Sim_vs_Acquired.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fb7d9e5b-83ad-4a90-83f1-545e784e0d41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  var reloading = false;\n",
       "  var Bokeh = root.Bokeh;\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/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.8/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/1.3.8/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/1.3.8/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-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.holoviz.org/panel/1.3.8/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",
       "\ttry {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "\t} catch(e) {\n",
       "\t  if (!reloading) {\n",
       "\t    throw e;\n",
       "\t  }\n",
       "\t}\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",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\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 = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var reloading = false;\n  var Bokeh = root.Bokeh;\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/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.8/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/1.3.8/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/1.3.8/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-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.holoviz.org/panel/1.3.8/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\ttry {\n          inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t  if (!reloading) {\n\t    throw e;\n\t  }\n\t}\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      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\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));"
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       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
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      "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 || 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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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     "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(\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>"
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     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
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       "  <div id=\"f38e8905-b7b0-47d3-95e4-2f5d9101c6dc\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"28e0d497-1b2e-46ea-9eba-ea660364f872\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"c69e5351717245028fcfd0544c577914\",\"client_comm_id\":\"074229b12d8d4beeaf9d4e298e0777b8\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"28e0d497-1b2e-46ea-9eba-ea660364f872\",\"roots\":{\"p1002\":\"f38e8905-b7b0-47d3-95e4-2f5d9101c6dc\"},\"root_ids\":[\"p1002\"]}];\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",
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       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "      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].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
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       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
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       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
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       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
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      "application/vnd.holoviews_exec.v0+json": {
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      }
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     "output_type": "display_data"
    }
   ],
   "source": [
    "# python env req:\n",
    "# conda install -c conda-forge rubin-scheduler\n",
    "# conda install -c lsst-efd-client\n",
    "# conda install -c panel\n",
    "# conda install -c holoviews\n",
    "# pip install -e . ts_fbs_utils --no-deps (# git clone ts_fbs_utils)\n",
    "# git clone ts_config_ocs\n",
    "\n",
    "import os\n",
    "import warnings\n",
    "import copy\n",
    "import pickle\n",
    "import json\n",
    "import numpy as np\n",
    "import healpy as hp\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "import pandas as pd\n",
    "import hvplot.pandas\n",
    "import panel as pn\n",
    "import hvplot\n",
    "\n",
    "import datetime\n",
    "from astropy.time import Time, TimeDelta\n",
    "import astropy.units as u\n",
    "\n",
    "from lsst_efd_client import EfdClient\n",
    "\n",
    "from rubin_scheduler.scheduler import sim_runner\n",
    "from rubin_scheduler.utils import ra_dec2_hpid\n",
    "from rubin_scheduler.scheduler.model_observatory import ModelObservatory\n",
    "from rubin_scheduler.site_models import Almanac, SeeingData\n",
    "from rubin_scheduler.utils import Site\n",
    "from rubin_scheduler.scheduler.features import Conditions\n",
    "from rubin_scheduler.scheduler.utils import SchemaConverter\n",
    "\n",
    "# Import the actually run config script from ts_config_ocs\n",
    "# (run in directory containing a copy of the script)\n",
    "from fbs_config_image_photocal_survey import get_scheduler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab93f00b-3e1c-43ff-9e43-484cf9f30db7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  var reloading = true;\n",
       "  var Bokeh = root.Bokeh;\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': {'xtermjs': 'https://cdn.jsdelivr.net/npm/xterm@4.14.1/lib/xterm', 'xtermjsweblinks': 'https://cdn.jsdelivr.net/npm/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links', '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': {'xtermjsweblinks': {'exports': 'WebLinksAddon', 'deps': ['xtermjs']}, 'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n",
       "      require([\"xtermjs\"], function(xtermjs) {\n",
       "\twindow.xtermjs = xtermjs\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"xtermjsweblinks\"], function(WebLinksAddon) {\n",
       "\twindow.WebLinksAddon = WebLinksAddon\n",
       "\ton_load()\n",
       "      })\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 + 11;\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['xtermjs'] !== undefined) && (!(window['xtermjs'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.14.1/lib/xterm.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.8/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/1.3.8/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/1.3.8/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.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.14.1/lib/xterm.js\", \"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [\"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.11.0/css/xterm.css\"];\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",
       "\ttry {\n",
       "          inline_js[i].call(root, root.Bokeh);\n",
       "\t} catch(e) {\n",
       "\t  if (!reloading) {\n",
       "\t    throw e;\n",
       "\t  }\n",
       "\t}\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",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "      if (!reloading && !bokeh_loaded) {\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 = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var reloading = true;\n  var Bokeh = root.Bokeh;\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': {'xtermjs': 'https://cdn.jsdelivr.net/npm/xterm@4.14.1/lib/xterm', 'xtermjsweblinks': 'https://cdn.jsdelivr.net/npm/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links', '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': {'xtermjsweblinks': {'exports': 'WebLinksAddon', 'deps': ['xtermjs']}, 'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n      require([\"xtermjs\"], function(xtermjs) {\n\twindow.xtermjs = xtermjs\n\ton_load()\n      })\n      require([\"xtermjsweblinks\"], function(WebLinksAddon) {\n\twindow.WebLinksAddon = WebLinksAddon\n\ton_load()\n      })\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 + 11;\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['xtermjs'] !== undefined) && (!(window['xtermjs'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.14.1/lib/xterm.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.8/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/1.3.8/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/1.3.8/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.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.14.1/lib/xterm.js\", \"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm-addon-web-links@0.4.0/lib/xterm-addon-web-links.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/terminal/xterm@4.11.0/css/xterm.css\"];\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; 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     "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",
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       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "  ),\n",
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       "  if (!docs) {\n",
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       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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   "source": [
    "prenight=True\n",
    "\n",
    "if prenight:\n",
    "\n",
    "    pn.extension(\"terminal\")\n",
    "    \n",
    "    #pn.extension()\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"astropy.time\",\n",
    "        message=\"Numerical value without unit or explicit format passed to TimeDelta, assuming days\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"pandas\",\n",
    "        message=\"In a future version of pandas, a length 1 tuple will be returned when iterating over a groupby with a grouper equal to a list of length 1. Don't supply a list with a single grouper to avoid this warning.\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"healpy\",\n",
    "        message=\"divide by zero encountered in divide\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"healpy\",\n",
    "        message=\"invalid value encountered in multiply\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"holoviews\",\n",
    "        message=\"Discarding nonzero nanoseconds in conversion.\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"rubin_scheduler\",\n",
    "        message=\"invalid value encountered in arcsin\",\n",
    "    )\n",
    "    warnings.filterwarnings(\n",
    "        \"ignore\",\n",
    "        module=\"rubin_sim\",\n",
    "        message=\"All-NaN slice encountered\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0639e797-54b3-4d1f-9283-d8927598ca6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('2024-02-06 23:34:20.545', '2024-02-07 10:20:05.949', 0.44844217831268907)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What night do you want? \n",
    "DAYOBS = '2024-02-06'\n",
    "site = Site('LSST')\n",
    "almanac = Almanac()\n",
    "night_events = almanac.get_sunset_info(evening_date=DAYOBS, longitude=site.longitude_rad)\n",
    "sunset = Time(night_events['sunset'], format='mjd', scale='utc')\n",
    "sunrise = Time(night_events['sunrise'], format='mjd', scale='utc')\n",
    "survey_length = sunrise.mjd - sunset.mjd\n",
    "sunset.iso, sunrise.iso, survey_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d3bef5ce-119e-47b4-bc19-47f4e1430346",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: IllegalSecondWarning: 'second' was found  to be '60.0', which is not in range [0,60). Treating as 0 sec, +1 min [astropy.coordinates.angles.formats]\n",
      "/Users/lynnej/miniconda3/envs/ts-support/lib/python3.11/site-packages/rubin_scheduler/skybrightness_pre/sky_model_pre.py:280: UserWarning: Requested MJD between sunrise and sunset, returning closest maps\n",
      "  warnings.warn(\"Requested MJD between sunrise and sunset, returning closest maps\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 9.47%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lynnej/miniconda3/envs/ts-support/lib/python3.11/site-packages/rubin_scheduler/scheduler/schedulers/core_scheduler.py:280: RuntimeWarning: All-NaN axis encountered\n",
      "  rewards[i] = np.nanmax(survey.calc_reward_function(self.conditions))\n",
      "Failed to fill queue at time [60348.06567239]\n",
      "/Users/lynnej/miniconda3/envs/ts-support/lib/python3.11/site-packages/rubin_scheduler/scheduler/sim_runner.py:96: UserWarning: No observation. Step into the future and trying again.\n",
      "  warnings.warn(\"No observation. Step into the future and trying again.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 28.79%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Failed to fill queue at time [60348.1716685]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 49.25%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Failed to fill queue at time [60348.27072647]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 58.96%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Failed to fill queue at time [60348.28760201]\n",
      "Failed to fill queue at time [60348.30404598]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 68.79%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Failed to fill queue at time [60348.33167696]\n",
      "Failed to fill queue at time [60348.34816775]\n",
      "Failed to fill queue at time [60348.36570671]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 80.06%"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Failed to fill queue at time [60348.3822331]\n",
      "Failed to fill queue at time [60348.39264977]\n",
      "Failed to fill queue at time [60348.40306643]\n",
      "Failed to fill queue at time [60348.4134831]\n",
      "Failed to fill queue at time [60348.42389977]\n",
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      "Failed to fill queue at time [60348.4447331]\n",
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      "Failed to fill queue at time [60348.54889977]\n",
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      "Failed to fill queue at time [60348.5697331]\n",
      "Failed to fill queue at time [60348.58014977]\n",
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      "Failed to fill queue at time [60348.80931643]\n",
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      "Failed to fill queue at time [60348.83014977]\n",
      "Failed to fill queue at time [60348.84056643]\n",
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      "Failed to fill queue at time [60348.87181643]\n",
      "Failed to fill queue at time [60348.8822331]\n",
      "Failed to fill queue at time [60348.89264977]\n",
      "Failed to fill queue at time [60348.90306643]\n",
      "Failed to fill queue at time [60348.9134831]\n",
      "Failed to fill queue at time [60348.92389977]\n",
      "Failed to fill queue at time [60348.93431643]\n",
      "Failed to fill queue at time [60348.9447331]\n",
      "Failed to fill queue at time [60348.95514977]\n",
      "Failed to fill queue at time [60348.96556643]\n",
      "Failed to fill queue at time [60348.9759831]\n",
      "Failed to fill queue at time [60348.98639977]\n",
      "Failed to fill queue at time [60348.99681643]\n",
      "Failed to fill queue at time [60349.0072331]\n",
      "Failed to fill queue at time [60349.01764977]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "progress = 224.21%Skipped 70 observations\n",
      "Flushed 0 observations from queue for being stale\n",
      "Completed 70 observations\n",
      "ran in 0 min = 0.0 hours\n"
     ]
    }
   ],
   "source": [
    "# Set up simulation with scheduler\n",
    "# Keep this cell together (so regenerate scheduler and observatory if rerun)\n",
    "\n",
    "rewards = False \n",
    "\n",
    "nside, scheduler=get_scheduler()\n",
    "scheduler.keep_rewards=rewards\n",
    "\n",
    "observatory = ModelObservatory(nside=nside, mjd_start=sunset.mjd, ideal_conditions=True)\n",
    "observatory.seeing_data = SeeingData(start_time)\n",
    "# Disable shutter stall build into sim's model observatory \n",
    "observatory.observatory.setup_camera(shutter_2motion_min_time=0.0)\n",
    "\n",
    "vals = sim_runner(\n",
    "    observatory,\n",
    "    scheduler,\n",
    "    survey_length=survey_length,\n",
    "    record_rewards=rewards,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "82da752d-200b-44d3-ad4d-05022e06f59f",
   "metadata": {},
   "outputs": [],
   "source": [
    "observatory = vals[0]\n",
    "scheduler = vals[1]\n",
    "observations = vals[2]\n",
    "if len(vals) == 5:\n",
    "    rewards = vals[3]\n",
    "    obs_rewards = vals[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dcd894ce-e482-48fe-861c-d5532bf976ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>observationId</th>\n",
       "      <td>70.0</td>\n",
       "      <td>34.500000</td>\n",
       "      <td>20.351085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.250000</td>\n",
       "      <td>34.500000</td>\n",
       "      <td>51.750000</td>\n",
       "      <td>69.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fieldRA</th>\n",
       "      <td>70.0</td>\n",
       "      <td>126.285101</td>\n",
       "      <td>57.395969</td>\n",
       "      <td>7.825000</td>\n",
       "      <td>86.500000</td>\n",
       "      <td>122.513981</td>\n",
       "      <td>129.466667</td>\n",
       "      <td>307.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fieldDec</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-37.588764</td>\n",
       "      <td>17.180274</td>\n",
       "      <td>-88.483299</td>\n",
       "      <td>-36.174781</td>\n",
       "      <td>-32.306444</td>\n",
       "      <td>-26.255000</td>\n",
       "      <td>-24.146674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observationStartMJD</th>\n",
       "      <td>70.0</td>\n",
       "      <td>60348.172252</td>\n",
       "      <td>0.139575</td>\n",
       "      <td>60348.023245</td>\n",
       "      <td>60348.090660</td>\n",
       "      <td>60348.124891</td>\n",
       "      <td>60348.232288</td>\n",
       "      <td>60349.028168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flush_by_mjd</th>\n",
       "      <td>70.0</td>\n",
       "      <td>55175.480847</td>\n",
       "      <td>17015.951518</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60348.107072</td>\n",
       "      <td>60348.134388</td>\n",
       "      <td>60348.242158</td>\n",
       "      <td>60348.403230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visitExposureTime</th>\n",
       "      <td>70.0</td>\n",
       "      <td>279.428571</td>\n",
       "      <td>157.304152</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>390.000000</td>\n",
       "      <td>420.000000</td>\n",
       "      <td>420.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rotSkyPos</th>\n",
       "      <td>70.0</td>\n",
       "      <td>169.821971</td>\n",
       "      <td>86.837417</td>\n",
       "      <td>50.542523</td>\n",
       "      <td>80.099368</td>\n",
       "      <td>174.790820</td>\n",
       "      <td>253.368706</td>\n",
       "      <td>349.607303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rotSkyPos_desired</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>numExposures</th>\n",
       "      <td>70.0</td>\n",
       "      <td>1.257143</td>\n",
       "      <td>0.845889</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airmass</th>\n",
       "      <td>70.0</td>\n",
       "      <td>1.307912</td>\n",
       "      <td>0.389773</td>\n",
       "      <td>1.002965</td>\n",
       "      <td>1.043089</td>\n",
       "      <td>1.081942</td>\n",
       "      <td>1.484279</td>\n",
       "      <td>2.236222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seeingFwhm500</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.504100</td>\n",
       "      <td>0.098282</td>\n",
       "      <td>0.357199</td>\n",
       "      <td>0.443627</td>\n",
       "      <td>0.476743</td>\n",
       "      <td>0.545494</td>\n",
       "      <td>0.871172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seeingFwhmEff</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.858301</td>\n",
       "      <td>0.163437</td>\n",
       "      <td>0.609707</td>\n",
       "      <td>0.746697</td>\n",
       "      <td>0.833314</td>\n",
       "      <td>0.919609</td>\n",
       "      <td>1.577421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seeingFwhmGeom</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.757523</td>\n",
       "      <td>0.134345</td>\n",
       "      <td>0.553179</td>\n",
       "      <td>0.665785</td>\n",
       "      <td>0.736984</td>\n",
       "      <td>0.807919</td>\n",
       "      <td>1.348640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skyBrightness</th>\n",
       "      <td>70.0</td>\n",
       "      <td>21.467432</td>\n",
       "      <td>0.647272</td>\n",
       "      <td>20.179658</td>\n",
       "      <td>20.991347</td>\n",
       "      <td>21.285421</td>\n",
       "      <td>22.288111</td>\n",
       "      <td>22.311045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>night</th>\n",
       "      <td>70.0</td>\n",
       "      <td>2.014286</td>\n",
       "      <td>0.119523</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slewTime</th>\n",
       "      <td>70.0</td>\n",
       "      <td>59.799621</td>\n",
       "      <td>50.539704</td>\n",
       "      <td>3.125514</td>\n",
       "      <td>3.129374</td>\n",
       "      <td>56.300151</td>\n",
       "      <td>103.179416</td>\n",
       "      <td>155.235062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visitTime</th>\n",
       "      <td>70.0</td>\n",
       "      <td>281.200000</td>\n",
       "      <td>156.078910</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>421.000000</td>\n",
       "      <td>421.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slewDistance</th>\n",
       "      <td>70.0</td>\n",
       "      <td>29.636647</td>\n",
       "      <td>27.200955</td>\n",
       "      <td>0.014758</td>\n",
       "      <td>0.014806</td>\n",
       "      <td>37.712242</td>\n",
       "      <td>51.757438</td>\n",
       "      <td>92.038690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveSigmaDepth</th>\n",
       "      <td>70.0</td>\n",
       "      <td>25.692309</td>\n",
       "      <td>0.532264</td>\n",
       "      <td>23.866560</td>\n",
       "      <td>25.525617</td>\n",
       "      <td>25.855520</td>\n",
       "      <td>25.985713</td>\n",
       "      <td>26.303171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>altitude</th>\n",
       "      <td>70.0</td>\n",
       "      <td>59.525732</td>\n",
       "      <td>18.734525</td>\n",
       "      <td>26.563072</td>\n",
       "      <td>42.375983</td>\n",
       "      <td>67.558393</td>\n",
       "      <td>73.475017</td>\n",
       "      <td>85.593113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>azimuth</th>\n",
       "      <td>70.0</td>\n",
       "      <td>181.497576</td>\n",
       "      <td>79.834923</td>\n",
       "      <td>3.045780</td>\n",
       "      <td>113.318519</td>\n",
       "      <td>179.052084</td>\n",
       "      <td>256.050378</td>\n",
       "      <td>350.357223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paraAngle</th>\n",
       "      <td>70.0</td>\n",
       "      <td>190.178029</td>\n",
       "      <td>86.837417</td>\n",
       "      <td>10.392697</td>\n",
       "      <td>106.631294</td>\n",
       "      <td>185.209180</td>\n",
       "      <td>279.900632</td>\n",
       "      <td>309.457477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonAlt</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-26.613817</td>\n",
       "      <td>9.610234</td>\n",
       "      <td>-34.189800</td>\n",
       "      <td>-32.827468</td>\n",
       "      <td>-31.153871</td>\n",
       "      <td>-24.118544</td>\n",
       "      <td>6.095025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sunAlt</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-32.415541</td>\n",
       "      <td>9.343817</td>\n",
       "      <td>-44.601299</td>\n",
       "      <td>-41.055532</td>\n",
       "      <td>-32.361216</td>\n",
       "      <td>-27.740355</td>\n",
       "      <td>-12.037203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fieldId</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-0.085714</td>\n",
       "      <td>0.281963</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>proposalId</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>block_id</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observationStartLST</th>\n",
       "      <td>70.0</td>\n",
       "      <td>123.895619</td>\n",
       "      <td>34.146299</td>\n",
       "      <td>75.248849</td>\n",
       "      <td>99.066198</td>\n",
       "      <td>109.942678</td>\n",
       "      <td>148.717467</td>\n",
       "      <td>203.079501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rotTelPos</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rotTelPos_backup</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonAz</th>\n",
       "      <td>70.0</td>\n",
       "      <td>174.559732</td>\n",
       "      <td>30.036458</td>\n",
       "      <td>115.651801</td>\n",
       "      <td>148.915776</td>\n",
       "      <td>186.379249</td>\n",
       "      <td>197.150583</td>\n",
       "      <td>229.373777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sunAz</th>\n",
       "      <td>70.0</td>\n",
       "      <td>199.227890</td>\n",
       "      <td>37.412323</td>\n",
       "      <td>118.268183</td>\n",
       "      <td>170.143811</td>\n",
       "      <td>217.999848</td>\n",
       "      <td>227.818775</td>\n",
       "      <td>244.226532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sunRA</th>\n",
       "      <td>70.0</td>\n",
       "      <td>320.969747</td>\n",
       "      <td>0.139333</td>\n",
       "      <td>320.820877</td>\n",
       "      <td>320.888253</td>\n",
       "      <td>320.922459</td>\n",
       "      <td>321.029751</td>\n",
       "      <td>321.823677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sunDec</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-15.268973</td>\n",
       "      <td>0.043843</td>\n",
       "      <td>-15.315619</td>\n",
       "      <td>-15.294546</td>\n",
       "      <td>-15.283838</td>\n",
       "      <td>-15.250210</td>\n",
       "      <td>-14.999460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonRA</th>\n",
       "      <td>70.0</td>\n",
       "      <td>296.494092</td>\n",
       "      <td>2.494408</td>\n",
       "      <td>293.411351</td>\n",
       "      <td>294.840207</td>\n",
       "      <td>295.584419</td>\n",
       "      <td>297.896849</td>\n",
       "      <td>309.246536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonDec</th>\n",
       "      <td>70.0</td>\n",
       "      <td>-25.557684</td>\n",
       "      <td>0.406881</td>\n",
       "      <td>-25.985827</td>\n",
       "      <td>-25.748015</td>\n",
       "      <td>-25.645969</td>\n",
       "      <td>-25.409984</td>\n",
       "      <td>-22.654396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonDistance</th>\n",
       "      <td>70.0</td>\n",
       "      <td>112.377106</td>\n",
       "      <td>19.734167</td>\n",
       "      <td>61.109715</td>\n",
       "      <td>115.287388</td>\n",
       "      <td>117.656257</td>\n",
       "      <td>123.852281</td>\n",
       "      <td>127.808216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solarElong</th>\n",
       "      <td>70.0</td>\n",
       "      <td>117.204337</td>\n",
       "      <td>21.799945</td>\n",
       "      <td>48.805429</td>\n",
       "      <td>109.446676</td>\n",
       "      <td>125.657460</td>\n",
       "      <td>136.009922</td>\n",
       "      <td>137.005211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moonPhase</th>\n",
       "      <td>70.0</td>\n",
       "      <td>13.936313</td>\n",
       "      <td>1.169708</td>\n",
       "      <td>7.856036</td>\n",
       "      <td>13.277982</td>\n",
       "      <td>14.354170</td>\n",
       "      <td>14.706552</td>\n",
       "      <td>15.389736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cummTelAz</th>\n",
       "      <td>70.0</td>\n",
       "      <td>22.333090</td>\n",
       "      <td>119.428891</td>\n",
       "      <td>-181.546169</td>\n",
       "      <td>-97.161476</td>\n",
       "      <td>77.868858</td>\n",
       "      <td>111.667870</td>\n",
       "      <td>247.646539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scripted_id</th>\n",
       "      <td>70.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count          mean           std           min  \\\n",
       "observationId         70.0     34.500000     20.351085      0.000000   \n",
       "fieldRA               70.0    126.285101     57.395969      7.825000   \n",
       "fieldDec              70.0    -37.588764     17.180274    -88.483299   \n",
       "observationStartMJD   70.0  60348.172252      0.139575  60348.023245   \n",
       "flush_by_mjd          70.0  55175.480847  17015.951518      0.000000   \n",
       "visitExposureTime     70.0    279.428571    157.304152     30.000000   \n",
       "rotSkyPos             70.0    169.821971     86.837417     50.542523   \n",
       "rotSkyPos_desired     70.0      0.000000      0.000000      0.000000   \n",
       "numExposures          70.0      1.257143      0.845889      1.000000   \n",
       "airmass               70.0      1.307912      0.389773      1.002965   \n",
       "seeingFwhm500         70.0      0.504100      0.098282      0.357199   \n",
       "seeingFwhmEff         70.0      0.858301      0.163437      0.609707   \n",
       "seeingFwhmGeom        70.0      0.757523      0.134345      0.553179   \n",
       "skyBrightness         70.0     21.467432      0.647272     20.179658   \n",
       "night                 70.0      2.014286      0.119523      2.000000   \n",
       "slewTime              70.0     59.799621     50.539704      3.125514   \n",
       "visitTime             70.0    281.200000    156.078910     40.000000   \n",
       "slewDistance          70.0     29.636647     27.200955      0.014758   \n",
       "fiveSigmaDepth        70.0     25.692309      0.532264     23.866560   \n",
       "altitude              70.0     59.525732     18.734525     26.563072   \n",
       "azimuth               70.0    181.497576     79.834923      3.045780   \n",
       "paraAngle             70.0    190.178029     86.837417     10.392697   \n",
       "cloud                 70.0      0.000000      0.000000      0.000000   \n",
       "moonAlt               70.0    -26.613817      9.610234    -34.189800   \n",
       "sunAlt                70.0    -32.415541      9.343817    -44.601299   \n",
       "fieldId               70.0     -0.085714      0.281963     -1.000000   \n",
       "proposalId            70.0      0.000000      0.000000      0.000000   \n",
       "block_id              70.0      0.000000      0.000000      0.000000   \n",
       "observationStartLST   70.0    123.895619     34.146299     75.248849   \n",
       "rotTelPos             70.0      0.000000      0.000000      0.000000   \n",
       "rotTelPos_backup      70.0      0.000000      0.000000      0.000000   \n",
       "moonAz                70.0    174.559732     30.036458    115.651801   \n",
       "sunAz                 70.0    199.227890     37.412323    118.268183   \n",
       "sunRA                 70.0    320.969747      0.139333    320.820877   \n",
       "sunDec                70.0    -15.268973      0.043843    -15.315619   \n",
       "moonRA                70.0    296.494092      2.494408    293.411351   \n",
       "moonDec               70.0    -25.557684      0.406881    -25.985827   \n",
       "moonDistance          70.0    112.377106     19.734167     61.109715   \n",
       "solarElong            70.0    117.204337     21.799945     48.805429   \n",
       "moonPhase             70.0     13.936313      1.169708      7.856036   \n",
       "cummTelAz             70.0     22.333090    119.428891   -181.546169   \n",
       "scripted_id           70.0      0.000000      0.000000      0.000000   \n",
       "\n",
       "                              25%           50%           75%           max  \n",
       "observationId           17.250000     34.500000     51.750000     69.000000  \n",
       "fieldRA                 86.500000    122.513981    129.466667    307.075000  \n",
       "fieldDec               -36.174781    -32.306444    -26.255000    -24.146674  \n",
       "observationStartMJD  60348.090660  60348.124891  60348.232288  60349.028168  \n",
       "flush_by_mjd         60348.107072  60348.134388  60348.242158  60348.403230  \n",
       "visitExposureTime      120.000000    390.000000    420.000000    420.000000  \n",
       "rotSkyPos               80.099368    174.790820    253.368706    349.607303  \n",
       "rotSkyPos_desired        0.000000      0.000000      0.000000      0.000000  \n",
       "numExposures             1.000000      1.000000      1.000000      4.000000  \n",
       "airmass                  1.043089      1.081942      1.484279      2.236222  \n",
       "seeingFwhm500            0.443627      0.476743      0.545494      0.871172  \n",
       "seeingFwhmEff            0.746697      0.833314      0.919609      1.577421  \n",
       "seeingFwhmGeom           0.665785      0.736984      0.807919      1.348640  \n",
       "skyBrightness           20.991347     21.285421     22.288111     22.311045  \n",
       "night                    2.000000      2.000000      2.000000      3.000000  \n",
       "slewTime                 3.129374     56.300151    103.179416    155.235062  \n",
       "visitTime              121.000000    391.000000    421.000000    421.000000  \n",
       "slewDistance             0.014806     37.712242     51.757438     92.038690  \n",
       "fiveSigmaDepth          25.525617     25.855520     25.985713     26.303171  \n",
       "altitude                42.375983     67.558393     73.475017     85.593113  \n",
       "azimuth                113.318519    179.052084    256.050378    350.357223  \n",
       "paraAngle              106.631294    185.209180    279.900632    309.457477  \n",
       "cloud                    0.000000      0.000000      0.000000      0.000000  \n",
       "moonAlt                -32.827468    -31.153871    -24.118544      6.095025  \n",
       "sunAlt                 -41.055532    -32.361216    -27.740355    -12.037203  \n",
       "fieldId                  0.000000      0.000000      0.000000      0.000000  \n",
       "proposalId               0.000000      0.000000      0.000000      0.000000  \n",
       "block_id                 0.000000      0.000000      0.000000      0.000000  \n",
       "observationStartLST     99.066198    109.942678    148.717467    203.079501  \n",
       "rotTelPos                0.000000      0.000000      0.000000      0.000000  \n",
       "rotTelPos_backup         0.000000      0.000000      0.000000      0.000000  \n",
       "moonAz                 148.915776    186.379249    197.150583    229.373777  \n",
       "sunAz                  170.143811    217.999848    227.818775    244.226532  \n",
       "sunRA                  320.888253    320.922459    321.029751    321.823677  \n",
       "sunDec                 -15.294546    -15.283838    -15.250210    -14.999460  \n",
       "moonRA                 294.840207    295.584419    297.896849    309.246536  \n",
       "moonDec                -25.748015    -25.645969    -25.409984    -22.654396  \n",
       "moonDistance           115.287388    117.656257    123.852281    127.808216  \n",
       "solarElong             109.446676    125.657460    136.009922    137.005211  \n",
       "moonPhase               13.277982     14.354170     14.706552     15.389736  \n",
       "cummTelAz              -97.161476     77.868858    111.667870    247.646539  \n",
       "scripted_id              0.000000      0.000000      0.000000      0.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema_converter = SchemaConverter()\n",
    "visits = schema_converter.obs2opsim(observations)\n",
    "\n",
    "# Add \"start_date\" and \"fix\" note (remove _expnum)\n",
    "visits[\"start_date\"] = pd.to_datetime(\n",
    "    visits[\"observationStartMJD\"] + 2400000.5, origin=\"julian\", unit=\"D\", utc=True\n",
    ")\n",
    "def demangle_note(x):\n",
    "    if \"IM\" in x.note:\n",
    "        x.note = x.note.split(\":\")[1].split(\"_\")[0]\n",
    "    return x\n",
    "visits = visits.apply(demangle_note, axis=1)\n",
    "\n",
    "visits.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "466cac64-7d4e-4e61-ad22-61f009cead9e",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
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       "  var render_items = [{\"docid\":\"67fa2f25-a913-4d99-bf6d-c9b31e6843ff\",\"roots\":{\"1f9c29b0-c765-483e-bea0-976c1b981b38\":\"c848110c-662d-4681-8172-1702f0a981a3\"},\"root_ids\":[\"1f9c29b0-c765-483e-bea0-976c1b981b38\"]}];\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",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\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 && ( root['Terminal'] !== undefined|| root['xtermjs'] !== undefined) && ( root['Terminal'] !== undefined|| root['xtermjs'] !== undefined))\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":NdOverlay   [note]\n",
       "   :Scatter   [start_date]   (airmass)"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1f9c29b0-c765-483e-bea0-976c1b981b38"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot airmass of simulated targets\n",
    "visits.hvplot(\n",
    "    by=[\"note\"],\n",
    "    kind=\"scatter\",\n",
    "    x=\"start_date\",\n",
    "    ylim=(2.3, 0.9),\n",
    "    y=[\"airmass\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "814cd909-c240-4f74-82a1-f120d84fbc79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>configurations</th>\n",
       "      <th>otherInfo</th>\n",
       "      <th>schemaVersion</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-02-07 00:35:24.768939+00:00</th>\n",
       "      <td>_init.yaml,_summit.yaml,auxtel_fbs_image_photo...</td>\n",
       "      <td></td>\n",
       "      <td>v6</td>\n",
       "      <td>file:///net/obs-env/auto_base_packages/ts_conf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-07 01:52:54.940545+00:00</th>\n",
       "      <td>_init.yaml,_summit.yaml,auxtel_fbs_image_photo...</td>\n",
       "      <td></td>\n",
       "      <td>v6</td>\n",
       "      <td>file:///net/obs-env/auto_base_packages/ts_conf...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     configurations  \\\n",
       "2024-02-07 00:35:24.768939+00:00  _init.yaml,_summit.yaml,auxtel_fbs_image_photo...   \n",
       "2024-02-07 01:52:54.940545+00:00  _init.yaml,_summit.yaml,auxtel_fbs_image_photo...   \n",
       "\n",
       "                                 otherInfo schemaVersion  \\\n",
       "2024-02-07 00:35:24.768939+00:00                      v6   \n",
       "2024-02-07 01:52:54.940545+00:00                      v6   \n",
       "\n",
       "                                                                                url  \n",
       "2024-02-07 00:35:24.768939+00:00  file:///net/obs-env/auto_base_packages/ts_conf...  \n",
       "2024-02-07 01:52:54.940545+00:00  file:///net/obs-env/auto_base_packages/ts_conf...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch info from EFD - check on configuration\n",
    "\n",
    "good_locs = {\"USDF\" : \"usdf\", \"SUMMIT\": \"summit\"}\n",
    "\n",
    "loc = \"usdf\"\n",
    "efd_client = EfdClient(f\"{loc}_efd\")\n",
    "\n",
    "topic = \"lsst.sal.Scheduler.logevent_configurationApplied\"\n",
    "fields = ['configurations', 'otherInfo', 'schemaVersion', 'url']\n",
    "dd = await efd_client.select_time_series(topic, fields, sunset, sunrise, index=2)\n",
    "dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "96265d89-4a2c-48e6-993c-17f13c6b431c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch requested targets\n",
    "topic = 'lsst.sal.Scheduler.logevent_target'\n",
    "fields = ['ra', 'decl', 'skyAngle', 'note', 'slewTime', 'airmass', \n",
    " 'exposureTimes0',\n",
    " 'exposureTimes1',\n",
    " 'exposureTimes2',\n",
    " 'exposureTimes3',\n",
    " 'exposureTimes4',\n",
    " 'exposureTimes5',\n",
    " 'exposureTimes6',\n",
    " 'exposureTimes7',\n",
    " 'exposureTimes8',\n",
    " 'exposureTimes9',\n",
    " 'filter',\n",
    " 'skyBrightness',]\n",
    "targets = await efd_client.select_time_series(topic, fields, sunset, sunrise, index=2)\n",
    "len(targets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a96d82df-831e-45bf-a3e0-45e2ce5c6926",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ra</th>\n",
       "      <td>57.0</td>\n",
       "      <td>130.815674</td>\n",
       "      <td>45.131684</td>\n",
       "      <td>86.500000</td>\n",
       "      <td>122.456814</td>\n",
       "      <td>122.548397</td>\n",
       "      <td>129.466667</td>\n",
       "      <td>307.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>decl</th>\n",
       "      <td>57.0</td>\n",
       "      <td>-34.864103</td>\n",
       "      <td>13.303925</td>\n",
       "      <td>-87.472194</td>\n",
       "      <td>-36.166185</td>\n",
       "      <td>-36.126740</td>\n",
       "      <td>-26.255000</td>\n",
       "      <td>-22.622563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skyAngle</th>\n",
       "      <td>57.0</td>\n",
       "      <td>31.715184</td>\n",
       "      <td>69.371293</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.448826</td>\n",
       "      <td>23.330080</td>\n",
       "      <td>326.508914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slewTime</th>\n",
       "      <td>57.0</td>\n",
       "      <td>24.427214</td>\n",
       "      <td>30.508673</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.128132</td>\n",
       "      <td>3.286280</td>\n",
       "      <td>40.500260</td>\n",
       "      <td>120.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airmass</th>\n",
       "      <td>57.0</td>\n",
       "      <td>1.244521</td>\n",
       "      <td>0.354899</td>\n",
       "      <td>1.003970</td>\n",
       "      <td>1.015801</td>\n",
       "      <td>1.044329</td>\n",
       "      <td>1.365496</td>\n",
       "      <td>2.206427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes0</th>\n",
       "      <td>57.0</td>\n",
       "      <td>256.315789</td>\n",
       "      <td>158.916606</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>420.000000</td>\n",
       "      <td>420.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes1</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>1.932848</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes2</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>1.932848</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes3</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>1.932848</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes4</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes5</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes6</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes7</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes8</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exposureTimes9</th>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skyBrightness</th>\n",
       "      <td>57.0</td>\n",
       "      <td>21.624683</td>\n",
       "      <td>0.634786</td>\n",
       "      <td>20.551523</td>\n",
       "      <td>21.090178</td>\n",
       "      <td>21.325529</td>\n",
       "      <td>22.311778</td>\n",
       "      <td>22.322430</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                count        mean         std        min         25%  \\\n",
       "ra               57.0  130.815674   45.131684  86.500000  122.456814   \n",
       "decl             57.0  -34.864103   13.303925 -87.472194  -36.166185   \n",
       "skyAngle         57.0   31.715184   69.371293   0.000000    0.000000   \n",
       "slewTime         57.0   24.427214   30.508673   2.000000    3.128132   \n",
       "airmass          57.0    1.244521    0.354899   1.003970    1.015801   \n",
       "exposureTimes0   57.0  256.315789  158.916606   7.500000  120.000000   \n",
       "exposureTimes1   57.0    0.526316    1.932848   0.000000    0.000000   \n",
       "exposureTimes2   57.0    0.526316    1.932848   0.000000    0.000000   \n",
       "exposureTimes3   57.0    0.526316    1.932848   0.000000    0.000000   \n",
       "exposureTimes4   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "exposureTimes5   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "exposureTimes6   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "exposureTimes7   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "exposureTimes8   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "exposureTimes9   57.0    0.000000    0.000000   0.000000    0.000000   \n",
       "skyBrightness    57.0   21.624683    0.634786  20.551523   21.090178   \n",
       "\n",
       "                       50%         75%         max  \n",
       "ra              122.548397  129.466667  307.075000  \n",
       "decl            -36.126740  -26.255000  -22.622563  \n",
       "skyAngle         16.448826   23.330080  326.508914  \n",
       "slewTime          3.286280   40.500260  120.000000  \n",
       "airmass           1.044329    1.365496    2.206427  \n",
       "exposureTimes0  120.000000  420.000000  420.000000  \n",
       "exposureTimes1    0.000000    0.000000    7.500000  \n",
       "exposureTimes2    0.000000    0.000000    7.500000  \n",
       "exposureTimes3    0.000000    0.000000    7.500000  \n",
       "exposureTimes4    0.000000    0.000000    0.000000  \n",
       "exposureTimes5    0.000000    0.000000    0.000000  \n",
       "exposureTimes6    0.000000    0.000000    0.000000  \n",
       "exposureTimes7    0.000000    0.000000    0.000000  \n",
       "exposureTimes8    0.000000    0.000000    0.000000  \n",
       "exposureTimes9    0.000000    0.000000    0.000000  \n",
       "skyBrightness    21.325529   22.311778   22.322430  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visits_req = copy.deepcopy(targets)\n",
    "visits_req[\"start_date\"] = targets.index\n",
    "# Drop visits that are recorded but are not real (?)\n",
    "visits_req = visits_ac.query(\"note != 'Target'\")\n",
    "# mangle the note again \n",
    "visits_req = visits_ac.apply(demangle_note, axis=1)\n",
    "\n",
    "visits_req.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bedf39f4-3248-4ed4-b179-d8da465b4847",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "On night 2024-02-06 aux tel recorded 48 observations\n"
     ]
    }
   ],
   "source": [
    "# Observations are the actually acquired observations .. might be better to get this from butler \n",
    "\n",
    "topic = 'lsst.sal.Scheduler.logevent_observation'\n",
    "fields = ['additionalInformation',\n",
    "           'ra',\n",
    " 'decl',\n",
    " 'exptime',\n",
    " 'filter',\n",
    " 'mjd',\n",
    " 'nexp',\n",
    " 'rotSkyPos',\n",
    " 'salIndex',\n",
    " 'targetId', 'private_sndStamp']\n",
    "dd = await efd_client.select_time_series(topic, fields, sunset, sunrise, index=2)\n",
    "obs = dd\n",
    "obs\n",
    "\n",
    "print(f\"On night {DAYOBS} aux tel recorded {len(obs)} observations\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aaec1c01-b523-4540-bb44-8a900c1f0379",
   "metadata": {},
   "outputs": [
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       "  var render_items = [{\"docid\":\"afd907c4-c997-4612-8bd4-b5538d00065a\",\"roots\":{\"d1464493-8dc4-44f9-8eeb-57d43c221c33\":\"be984ec7-9104-414e-a0e9-614f26abc5b4\"},\"root_ids\":[\"d1464493-8dc4-44f9-8eeb-57d43c221c33\"]}];\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",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\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 && ( root['Terminal'] !== undefined|| root['xtermjs'] !== undefined) && ( root['Terminal'] !== undefined|| root['xtermjs'] !== undefined))\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":NdOverlay   [note]\n",
       "   :Scatter   [start_date]   (airmass)"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "d1464493-8dc4-44f9-8eeb-57d43c221c33"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make plot of acquired airmasses\n",
    "visits_ac.hvplot(\n",
    "    by=[\"note\"],\n",
    "    kind=\"scatter\",\n",
    "    x=\"start_date\",\n",
    "    ylim=(2.3, 0.9),\n",
    "    y=[\"airmass\"],\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0f405b2-5a9a-421b-b90a-0596a8bb22cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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