01_panel_charts.ipynb

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   "cell_type": "markdown",
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   "source": [
    "# Some interactive charts\n",
    "\n",
    "> Once upon a midnight dreary"
   ]
  },
  {
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   "execution_count": null,
   "id": "497b5156-95bd-41d0-857a-c56a72b93ee1",
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   "outputs": [],
   "source": [
    "# from bokeh.sampledata.periodic_table import elements\n",
    "import altair as alt\n",
    "import pandas as pd\n",
    "import panel as pn\n",
    "import param"
   ]
  },
  {
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   "execution_count": null,
   "id": "325a8863-9fc6-44b3-9546-2aa85049e2b3",
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i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) >= 0) {\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) >= 0) {\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    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.jsdelivr.net/npm/vega@5\", \"https://cdn.jsdelivr.net/npm/vega-lite@5\", \"https://cdn.jsdelivr.net/npm/vega-embed@6\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var css_urls = [\"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.css\", \"https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/css/all.min.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/debugger.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/loading.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/dataframe.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/card.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n    .bk.pn-loading.arcs:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} 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  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, js_modules, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>.bk-root, .bk-root .bk:before, .bk-root .bk:after {\n",
       "  font-family: var(--jp-ui-font-size1);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--jp-ui-font-color1);\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pn.extension('vega')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de01577a",
   "metadata": {},
   "source": [
    "## Panel Widget\n",
    "Must use `widget.embed()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "767d733e",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='1002'>\n",
       "  <div class=\"bk-root\" id=\"48e77d46-2c39-476f-b0a5-8395bb2290c9\" data-root-id=\"1002\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  function embed_document(root) {\n",
       "    var docs_json = {\"ab3f895b-4bf5-40ac-8f18-a23e6c3cb50a\":{\"defs\":[{\"extends\":null,\"module\":null,\"name\":\"ReactiveHTML1\",\"overrides\":[],\"properties\":[]},{\"extends\":null,\"module\":null,\"name\":\"FlexBox1\",\"overrides\":[],\"properties\":[{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_content\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_items\"},{\"default\":\"row\",\"kind\":null,\"name\":\"flex_direction\"},{\"default\":\"wrap\",\"kind\":null,\"name\":\"flex_wrap\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"justify_content\"}]},{\"extends\":null,\"module\":null,\"name\":\"GridStack1\",\"overrides\":[],\"properties\":[{\"default\":\"warn\",\"kind\":null,\"name\":\"mode\"},{\"default\":null,\"kind\":null,\"name\":\"ncols\"},{\"default\":null,\"kind\":null,\"name\":\"nrows\"},{\"default\":true,\"kind\":null,\"name\":\"allow_resize\"},{\"default\":true,\"kind\":null,\"name\":\"allow_drag\"},{\"default\":[],\"kind\":null,\"name\":\"state\"}]},{\"extends\":null,\"module\":null,\"name\":\"click1\",\"overrides\":[],\"properties\":[{\"default\":\"\",\"kind\":null,\"name\":\"terminal_output\"},{\"default\":\"\",\"kind\":null,\"name\":\"debug_name\"},{\"default\":0,\"kind\":null,\"name\":\"clears\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationAreaBase1\",\"overrides\":[],\"properties\":[{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationArea1\",\"overrides\":[],\"properties\":[{\"default\":[],\"kind\":null,\"name\":\"notifications\"},{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"},{\"default\":[{\"background\":\"#ffc107\",\"icon\":{\"className\":\"fas fa-exclamation-triangle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"warning\"},{\"background\":\"#007bff\",\"icon\":{\"className\":\"fas fa-info-circle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"info\"}],\"kind\":null,\"name\":\"types\"}]},{\"extends\":null,\"module\":null,\"name\":\"Notification\",\"overrides\":[],\"properties\":[{\"default\":null,\"kind\":null,\"name\":\"background\"},{\"default\":3000,\"kind\":null,\"name\":\"duration\"},{\"default\":null,\"kind\":null,\"name\":\"icon\"},{\"default\":\"\",\"kind\":null,\"name\":\"message\"},{\"default\":null,\"kind\":null,\"name\":\"notification_type\"},{\"default\":false,\"kind\":null,\"name\":\"_destroyed\"}]},{\"extends\":null,\"module\":null,\"name\":\"TemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]},{\"extends\":null,\"module\":null,\"name\":\"MaterialTemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]}],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1003\"},{\"id\":\"1004\"}],\"margin\":[0,0,0,0],\"name\":\"Row00109\"},\"id\":\"1002\",\"type\":\"Row\"},{\"attributes\":{\"client_comm_id\":\"ee60d67b07224dfd83ae856aa4c4c3be\",\"comm_id\":\"5bc121ca120a49edbcfcd890089f29a6\",\"plot_id\":\"1002\"},\"id\":\"1006\",\"type\":\"panel.models.comm_manager.CommManager\"},{\"attributes\":{\"css_classes\":[\"markdown\"],\"margin\":[5,5,5,5],\"name\":\"ParamFunction00102\",\"text\":\"&lt;p&gt;0 * 5 = 0&lt;/p&gt;\"},\"id\":\"1005\",\"type\":\"panel.models.markup.HTML\"},{\"attributes\":{\"reload\":false},\"id\":\"1007\",\"type\":\"panel.models.location.Location\"},{\"attributes\":{\"children\":[{\"id\":\"1005\"}],\"margin\":[0,0,0,0],\"name\":\"Row00106\"},\"id\":\"1004\",\"type\":\"Row\"},{\"attributes\":{\"end\":10,\"margin\":[5,10,5,10],\"start\":0,\"value\":0},\"id\":\"1003\",\"type\":\"Slider\"}],\"root_ids\":[\"1002\",\"1006\",\"1007\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "    var render_items = [{\"docid\":\"ab3f895b-4bf5-40ac-8f18-a23e6c3cb50a\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"48e77d46-2c39-476f-b0a5-8395bb2290c9\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['vega'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['vega'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "Row\n",
       "    [0] IntSlider(end=10)\n",
       "    [1] ParamFunction(function)"
      ]
     },
     "execution_count": null,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slider = pn.widgets.IntSlider(start=0, end=10)\n",
    "\n",
    "@pn.depends(slider.param.value)\n",
    "def callback(value):\n",
    "    return '%d * 5 = %d' % (value, value*5)\n",
    "\n",
    "widget1 = pn.Row(slider, callback)\n",
    "widget1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8f13ed8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='1008'>\n",
       "  <div class=\"bk-root\" id=\"1f9bcd98-7ece-464d-9625-75c5493148c4\" data-root-id=\"1008\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  function embed_document(root) {\n",
       "    var docs_json = {\"40e232c7-7e9c-4c85-9322-1b4b504ab9a2\":{\"defs\":[{\"extends\":null,\"module\":null,\"name\":\"ReactiveHTML1\",\"overrides\":[],\"properties\":[]},{\"extends\":null,\"module\":null,\"name\":\"FlexBox1\",\"overrides\":[],\"properties\":[{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_content\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_items\"},{\"default\":\"row\",\"kind\":null,\"name\":\"flex_direction\"},{\"default\":\"wrap\",\"kind\":null,\"name\":\"flex_wrap\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"justify_content\"}]},{\"extends\":null,\"module\":null,\"name\":\"GridStack1\",\"overrides\":[],\"properties\":[{\"default\":\"warn\",\"kind\":null,\"name\":\"mode\"},{\"default\":null,\"kind\":null,\"name\":\"ncols\"},{\"default\":null,\"kind\":null,\"name\":\"nrows\"},{\"default\":true,\"kind\":null,\"name\":\"allow_resize\"},{\"default\":true,\"kind\":null,\"name\":\"allow_drag\"},{\"default\":[],\"kind\":null,\"name\":\"state\"}]},{\"extends\":null,\"module\":null,\"name\":\"click1\",\"overrides\":[],\"properties\":[{\"default\":\"\",\"kind\":null,\"name\":\"terminal_output\"},{\"default\":\"\",\"kind\":null,\"name\":\"debug_name\"},{\"default\":0,\"kind\":null,\"name\":\"clears\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationAreaBase1\",\"overrides\":[],\"properties\":[{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationArea1\",\"overrides\":[],\"properties\":[{\"default\":[],\"kind\":null,\"name\":\"notifications\"},{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"},{\"default\":[{\"background\":\"#ffc107\",\"icon\":{\"className\":\"fas fa-exclamation-triangle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"warning\"},{\"background\":\"#007bff\",\"icon\":{\"className\":\"fas fa-info-circle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"info\"}],\"kind\":null,\"name\":\"types\"}]},{\"extends\":null,\"module\":null,\"name\":\"Notification\",\"overrides\":[],\"properties\":[{\"default\":null,\"kind\":null,\"name\":\"background\"},{\"default\":3000,\"kind\":null,\"name\":\"duration\"},{\"default\":null,\"kind\":null,\"name\":\"icon\"},{\"default\":\"\",\"kind\":null,\"name\":\"message\"},{\"default\":null,\"kind\":null,\"name\":\"notification_type\"},{\"default\":false,\"kind\":null,\"name\":\"_destroyed\"}]},{\"extends\":null,\"module\":null,\"name\":\"TemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]},{\"extends\":null,\"module\":null,\"name\":\"MaterialTemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]}],\"roots\":{\"references\":[{\"attributes\":{\"state\":{\"0\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>0</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;0 * 5 = 0&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1050\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"1\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>1</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;1 * 5 = 5&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1047\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"10\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>10</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;10 * 5 = 50&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1020\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"2\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>2</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;2 * 5 = 10&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1044\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"3\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>3</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;3 * 5 = 15&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1041\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"4\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>4</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;4 * 5 = 20&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1038\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"5\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>5</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;5 * 5 = 25&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1035\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"6\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>6</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;6 * 5 = 30&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1032\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"7\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>7</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;7 * 5 = 35&lt;/p&gt;\\\"}], \\\"references\\\": []}\",\"header\":\"{\\\"msgid\\\": \\\"1029\\\", \\\"msgtype\\\": \\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"},\"8\":{\"content\":\"{\\\"events\\\": [{\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1014\\\"}, \\\"new\\\": \\\"<b>8</b>\\\"}, {\\\"attr\\\": \\\"text\\\", \\\"hint\\\": null, \\\"kind\\\": \\\"ModelChanged\\\", \\\"model\\\": {\\\"id\\\": \\\"1011\\\"}, \\\"new\\\": \\\"&lt;p&gt;8 * 5 = 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\\\"PATCH-DOC\\\"}\",\"metadata\":\"{}\"}},\"values\":[0],\"widgets\":{\"1015\":0}},\"id\":\"1012\",\"type\":\"panel.models.state.State\"},{\"attributes\":{\"children\":[{\"id\":\"1014\"},{\"id\":\"1015\"}],\"margin\":[0,0,0,0],\"name\":\"Column00119\"},\"id\":\"1013\",\"type\":\"Column\"},{\"attributes\":{\"children\":[{\"id\":\"1013\"},{\"id\":\"1010\"}],\"margin\":[0,0,0,0],\"name\":\"Row00109\",\"tags\":[\"embedded\"]},\"id\":\"1008\",\"type\":\"Row\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"1015\"},\"target\":{\"id\":\"1014\"}},\"code\":\"\\n    var labels = ['<b>0</b>', '<b>1</b>', '<b>2</b>', '<b>3</b>', '<b>4</b>', '<b>5</b>', '<b>6</b>', '<b>7</b>', '<b>8</b>', '<b>9</b>', '<b>10</b>']\\n    target.text = labels[source.value]\\n    \"},\"id\":\"1016\",\"type\":\"CustomJS\"},{\"attributes\":{\"code\":\"\\nvar state = null\\nfor (var root of cb_obj.document.roots()) {\\n  if (root.id == '1012') {\\n    state = root;\\n    break;\\n  }\\n}\\nif (!state) { return; }\\nstate.set_state(cb_obj, cb_obj.value)\\n\"},\"id\":\"1017\",\"type\":\"CustomJS\"},{\"attributes\":{\"children\":[{\"id\":\"1011\"}],\"margin\":[0,0,0,0],\"name\":\"Row00106\"},\"id\":\"1010\",\"type\":\"Row\"},{\"attributes\":{\"margin\":[5,0,0,10],\"name\":\"\",\"style\":{\"white-space\":\"nowrap\"},\"text\":\"<b>0</b>\"},\"id\":\"1014\",\"type\":\"Div\"},{\"attributes\":{\"end\":10,\"js_property_callbacks\":{\"change:value\":[{\"id\":\"1016\"},{\"id\":\"1017\"}]},\"margin\":[0,10,5,10],\"show_value\":false,\"start\":0,\"tooltips\":false,\"value\":0},\"id\":\"1015\",\"type\":\"Slider\"},{\"attributes\":{\"css_classes\":[\"markdown\"],\"margin\":[5,5,5,5],\"name\":\"ParamFunction00102\",\"text\":\"&lt;p&gt;0 * 5 = 0&lt;/p&gt;\"},\"id\":\"1011\",\"type\":\"panel.models.markup.HTML\"}],\"root_ids\":[\"1008\",\"1012\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "    var render_items = [{\"docid\":\"40e232c7-7e9c-4c85-9322-1b4b504ab9a2\",\"root_ids\":[\"1008\"],\"roots\":{\"1008\":\"1f9bcd98-7ece-464d-9625-75c5493148c4\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['vega'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['vega'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
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     "output_type": "display_data"
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   ],
   "source": [
    "widget1.embed(states={slider: [i for i in range(11)]})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55d32d90-48b5-417f-8482-82af7db0ece0",
   "metadata": {},
   "source": [
    "## Panel & Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e46a74fa",
   "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>atomic number</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
       "      <th>atomic mass</th>\n",
       "      <th>CPK</th>\n",
       "      <th>electronic configuration</th>\n",
       "      <th>electronegativity</th>\n",
       "      <th>atomic radius</th>\n",
       "      <th>ion radius</th>\n",
       "      <th>van der Waals radius</th>\n",
       "      <th>...</th>\n",
       "      <th>EA</th>\n",
       "      <th>standard state</th>\n",
       "      <th>bonding type</th>\n",
       "      <th>melting point</th>\n",
       "      <th>boiling point</th>\n",
       "      <th>density</th>\n",
       "      <th>metal</th>\n",
       "      <th>year discovered</th>\n",
       "      <th>group</th>\n",
       "      <th>period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>Hydrogen</td>\n",
       "      <td>1.00794</td>\n",
       "      <td>#FFFFFF</td>\n",
       "      <td>1s1</td>\n",
       "      <td>2.20</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-73.0</td>\n",
       "      <td>gas</td>\n",
       "      <td>diatomic</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.00009</td>\n",
       "      <td>nonmetal</td>\n",
       "      <td>1766</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>He</td>\n",
       "      <td>Helium</td>\n",
       "      <td>4.002602</td>\n",
       "      <td>#D9FFFF</td>\n",
       "      <td>1s2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>gas</td>\n",
       "      <td>atomic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1868</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Li</td>\n",
       "      <td>Lithium</td>\n",
       "      <td>6.941</td>\n",
       "      <td>#CC80FF</td>\n",
       "      <td>[He] 2s1</td>\n",
       "      <td>0.98</td>\n",
       "      <td>134.0</td>\n",
       "      <td>76 (+1)</td>\n",
       "      <td>182.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.0</td>\n",
       "      <td>solid</td>\n",
       "      <td>metallic</td>\n",
       "      <td>454.0</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>0.54000</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1817</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Be</td>\n",
       "      <td>Beryllium</td>\n",
       "      <td>9.012182</td>\n",
       "      <td>#C2FF00</td>\n",
       "      <td>[He] 2s2</td>\n",
       "      <td>1.57</td>\n",
       "      <td>90.0</td>\n",
       "      <td>45 (+2)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>solid</td>\n",
       "      <td>metallic</td>\n",
       "      <td>1560.0</td>\n",
       "      <td>2743.0</td>\n",
       "      <td>1.85000</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1798</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "      <td>10.811</td>\n",
       "      <td>#FFB5B5</td>\n",
       "      <td>[He] 2s2 2p1</td>\n",
       "      <td>2.04</td>\n",
       "      <td>82.0</td>\n",
       "      <td>27 (+3)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-27.0</td>\n",
       "      <td>solid</td>\n",
       "      <td>covalent network</td>\n",
       "      <td>2348.0</td>\n",
       "      <td>4273.0</td>\n",
       "      <td>2.46000</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1807</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   atomic number symbol       name atomic mass      CPK  \\\n",
       "0              1      H   Hydrogen     1.00794  #FFFFFF   \n",
       "1              2     He     Helium    4.002602  #D9FFFF   \n",
       "2              3     Li    Lithium       6.941  #CC80FF   \n",
       "3              4     Be  Beryllium    9.012182  #C2FF00   \n",
       "4              5      B      Boron      10.811  #FFB5B5   \n",
       "\n",
       "  electronic configuration  electronegativity  atomic radius ion radius  \\\n",
       "0                      1s1               2.20           37.0        NaN   \n",
       "1                      1s2                NaN           32.0        NaN   \n",
       "2                 [He] 2s1               0.98          134.0    76 (+1)   \n",
       "3                 [He] 2s2               1.57           90.0    45 (+2)   \n",
       "4             [He] 2s2 2p1               2.04           82.0    27 (+3)   \n",
       "\n",
       "   van der Waals radius  ...    EA  standard state      bonding type  \\\n",
       "0                 120.0  ... -73.0             gas          diatomic   \n",
       "1                 140.0  ...   0.0             gas            atomic   \n",
       "2                 182.0  ... -60.0           solid          metallic   \n",
       "3                   NaN  ...   0.0           solid          metallic   \n",
       "4                   NaN  ... -27.0           solid  covalent network   \n",
       "\n",
       "  melting point  boiling point  density                 metal year discovered  \\\n",
       "0          14.0           20.0  0.00009              nonmetal            1766   \n",
       "1           NaN            4.0  0.00000             noble gas            1868   \n",
       "2         454.0         1615.0  0.54000          alkali metal            1817   \n",
       "3        1560.0         2743.0  1.85000  alkaline earth metal            1798   \n",
       "4        2348.0         4273.0  2.46000             metalloid            1807   \n",
       "\n",
       "  group period  \n",
       "0     1      1  \n",
       "1    18      1  \n",
       "2     1      2  \n",
       "3     2      2  \n",
       "4    13      2  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elements = pd.read_csv('https://raw.githubusercontent.com/bokeh/bokeh/aae3034a9df90119c3c8c71ddf7a15e41821a5d0/src/bokeh/sampledata/_data/elements.csv')\n",
    "elements.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ef476cf-e2b2-4fe2-afef-96946ceb1c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "  <div class=\"bk-root\" id=\"2273f621-8e15-4359-aef6-f038ffa8ad67\" data-root-id=\"1051\"></div>\n",
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      "text/plain": [
       "Column\n",
       "    [0] Column(margin=5, name='Periodic Trends i..., width=300)\n",
       "        [0] StaticText(value='<b>Periodic T...)\n",
       "        [1] IntSlider(end=6, name='Slider', start=1, value=6)\n",
       "    [1] ParamMethod(method)"
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     "execution_count": null,
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     "output_type": "execute_result"
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   "source": [
    "class PeriodSelector(param.Parameterized):\n",
    "    slider = param.Integer(6, bounds=(1, 6), step=1)\n",
    "    \n",
    "    @param.depends('slider', watch=True)\n",
    "    def _update_data(self):\n",
    "        return elements.query(f\"period == {self.slider}\").copy()\n",
    "    \n",
    "    def view(self):\n",
    "        data = self._update_data()\n",
    "        chart = (\n",
    "            alt.Chart(data, title=f\"period {self.slider} elements\")\n",
    "            .mark_point()\n",
    "            .encode(\n",
    "                x=alt.X('symbol:N', sort=data.symbol.to_numpy()),\n",
    "                y='electronegativity',\n",
    "                tooltip=['symbol','atomic mass']\n",
    "            )\n",
    "            .properties(width=400, height=200)\n",
    "        )\n",
    "        return chart\n",
    "\n",
    "period_selector = PeriodSelector(name='Periodic Trends in Electronegativity')\n",
    "widget2 = pn.Column(period_selector.param, period_selector.view)\n",
    "widget2"
   ]
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  {
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   "execution_count": null,
   "id": "65c43d6a",
   "metadata": {},
   "outputs": [
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