is still  pending  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order status is still  processing  at NSIDC. Please continue waiting... this may take a few moments.\n",
      "Your order is: complete\n",
      "NSIDC returned these messages\n",
      "['Granule 277732025 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277722068 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277732042 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277739157 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277732210 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277727338 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731093 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277726516 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277742906 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277743376 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277741114 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277736667 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277743988 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718992 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719421 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277739085 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718833 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277747512 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277743997 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277744292 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731871 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277732346 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277732283 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731071 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277744872 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277733798 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277724372 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718369 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719071 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277733617 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277727531 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745448 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277724508 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277736672 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277741078 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718902 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718760 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719549 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731714 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277742860 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277733788 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277722532 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277727361 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277722163 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745542 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745953 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277722374 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719188 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271718882 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277733766 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277733576 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277744834 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277743281 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745014 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277746261 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731550 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719283 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277742917 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277744161 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277742836 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745499 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277732483 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277727432 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277731834 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745201 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277745889 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271719650 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277737492 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277739636 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277737475 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 266474971 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 266476403 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277739517 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277740408 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277737216 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277739081 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277740394 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271704677 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271707160 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271707994 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271707983 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 271707680 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277643135 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277645246 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277641103 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277653901 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed',\n",
      " 'Granule 277650372 contained no data within the spatial and/or temporal '\n",
      " 'subset constraints to be processed']\n"
     ]
    }
   ],
   "source": [
    "#Show the different granules\n",
    "region_a.order_granules()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5a7b1b4d-a692-438c-b12a-b5c116c0ae9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning download of zipped output...\n",
      "Data request 5000004190035 of  1  order(s) is downloaded.\n",
      "Download complete\n"
     ]
    }
   ],
   "source": [
    "#Download the data\n",
    "region_a.download_granules('D:/Lake chad/icesat_2lagon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4534d419-fae9-4abd-be1f-f4a6e2e35f17",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}