00_core.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo of coding with nbdev\n",
    "\n",
    "> Once upon a midnight dreary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| default_exp core"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "from nbdev.showdoc import *\n",
    "from fastcore.test import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Meet The Elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| export\n",
    "from molmass.elements import ELEMENTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| export\n",
    "class HelloElement:\n",
    "    \"Meet the `element`!\"\n",
    "   \n",
    "    def __init__(self, element: str): self.element = ELEMENTS[element]\n",
    "        \n",
    "    def fun_fact(self):\n",
    "        \"Fun fact about me.\"\n",
    "        return self.element.description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "test_eq(HelloElement('Li').fun_fact().split()[-1], 'psychomedicine.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Socket silvery metal. First member of group 1 of the periodic table. Lithium salts are used in psychomedicine.'"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HelloElement('Li').fun_fact()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate Relative Mass Errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| export\n",
    "def mass_error_ppm(theor: float, obsvd: float):\n",
    "    \"\"\"Calculate relative mass error.\"\"\"\n",
    "    return round(1e6*(obsvd/theor - 1), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "test_eq(mass_error_ppm(120.0000, 120.0120), 100.0)\n",
    "test_eq(mass_error_ppm(123.1234, 123.1230), -3.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-3.25"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mass_error_ppm(123.1234, 123.1230)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot some plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.plotting import figure, show, output_notebook\n",
    "from bokeh.sampledata.periodic_table import elements\n",
    "from bokeh.transform import dodge, factor_cmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\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",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const 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",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\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, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\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 == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\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",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.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\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\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",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\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, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\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 == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\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\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.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\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\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    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactive Bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"95199871-9d74-41df-b91e-66b014e27265\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "(function(root) {\n",
       "  function embed_document(root) {\n",
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       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "periods = [\"I\", \"II\", \"III\", \"IV\", \"V\", \"VI\", \"VII\"]\n",
    "groups = [str(x) for x in range(1, 19)]\n",
    "\n",
    "df = elements.copy()\n",
    "df[\"atomic mass\"] = df[\"atomic mass\"].astype(str)\n",
    "df[\"group\"] = df[\"group\"].astype(str)\n",
    "df[\"period\"] = [periods[x-1] for x in df.period]\n",
    "df = df[df.group != \"-\"]\n",
    "df = df[df.symbol != \"Lr\"]\n",
    "df = df[df.symbol != \"Lu\"]\n",
    "\n",
    "cmap = {\n",
    "    \"alkali metal\"         : \"#a6cee3\",\n",
    "    \"alkaline earth metal\" : \"#1f78b4\",\n",
    "    \"metal\"                : \"#d93b43\",\n",
    "    \"halogen\"              : \"#999d9a\",\n",
    "    \"metalloid\"            : \"#e08d49\",\n",
    "    \"noble gas\"            : \"#eaeaea\",\n",
    "    \"nonmetal\"             : \"#f1d4Af\",\n",
    "    \"transition metal\"     : \"#599d7A\",\n",
    "}\n",
    "\n",
    "TOOLTIPS = [\n",
    "    (\"Name\", \"@name\"),\n",
    "    (\"Atomic number\", \"@{atomic number}\"),\n",
    "    (\"Atomic mass\", \"@{atomic mass}\"),\n",
    "    (\"Type\", \"@metal\"),\n",
    "    (\"CPK color\", \"$color[hex, swatch]:CPK\"),\n",
    "    (\"Electronic configuration\", \"@{electronic configuration}\"),\n",
    "]\n",
    "\n",
    "p = figure(title=\"Periodic Table (omitting LA and AC Series)\", width=1000, height=450,\n",
    "           x_range=groups, y_range=list(reversed(periods)),\n",
    "           tools=\"hover\", toolbar_location=None, tooltips=TOOLTIPS)\n",
    "\n",
    "r = p.rect(\"group\", \"period\", 0.95, 0.95, source=df, fill_alpha=0.6, legend_field=\"metal\",\n",
    "           color=factor_cmap('metal', palette=list(cmap.values()), factors=list(cmap.keys())))\n",
    "\n",
    "text_props = dict(source=df, text_align=\"left\", text_baseline=\"middle\")\n",
    "\n",
    "x = dodge(\"group\", -0.4, range=p.x_range)\n",
    "\n",
    "p.text(x=x, y=\"period\", text=\"symbol\", text_font_style=\"bold\", **text_props)\n",
    "\n",
    "p.text(x=x, y=dodge(\"period\", 0.3, range=p.y_range), text=\"atomic number\",\n",
    "       text_font_size=\"11px\", **text_props)\n",
    "\n",
    "p.text(x=x, y=dodge(\"period\", -0.35, range=p.y_range), text=\"name\",\n",
    "       text_font_size=\"7px\", **text_props)\n",
    "\n",
    "p.text(x=x, y=dodge(\"period\", -0.2, range=p.y_range), text=\"atomic mass\",\n",
    "       text_font_size=\"7px\", **text_props)\n",
    "\n",
    "p.text(x=[\"3\", \"3\"], y=[\"VI\", \"VII\"], text=[\"LA\", \"AC\"], text_align=\"center\", text_baseline=\"middle\")\n",
    "\n",
    "p.outline_line_color = None\n",
    "p.grid.grid_line_color = None\n",
    "p.axis.axis_line_color = None\n",
    "p.axis.major_tick_line_color = None\n",
    "p.axis.major_label_standoff = 0\n",
    "p.legend.orientation = \"horizontal\"\n",
    "p.legend.location =\"top_center\"\n",
    "p.hover.renderers = [r] # only hover element boxes\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Static Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-c8059630affd4f2093fe0bf90b0e5cf8\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-c8059630affd4f2093fe0bf90b0e5cf8\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-c8059630affd4f2093fe0bf90b0e5cf8\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-58e7d38e5b1f31ee2b858af188e0b99e\"}, \"mark\": \"point\", \"encoding\": {\"x\": {\"field\": \"symbol\", \"sort\": [\"K\", \"Ca\", \"Sc\", \"Ti\", \"V\", \"Cr\", \"Mn\", \"Fe\", \"Co\", \"Ni\", \"Cu\", \"Zn\", \"Ga\", \"Ge\", \"As\", \"Se\", \"Br\", \"Kr\"], \"type\": \"nominal\"}, \"y\": {\"field\": \"electronegativity\", \"type\": \"quantitative\"}}, \"title\": \"period 4 elements\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-58e7d38e5b1f31ee2b858af188e0b99e\": [{\"atomic number\": 19, \"symbol\": \"K\", \"name\": \"Potassium\", \"atomic mass\": \"39.0983\", \"CPK\": \"#8F40D4\", \"electronic configuration\": \"[Ar] 4s1\", \"electronegativity\": 0.82, \"atomic radius\": 196.0, \"ion radius\": \"138 (+1)\", \"van der Waals radius\": 275.0, \"IE-1\": 419.0, \"EA\": -48.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 337.0, \"boiling point\": 1032.0, \"density\": 0.86, \"metal\": \"alkali metal\", \"year discovered\": \"1807\", \"group\": \"1\", \"period\": 4}, {\"atomic number\": 20, \"symbol\": \"Ca\", \"name\": \"Calcium\", \"atomic mass\": \"40.078\", \"CPK\": \"#3DFF00\", \"electronic configuration\": \"[Ar] 4s2\", \"electronegativity\": 1.0, \"atomic radius\": 174.0, \"ion radius\": \"100 (+2)\", \"van der Waals radius\": null, \"IE-1\": 590.0, \"EA\": -2.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1115.0, \"boiling point\": 1757.0, \"density\": 1.55, \"metal\": \"alkaline earth metal\", \"year discovered\": \"Ancient\", \"group\": \"2\", \"period\": 4}, {\"atomic number\": 21, \"symbol\": \"Sc\", \"name\": \"Scandium\", \"atomic mass\": \"44.955912\", \"CPK\": \"#E6E6E6\", \"electronic configuration\": \"[Ar] 3d1 4s2\", \"electronegativity\": 1.36, \"atomic radius\": 144.0, \"ion radius\": \"74.5 (+3)\", \"van der Waals radius\": null, \"IE-1\": 633.0, \"EA\": -18.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1814.0, \"boiling point\": 3103.0, \"density\": 2.99, \"metal\": \"transition metal\", \"year discovered\": \"1876\", \"group\": \"3\", \"period\": 4}, {\"atomic number\": 22, \"symbol\": \"Ti\", \"name\": \"Titanium\", \"atomic mass\": \"47.867\", \"CPK\": \"#BFC2C7\", \"electronic configuration\": \"[Ar] 3d2 4s2\", \"electronegativity\": 1.54, \"atomic radius\": 136.0, \"ion radius\": \"86 (+2)\", \"van der Waals radius\": null, \"IE-1\": 659.0, \"EA\": -8.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1941.0, \"boiling point\": 3560.0, \"density\": 4.51, \"metal\": \"transition metal\", \"year discovered\": \"1791\", \"group\": \"4\", \"period\": 4}, {\"atomic number\": 23, \"symbol\": \"V\", \"name\": \"Vanadium\", \"atomic mass\": \"50.9415\", \"CPK\": \"#A6A6AB\", \"electronic configuration\": \"[Ar] 3d3 4s2\", \"electronegativity\": 1.63, \"atomic radius\": 125.0, \"ion radius\": \"79 (+2)\", \"van der Waals radius\": null, \"IE-1\": 651.0, \"EA\": -51.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2183.0, \"boiling point\": 3680.0, \"density\": 6.11, \"metal\": \"transition metal\", \"year discovered\": \"1803\", \"group\": \"5\", \"period\": 4}, {\"atomic number\": 24, \"symbol\": \"Cr\", \"name\": \"Chromium\", \"atomic mass\": \"51.9961\", \"CPK\": \"#8A99C7\", \"electronic configuration\": \"[Ar] 3d5 4s1\", \"electronegativity\": 1.66, \"atomic radius\": 127.0, \"ion radius\": \"80 (+2*)\", \"van der Waals radius\": null, \"IE-1\": 653.0, \"EA\": -64.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2180.0, \"boiling point\": 2944.0, \"density\": 7.14, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"6\", \"period\": 4}, {\"atomic number\": 25, \"symbol\": \"Mn\", \"name\": \"Manganese\", \"atomic mass\": \"54.938045\", \"CPK\": \"#9C7AC7\", \"electronic configuration\": \"[Ar] 3d5 4s2\", \"electronegativity\": 1.55, \"atomic radius\": 139.0, \"ion radius\": \"67 (+2)\", \"van der Waals radius\": null, \"IE-1\": 717.0, \"EA\": 0.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1519.0, \"boiling point\": 2334.0, \"density\": 7.47, \"metal\": \"transition metal\", \"year discovered\": \"1774\", \"group\": \"7\", \"period\": 4}, {\"atomic number\": 26, \"symbol\": \"Fe\", \"name\": \"Iron\", \"atomic mass\": \"55.845\", \"CPK\": \"#E06633\", \"electronic configuration\": \"[Ar] 3d6 4s2\", \"electronegativity\": 1.83, \"atomic radius\": 125.0, \"ion radius\": \"78 (+2*)\", \"van der Waals radius\": null, \"IE-1\": 763.0, \"EA\": -16.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1811.0, \"boiling point\": 3134.0, \"density\": 7.87, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"8\", \"period\": 4}, {\"atomic number\": 27, \"symbol\": \"Co\", \"name\": \"Cobalt\", \"atomic mass\": \"58.933195\", \"CPK\": \"#F090A0\", \"electronic configuration\": \"[Ar] 3d7 4s2\", \"electronegativity\": 1.88, \"atomic radius\": 126.0, \"ion radius\": \"74.5 (+2*)\", \"van der Waals radius\": null, \"IE-1\": 760.0, \"EA\": -64.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1768.0, \"boiling point\": 3200.0, \"density\": 8.9, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"9\", \"period\": 4}, {\"atomic number\": 28, \"symbol\": \"Ni\", \"name\": \"Nickel\", \"atomic mass\": \"58.6934\", \"CPK\": \"#50D050\", \"electronic configuration\": \"[Ar] 3d8 4s2\", \"electronegativity\": 1.91, \"atomic radius\": 121.0, \"ion radius\": \"69 (+2)\", \"van der Waals radius\": 163.0, \"IE-1\": 737.0, \"EA\": -112.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1728.0, \"boiling point\": 3186.0, \"density\": 8.91, \"metal\": \"transition metal\", \"year discovered\": \"1751\", \"group\": \"10\", \"period\": 4}, {\"atomic number\": 29, \"symbol\": \"Cu\", \"name\": \"Copper\", \"atomic mass\": \"63.546\", \"CPK\": \"#C88033\", \"electronic configuration\": \"[Ar] 3d10 4s1\", \"electronegativity\": 1.9, \"atomic radius\": 138.0, \"ion radius\": \"77 (+1)\", \"van der Waals radius\": 140.0, \"IE-1\": 746.0, \"EA\": -118.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1358.0, \"boiling point\": 3200.0, \"density\": 8.92, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"11\", \"period\": 4}, {\"atomic number\": 30, \"symbol\": \"Zn\", \"name\": \"Zinc\", \"atomic mass\": \"65.38\", \"CPK\": \"#7D80B0\", \"electronic configuration\": \"[Ar] 3d10 4s2\", \"electronegativity\": 1.65, \"atomic radius\": 131.0, \"ion radius\": \"74 (+2)\", \"van der Waals radius\": 139.0, \"IE-1\": 906.0, \"EA\": 0.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 693.0, \"boiling point\": 1180.0, \"density\": 7.14, \"metal\": \"transition metal\", \"year discovered\": \"1746\", \"group\": \"12\", \"period\": 4}, {\"atomic number\": 31, \"symbol\": \"Ga\", \"name\": \"Gallium\", \"atomic mass\": \"69.723\", \"CPK\": \"#C28F8F\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p1\", \"electronegativity\": 1.81, \"atomic radius\": 126.0, \"ion radius\": \"62 (+3)\", \"van der Waals radius\": 187.0, \"IE-1\": 579.0, \"EA\": -29.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 303.0, \"boiling point\": 2477.0, \"density\": 5.9, \"metal\": \"metal\", \"year discovered\": \"1875\", \"group\": \"13\", \"period\": 4}, {\"atomic number\": 32, \"symbol\": \"Ge\", \"name\": \"Germanium\", \"atomic mass\": \"72.64\", \"CPK\": \"#668F8F\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p2\", \"electronegativity\": 2.01, \"atomic radius\": 122.0, \"ion radius\": \"73 (+2)\", \"van der Waals radius\": null, \"IE-1\": 762.0, \"EA\": -119.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1211.0, \"boiling point\": 3093.0, \"density\": 5.32, \"metal\": \"metalloid\", \"year discovered\": \"1886\", \"group\": \"14\", \"period\": 4}, {\"atomic number\": 33, \"symbol\": \"As\", \"name\": \"Arsenic\", \"atomic mass\": \"74.92160\", \"CPK\": \"#BD80E3\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p3\", \"electronegativity\": 2.18, \"atomic radius\": 119.0, \"ion radius\": \"58 (+3)\", \"van der Waals radius\": 185.0, \"IE-1\": 947.0, \"EA\": -78.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1090.0, \"boiling point\": 887.0, \"density\": 5.73, \"metal\": \"metalloid\", \"year discovered\": \"Ancient\", \"group\": \"15\", \"period\": 4}, {\"atomic number\": 34, \"symbol\": \"Se\", \"name\": \"Selenium\", \"atomic mass\": \"78.96\", \"CPK\": \"#FFA100\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p4\", \"electronegativity\": 2.55, \"atomic radius\": 116.0, \"ion radius\": \"198 (-2)\", \"van der Waals radius\": 190.0, \"IE-1\": 941.0, \"EA\": -195.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 494.0, \"boiling point\": 958.0, \"density\": 4.82, \"metal\": \"nonmetal\", \"year discovered\": \"1817\", \"group\": \"16\", \"period\": 4}, {\"atomic number\": 35, \"symbol\": \"Br\", \"name\": \"Bromine\", \"atomic mass\": \"79.904\", \"CPK\": \"#A62929\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p5\", \"electronegativity\": 2.96, \"atomic radius\": 114.0, \"ion radius\": \"196 (-1)\", \"van der Waals radius\": 185.0, \"IE-1\": 1140.0, \"EA\": -325.0, \"standard state\": \"liquid\", \"bonding type\": \"covalent network\", \"melting point\": 266.0, \"boiling point\": 332.0, \"density\": 3.12, \"metal\": \"halogen\", \"year discovered\": \"1826\", \"group\": \"17\", \"period\": 4}, {\"atomic number\": 36, \"symbol\": \"Kr\", \"name\": \"Krypton\", \"atomic mass\": \"83.798\", \"CPK\": \"#5CB8D1\", \"electronic configuration\": \"[Ar] 3d10 4s2 4p6\", \"electronegativity\": null, \"atomic radius\": 110.0, \"ion radius\": null, \"van der Waals radius\": 202.0, \"IE-1\": 1351.0, \"EA\": 0.0, \"standard state\": \"gas\", \"bonding type\": \"atomic\", \"melting point\": 116.0, \"boiling point\": 120.0, \"density\": 0.0, \"metal\": \"noble gas\", \"year discovered\": \"1898\", \"group\": \"18\", \"period\": 4}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "period = 4\n",
    "certain_elements = elements.query(f\"period == {period}\")\n",
    "alt.Chart(certain_elements, title=f\"period {period} elements\").mark_point().encode(\n",
    "    x=alt.X('symbol:N', sort=certain_elements.symbol.to_numpy()),\n",
    "    y='electronegativity',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactive Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-5186475d89a54f7e9b6b6021a3616ab3\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-5186475d89a54f7e9b6b6021a3616ab3\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-5186475d89a54f7e9b6b6021a3616ab3\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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\"CPK\": \"#73C2C9\", \"electronic configuration\": \"[Kr] 4d4 5s1\", \"electronegativity\": 1.6, \"atomic radius\": 137.0, \"ion radius\": \"72 (+3)\", \"van der Waals radius\": null, \"IE-1\": 652.0, \"EA\": -86.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2750.0, \"boiling point\": 5017.0, \"density\": 8.57, \"metal\": \"transition metal\", \"year discovered\": \"1801\", \"group\": \"5\", \"period\": 5}, {\"atomic number\": 42, \"symbol\": \"Mo\", \"name\": \"Molybdenum\", \"atomic mass\": \"95.96\", \"CPK\": \"#54B5B5\", \"electronic configuration\": \"[Kr] 4d5 5s1\", \"electronegativity\": 2.16, \"atomic radius\": 145.0, \"ion radius\": \"69 (+3)\", \"van der Waals radius\": null, \"IE-1\": 684.0, \"EA\": -72.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2896.0, \"boiling point\": 4912.0, \"density\": 10.28, \"metal\": \"transition metal\", \"year discovered\": \"1778\", \"group\": \"6\", \"period\": 5}, {\"atomic number\": 43, \"symbol\": \"Tc\", \"name\": \"Technetium\", \"atomic mass\": \"[98]\", \"CPK\": \"#3B9E9E\", \"electronic configuration\": \"[Kr] 4d5 5s2\", \"electronegativity\": 1.9, \"atomic radius\": 156.0, \"ion radius\": \"64.5 (+4)\", \"van der Waals radius\": null, \"IE-1\": 702.0, \"EA\": -53.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2430.0, \"boiling point\": 4538.0, \"density\": 11.5, \"metal\": \"transition metal\", \"year discovered\": \"1937\", \"group\": \"7\", \"period\": 5}, {\"atomic number\": 44, \"symbol\": \"Ru\", \"name\": \"Ruthenium\", \"atomic mass\": \"101.07\", \"CPK\": \"#248F8F\", \"electronic configuration\": \"[Kr] 4d7 5s1\", \"electronegativity\": 2.2, \"atomic radius\": 126.0, \"ion radius\": \"68 (+3)\", \"van der Waals radius\": null, \"IE-1\": 710.0, \"EA\": -101.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2607.0, \"boiling point\": 4423.0, \"density\": 12.37, \"metal\": \"transition metal\", \"year discovered\": \"1827\", \"group\": \"8\", \"period\": 5}, {\"atomic number\": 45, \"symbol\": \"Rh\", \"name\": \"Rhodium\", \"atomic mass\": \"102.90550\", \"CPK\": \"#0A7D8C\", \"electronic configuration\": \"[Kr] 4d8 5s1\", \"electronegativity\": 2.28, \"atomic radius\": 135.0, \"ion radius\": \"66.5 (+3)\", \"van der Waals radius\": null, \"IE-1\": 720.0, \"EA\": -110.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2237.0, \"boiling point\": 3968.0, \"density\": 12.45, \"metal\": \"transition metal\", \"year discovered\": \"1803\", \"group\": \"9\", \"period\": 5}, {\"atomic number\": 46, \"symbol\": \"Pd\", \"name\": \"Palladium\", \"atomic mass\": \"106.42\", \"CPK\": \"#006985\", \"electronic configuration\": \"[Kr] 4d10\", \"electronegativity\": 2.2, \"atomic radius\": 131.0, \"ion radius\": \"59 (+1)\", \"van der Waals radius\": 163.0, \"IE-1\": 804.0, \"EA\": -54.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1828.0, \"boiling point\": 3236.0, \"density\": 12.02, \"metal\": \"transition metal\", \"year discovered\": \"1803\", \"group\": \"10\", \"period\": 5}, {\"atomic number\": 47, \"symbol\": \"Ag\", \"name\": \"Silver\", \"atomic mass\": \"107.8682\", \"CPK\": \"#C0C0C0\", \"electronic configuration\": \"[Kr] 4d10 5s1\", \"electronegativity\": 1.93, \"atomic radius\": 153.0, \"ion radius\": \"115 (+1)\", \"van der Waals radius\": 172.0, \"IE-1\": 731.0, \"EA\": -126.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1235.0, \"boiling point\": 2435.0, \"density\": 10.49, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"11\", \"period\": 5}, {\"atomic number\": 48, \"symbol\": \"Cd\", \"name\": \"Cadmium\", \"atomic mass\": \"112.411\", \"CPK\": \"#FFD98F\", \"electronic configuration\": \"[Kr] 4d10 5s2\", \"electronegativity\": 1.69, \"atomic radius\": 148.0, \"ion radius\": \"95 (+2)\", \"van der Waals radius\": 158.0, \"IE-1\": 868.0, \"EA\": 0.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 594.0, \"boiling point\": 1040.0, \"density\": 8.65, \"metal\": \"transition metal\", \"year discovered\": \"1817\", \"group\": \"12\", \"period\": 5}, {\"atomic number\": 49, \"symbol\": \"In\", \"name\": \"Indium\", \"atomic mass\": \"114.818\", \"CPK\": \"#A67573\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p1\", \"electronegativity\": 1.78, \"atomic radius\": 144.0, \"ion radius\": \"80 (+3)\", \"van der Waals radius\": 193.0, \"IE-1\": 558.0, \"EA\": -29.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 430.0, \"boiling point\": 2345.0, \"density\": 7.31, \"metal\": \"metal\", \"year discovered\": \"1863\", \"group\": \"13\", \"period\": 5}, {\"atomic number\": 50, \"symbol\": \"Sn\", \"name\": \"Tin\", \"atomic mass\": \"118.710\", \"CPK\": \"#668080\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p2\", \"electronegativity\": 1.96, \"atomic radius\": 141.0, \"ion radius\": \"112 (+2)\", \"van der Waals radius\": 217.0, \"IE-1\": 709.0, \"EA\": -107.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 505.0, \"boiling point\": 2875.0, \"density\": 7.31, \"metal\": \"metal\", \"year discovered\": \"Ancient\", \"group\": \"14\", \"period\": 5}, {\"atomic number\": 51, \"symbol\": \"Sb\", \"name\": \"Antimony\", \"atomic mass\": \"121.760\", \"CPK\": \"#9E63B5\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p3\", \"electronegativity\": 2.05, \"atomic radius\": 138.0, \"ion radius\": \"76 (+3)\", \"van der Waals radius\": null, \"IE-1\": 834.0, \"EA\": -103.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 904.0, \"boiling point\": 1860.0, \"density\": 6.7, \"metal\": \"metalloid\", \"year discovered\": \"Ancient\", \"group\": \"15\", \"period\": 5}, {\"atomic number\": 52, \"symbol\": \"Te\", \"name\": \"Tellurium\", \"atomic mass\": \"127.60\", \"CPK\": \"#D47A00\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p4\", \"electronegativity\": 2.1, \"atomic radius\": 135.0, \"ion radius\": \"221 (-2)\", \"van der Waals radius\": 206.0, \"IE-1\": 869.0, \"EA\": -190.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 723.0, \"boiling point\": 1261.0, \"density\": 6.24, \"metal\": \"metalloid\", \"year discovered\": \"1782\", \"group\": \"16\", \"period\": 5}, {\"atomic number\": 53, \"symbol\": \"I\", \"name\": \"Iodine\", \"atomic mass\": \"126.90447\", \"CPK\": \"#940094\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p5\", \"electronegativity\": 2.66, \"atomic radius\": 133.0, \"ion radius\": \"220 (-1)\", \"van der Waals radius\": 198.0, \"IE-1\": 1008.0, \"EA\": -295.0, \"standard state\": \"solid\", \"bonding type\": \"covalent network\", \"melting point\": 387.0, \"boiling point\": 457.0, \"density\": 4.94, \"metal\": \"halogen\", \"year discovered\": \"1811\", \"group\": \"17\", \"period\": 5}, {\"atomic number\": 54, \"symbol\": \"Xe\", \"name\": \"Xenon\", \"atomic mass\": \"131.293\", \"CPK\": \"#429EB0\", \"electronic configuration\": \"[Kr] 4d10 5s2 5p6\", \"electronegativity\": null, \"atomic radius\": 130.0, \"ion radius\": \"48 (+8)\", \"van der Waals radius\": 216.0, \"IE-1\": 1170.0, \"EA\": 0.0, \"standard state\": \"gas\", \"bonding type\": \"atomic\", \"melting point\": 161.0, \"boiling point\": 165.0, \"density\": 0.01, \"metal\": \"noble gas\", \"year discovered\": \"1898\", \"group\": \"18\", \"period\": 5}, {\"atomic number\": 55, \"symbol\": \"Cs\", \"name\": \"Cesium\", \"atomic mass\": \"132.9054519\", \"CPK\": \"#57178F\", \"electronic configuration\": \"[Xe] 6s1\", \"electronegativity\": 0.79, \"atomic radius\": 225.0, \"ion radius\": \"167 (+1)\", \"van der Waals radius\": null, \"IE-1\": 376.0, \"EA\": -46.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 302.0, \"boiling point\": 944.0, \"density\": 1.88, \"metal\": \"alkali metal\", \"year discovered\": \"1860\", \"group\": \"1\", \"period\": 6}, {\"atomic number\": 56, \"symbol\": \"Ba\", \"name\": \"Barium\", \"atomic mass\": \"137.327\", \"CPK\": \"#00C900\", \"electronic configuration\": \"[Xe] 6s2\", \"electronegativity\": 0.89, \"atomic radius\": 198.0, \"ion radius\": \"135 (+2)\", \"van der Waals radius\": null, \"IE-1\": 503.0, \"EA\": -14.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1000.0, \"boiling point\": 2143.0, \"density\": 3.51, \"metal\": \"alkaline earth metal\", \"year discovered\": \"1808\", \"group\": \"2\", \"period\": 6}, {\"atomic number\": 57, \"symbol\": \"La\", \"name\": \"Lanthanum\", \"atomic mass\": \"138.90547\", \"CPK\": \"#70D4FF\", \"electronic configuration\": \"[Xe] 5d1 6s2\", \"electronegativity\": 1.1, \"atomic radius\": 169.0, \"ion radius\": \"103.2 (+3)\", \"van der Waals radius\": null, \"IE-1\": 538.0, \"EA\": -48.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1193.0, \"boiling point\": 3737.0, \"density\": 6.15, \"metal\": \"lanthanoid\", \"year discovered\": \"1839\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 58, \"symbol\": \"Ce\", \"name\": \"Cerium\", \"atomic mass\": \"140.116\", \"CPK\": \"#FFFFC7\", \"electronic configuration\": \"[Xe] 4f1 5d1 6s2\", \"electronegativity\": 1.12, \"atomic radius\": null, \"ion radius\": \"102 (+3)\", \"van der Waals radius\": null, \"IE-1\": 534.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1071.0, \"boiling point\": 3633.0, \"density\": 6.69, \"metal\": \"lanthanoid\", \"year discovered\": \"1803\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 59, \"symbol\": \"Pr\", \"name\": \"Praseodymium\", \"atomic mass\": \"140.90765\", \"CPK\": \"#D9FFC7\", \"electronic configuration\": \"[Xe] 4f3 6s2\", \"electronegativity\": 1.13, \"atomic radius\": null, \"ion radius\": \"99 (+3)\", \"van der Waals radius\": null, \"IE-1\": 527.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1204.0, \"boiling point\": 3563.0, \"density\": 6.64, \"metal\": \"lanthanoid\", \"year discovered\": \"1885\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 60, \"symbol\": \"Nd\", \"name\": \"Neodymium\", \"atomic mass\": \"144.242\", \"CPK\": \"#C7FFC7\", \"electronic configuration\": \"[Xe] 4f4 6s2\", \"electronegativity\": 1.14, \"atomic radius\": null, \"ion radius\": \"129 (+2)\", \"van der Waals radius\": null, \"IE-1\": 533.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1294.0, \"boiling point\": 3373.0, \"density\": 7.01, \"metal\": \"lanthanoid\", \"year discovered\": \"1885\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 61, \"symbol\": \"Pm\", \"name\": \"Promethium\", \"atomic mass\": \"[145]\", \"CPK\": \"#A3FFC7\", \"electronic configuration\": \"[Xe] 4f5 6s2\", \"electronegativity\": 1.13, \"atomic radius\": null, \"ion radius\": \"97 (+3)\", \"van der Waals radius\": null, \"IE-1\": 540.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1373.0, \"boiling point\": 3273.0, \"density\": 7.26, \"metal\": \"lanthanoid\", \"year discovered\": \"1947\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 62, \"symbol\": \"Sm\", \"name\": \"Samarium\", \"atomic mass\": \"150.36\", \"CPK\": \"#8FFFC7\", \"electronic configuration\": \"[Xe] 4f6 6s2\", \"electronegativity\": 1.17, \"atomic radius\": null, \"ion radius\": \"122 (+2)\", \"van der Waals radius\": null, \"IE-1\": 545.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1345.0, \"boiling point\": 2076.0, \"density\": 7.35, \"metal\": \"lanthanoid\", \"year discovered\": \"1853\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 63, \"symbol\": \"Eu\", \"name\": \"Europium\", \"atomic mass\": \"151.964\", \"CPK\": \"#61FFC7\", \"electronic configuration\": \"[Xe] 4f7 6s2\", \"electronegativity\": 1.2, \"atomic radius\": null, \"ion radius\": \"117 (+2)\", \"van der Waals radius\": null, \"IE-1\": 547.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1095.0, \"boiling point\": 1800.0, \"density\": 5.24, \"metal\": \"lanthanoid\", \"year discovered\": \"1901\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 64, \"symbol\": \"Gd\", \"name\": \"Gadolinium\", \"atomic mass\": \"157.25\", \"CPK\": \"#45FFC7\", \"electronic configuration\": \"[Xe] 4f7 5d1 6s2\", \"electronegativity\": 1.2, \"atomic radius\": null, \"ion radius\": \"93.8 (+3)\", \"van der Waals radius\": null, \"IE-1\": 593.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1586.0, \"boiling point\": 3523.0, \"density\": 7.9, \"metal\": \"lanthanoid\", \"year discovered\": \"1880\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 65, \"symbol\": \"Tb\", \"name\": \"Terbium\", \"atomic mass\": \"158.92535\", \"CPK\": \"#30FFC7\", \"electronic configuration\": \"[Xe] 4f9 6s2\", \"electronegativity\": 1.2, \"atomic radius\": null, \"ion radius\": \"92.3 (+3)\", \"van der Waals radius\": null, \"IE-1\": 566.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1629.0, \"boiling point\": 3503.0, \"density\": 8.22, \"metal\": \"lanthanoid\", \"year discovered\": \"1843\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 66, \"symbol\": \"Dy\", \"name\": \"Dysprosium\", \"atomic mass\": \"162.500\", \"CPK\": \"#1FFFC7\", \"electronic configuration\": \"[Xe] 4f10 6s2\", \"electronegativity\": 1.22, \"atomic radius\": null, \"ion radius\": \"107 (+2)\", \"van der Waals radius\": null, \"IE-1\": 573.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1685.0, \"boiling point\": 2840.0, \"density\": 8.55, \"metal\": \"lanthanoid\", \"year discovered\": \"1886\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 67, \"symbol\": \"Ho\", \"name\": \"Holmium\", \"atomic mass\": \"164.93032\", \"CPK\": \"#00FF9C\", \"electronic configuration\": \"[Xe] 4f11 6s2\", \"electronegativity\": 1.23, \"atomic radius\": null, \"ion radius\": \"90.1 (+3)\", \"van der Waals radius\": null, \"IE-1\": 581.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1747.0, \"boiling point\": 2973.0, \"density\": 8.8, \"metal\": \"lanthanoid\", \"year discovered\": \"1878\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 68, \"symbol\": \"Er\", \"name\": \"Erbium\", \"atomic mass\": \"167.259\", \"CPK\": \"#00E675\", \"electronic configuration\": \"[Xe] 4f12 6s2\", \"electronegativity\": 1.24, \"atomic radius\": null, \"ion radius\": \"89 (+3)\", \"van der Waals radius\": null, \"IE-1\": 589.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1770.0, \"boiling point\": 3141.0, \"density\": 9.07, \"metal\": \"lanthanoid\", \"year discovered\": \"1842\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 69, \"symbol\": \"Tm\", \"name\": \"Thulium\", \"atomic mass\": \"168.93421\", \"CPK\": \"#00D452\", \"electronic configuration\": \"[Xe] 4f13 6s2\", \"electronegativity\": 1.25, \"atomic radius\": null, \"ion radius\": \"103 (+2)\", \"van der Waals radius\": null, \"IE-1\": 597.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1818.0, \"boiling point\": 2223.0, \"density\": 9.32, \"metal\": \"lanthanoid\", \"year discovered\": \"1879\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 70, \"symbol\": \"Yb\", \"name\": \"Ytterbium\", \"atomic mass\": \"173.054\", \"CPK\": \"#00BF38\", \"electronic configuration\": \"[Xe] 4f14 6s2\", \"electronegativity\": 1.1, \"atomic radius\": null, \"ion radius\": \"102 (+2)\", \"van der Waals radius\": null, \"IE-1\": 603.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1092.0, \"boiling point\": 1469.0, \"density\": 6.57, \"metal\": \"lanthanoid\", \"year discovered\": \"1878\", \"group\": \"-\", \"period\": 6}, {\"atomic number\": 71, \"symbol\": \"Lu\", \"name\": \"Lutetium\", \"atomic mass\": \"174.9668\", \"CPK\": \"#00AB24\", \"electronic configuration\": \"[Xe] 4f14 5d1 6s2\", \"electronegativity\": 1.27, \"atomic radius\": 160.0, \"ion radius\": \"86.1 (+3)\", \"van der Waals radius\": null, \"IE-1\": 524.0, \"EA\": -50.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1936.0, \"boiling point\": 3675.0, \"density\": 9.84, \"metal\": \"transition metal\", \"year discovered\": \"1907\", \"group\": \"3\", \"period\": 6}, {\"atomic number\": 72, \"symbol\": \"Hf\", \"name\": \"Hafnium\", \"atomic mass\": \"178.49\", \"CPK\": \"#4DC2FF\", \"electronic configuration\": \"[Xe] 4f14 5d2 6s2\", \"electronegativity\": 1.3, \"atomic radius\": 150.0, \"ion radius\": \"71 (+4)\", \"van der Waals radius\": null, \"IE-1\": 659.0, \"EA\": 0.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2506.0, \"boiling point\": 4876.0, \"density\": 13.31, \"metal\": \"transition metal\", \"year discovered\": \"1923\", \"group\": \"4\", \"period\": 6}, {\"atomic number\": 73, \"symbol\": \"Ta\", \"name\": \"Tantalum\", \"atomic mass\": \"180.94788\", \"CPK\": \"#4DA6FF\", \"electronic configuration\": \"[Xe] 4f14 5d3 6s2\", \"electronegativity\": 1.5, \"atomic radius\": 138.0, \"ion radius\": \"72 (+3)\", \"van der Waals radius\": null, \"IE-1\": 761.0, \"EA\": -31.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 3290.0, \"boiling point\": 5731.0, \"density\": 16.65, \"metal\": \"transition metal\", \"year discovered\": \"1802\", \"group\": \"5\", \"period\": 6}, {\"atomic number\": 74, \"symbol\": \"W\", \"name\": \"Tungsten\", \"atomic mass\": \"183.84\", \"CPK\": \"#2194D6\", \"electronic configuration\": \"[Xe] 4f14 5d4 6s2\", \"electronegativity\": 2.36, \"atomic radius\": 146.0, \"ion radius\": \"66 (+4)\", \"van der Waals radius\": null, \"IE-1\": 770.0, \"EA\": -79.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 3695.0, \"boiling point\": 5828.0, \"density\": 19.25, \"metal\": \"transition metal\", \"year discovered\": \"1783\", \"group\": \"6\", \"period\": 6}, {\"atomic number\": 75, \"symbol\": \"Re\", \"name\": \"Rhenium\", \"atomic mass\": \"186.207\", \"CPK\": \"#267DAB\", \"electronic configuration\": \"[Xe] 4f14 5d5 6s2\", \"electronegativity\": 1.9, \"atomic radius\": 159.0, \"ion radius\": \"63 (+4)\", \"van der Waals radius\": null, \"IE-1\": 760.0, \"EA\": -15.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 3459.0, \"boiling point\": 5869.0, \"density\": 21.02, \"metal\": \"transition metal\", \"year discovered\": \"1925\", \"group\": \"7\", \"period\": 6}, {\"atomic number\": 76, \"symbol\": \"Os\", \"name\": \"Osmium\", \"atomic mass\": \"190.23\", \"CPK\": \"#266696\", \"electronic configuration\": \"[Xe] 4f14 5d6 6s2\", \"electronegativity\": 2.2, \"atomic radius\": 128.0, \"ion radius\": \"63 (+4)\", \"van der Waals radius\": null, \"IE-1\": 840.0, \"EA\": -106.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 3306.0, \"boiling point\": 5285.0, \"density\": 22.59, \"metal\": \"transition metal\", \"year discovered\": \"1803\", \"group\": \"8\", \"period\": 6}, {\"atomic number\": 77, \"symbol\": \"Ir\", \"name\": \"Iridium\", \"atomic mass\": \"192.217\", \"CPK\": \"#175487\", \"electronic configuration\": \"[Xe] 4f14 5d7 6s2\", \"electronegativity\": 2.2, \"atomic radius\": 137.0, \"ion radius\": \"68 (+3)\", \"van der Waals radius\": null, \"IE-1\": 880.0, \"EA\": -151.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2739.0, \"boiling point\": 4701.0, \"density\": 22.56, \"metal\": \"transition metal\", \"year discovered\": \"1803\", \"group\": \"9\", \"period\": 6}, {\"atomic number\": 78, \"symbol\": \"Pt\", \"name\": \"Platinum\", \"atomic mass\": \"195.084\", \"CPK\": \"#D0D0E0\", \"electronic configuration\": \"[Xe] 4f14 5d9 6s1\", \"electronegativity\": 2.28, \"atomic radius\": 128.0, \"ion radius\": \"86 (+2)\", \"van der Waals radius\": 175.0, \"IE-1\": 870.0, \"EA\": -205.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2041.0, \"boiling point\": 4098.0, \"density\": 21.09, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"10\", \"period\": 6}, {\"atomic number\": 79, \"symbol\": \"Au\", \"name\": \"Gold\", \"atomic mass\": \"196.966569\", \"CPK\": \"#FFD123\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s1\", \"electronegativity\": 2.54, \"atomic radius\": 144.0, \"ion radius\": \"137 (+1)\", \"van der Waals radius\": 166.0, \"IE-1\": 890.0, \"EA\": -223.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1337.0, \"boiling point\": 3129.0, \"density\": 19.3, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"11\", \"period\": 6}, {\"atomic number\": 80, \"symbol\": \"Hg\", \"name\": \"Mercury\", \"atomic mass\": \"200.59\", \"CPK\": \"#B8B8D0\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2\", \"electronegativity\": 2.0, \"atomic radius\": 149.0, \"ion radius\": \"119 (+1)\", \"van der Waals radius\": 155.0, \"IE-1\": 1007.0, \"EA\": 0.0, \"standard state\": \"liquid\", \"bonding type\": \"metallic\", \"melting point\": 234.0, \"boiling point\": 630.0, \"density\": 13.53, \"metal\": \"transition metal\", \"year discovered\": \"Ancient\", \"group\": \"12\", \"period\": 6}, {\"atomic number\": 81, \"symbol\": \"Tl\", \"name\": \"Thallium\", \"atomic mass\": \"204.3833\", \"CPK\": \"#A6544D\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p1\", \"electronegativity\": 2.04, \"atomic radius\": 148.0, \"ion radius\": \"150 (+1)\", \"van der Waals radius\": 196.0, \"IE-1\": 589.0, \"EA\": -19.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 577.0, \"boiling point\": 1746.0, \"density\": 11.85, \"metal\": \"metal\", \"year discovered\": \"1861\", \"group\": \"13\", \"period\": 6}, {\"atomic number\": 82, \"symbol\": \"Pb\", \"name\": \"Lead\", \"atomic mass\": \"207.2\", \"CPK\": \"#575961\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p2\", \"electronegativity\": 2.33, \"atomic radius\": 147.0, \"ion radius\": \"119 (+2)\", \"van der Waals radius\": 202.0, \"IE-1\": 716.0, \"EA\": -35.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 601.0, \"boiling point\": 2022.0, \"density\": 11.34, \"metal\": \"metal\", \"year discovered\": \"Ancient\", \"group\": \"14\", \"period\": 6}, {\"atomic number\": 83, \"symbol\": \"Bi\", \"name\": \"Bismuth\", \"atomic mass\": \"208.98040\", \"CPK\": \"#9E4FB5\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p3\", \"electronegativity\": 2.02, \"atomic radius\": 146.0, \"ion radius\": \"103 (+3)\", \"van der Waals radius\": null, \"IE-1\": 703.0, \"EA\": -91.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 544.0, \"boiling point\": 1837.0, \"density\": 9.78, \"metal\": \"metal\", \"year discovered\": \"Ancient\", \"group\": \"15\", \"period\": 6}, {\"atomic number\": 84, \"symbol\": \"Po\", \"name\": \"Polonium\", \"atomic mass\": \"[209]\", \"CPK\": \"#AB5C00\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p4\", \"electronegativity\": 2.0, \"atomic radius\": null, \"ion radius\": \"94 (+4)\", \"van der Waals radius\": null, \"IE-1\": 812.0, \"EA\": -183.0, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 527.0, \"boiling point\": 1235.0, \"density\": 9.2, \"metal\": \"metalloid\", \"year discovered\": \"1898\", \"group\": \"16\", \"period\": 6}, {\"atomic number\": 85, \"symbol\": \"At\", \"name\": \"Astatine\", \"atomic mass\": \"[210]\", \"CPK\": \"#754F45\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p5\", \"electronegativity\": 2.2, \"atomic radius\": null, \"ion radius\": \"62 (+7)\", \"van der Waals radius\": null, \"IE-1\": 920.0, \"EA\": -270.0, \"standard state\": \"solid\", \"bonding type\": \"covalent network\", \"melting point\": 575.0, \"boiling point\": null, \"density\": null, \"metal\": \"halogen\", \"year discovered\": \"1940\", \"group\": \"17\", \"period\": 6}, {\"atomic number\": 86, \"symbol\": \"Rn\", \"name\": \"Radon\", \"atomic mass\": \"[222]\", \"CPK\": \"#428296\", \"electronic configuration\": \"[Xe] 4f14 5d10 6s2 6p6\", \"electronegativity\": null, \"atomic radius\": 145.0, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": 1037.0, \"EA\": null, \"standard state\": \"gas\", \"bonding type\": \"atomic\", \"melting point\": 202.0, \"boiling point\": 211.0, \"density\": 0.01, \"metal\": \"noble gas\", \"year discovered\": \"1900\", \"group\": \"18\", \"period\": 6}, {\"atomic number\": 87, \"symbol\": \"Fr\", \"name\": \"Francium\", \"atomic mass\": \"[223]\", \"CPK\": \"#420066\", \"electronic configuration\": \"[Rn] 7s1\", \"electronegativity\": 0.7, \"atomic radius\": null, \"ion radius\": \"180 (+1)\", \"van der Waals radius\": null, \"IE-1\": 380.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"alkali metal\", \"year discovered\": \"1939\", \"group\": \"1\", \"period\": 7}, {\"atomic number\": 88, \"symbol\": \"Ra\", \"name\": \"Radium\", \"atomic mass\": \"[226]\", \"CPK\": \"#007D00\", \"electronic configuration\": \"[Rn] 7s2\", \"electronegativity\": 0.9, \"atomic radius\": null, \"ion radius\": \"148 (+2)\", \"van der Waals radius\": null, \"IE-1\": 509.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 973.0, \"boiling point\": 2010.0, \"density\": 5.0, \"metal\": \"alkaline earth metal\", \"year discovered\": \"1898\", \"group\": \"2\", \"period\": 7}, {\"atomic number\": 89, \"symbol\": \"Ac\", \"name\": \"Actinium\", \"atomic mass\": \"[227]\", \"CPK\": \"#70ABFA\", \"electronic configuration\": \"[Rn] 6d1 7s2\", \"electronegativity\": 1.1, \"atomic radius\": null, \"ion radius\": \"112 (+3)\", \"van der Waals radius\": null, \"IE-1\": 499.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1323.0, \"boiling point\": 3473.0, \"density\": 10.07, \"metal\": \"actinoid\", \"year discovered\": \"1899\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 90, \"symbol\": \"Th\", \"name\": \"Thorium\", \"atomic mass\": \"232.03806\", \"CPK\": \"#00BAFF\", \"electronic configuration\": \"[Rn] 6d2 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": \"94 (+4)\", \"van der Waals radius\": null, \"IE-1\": 587.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 2023.0, \"boiling point\": 5093.0, \"density\": 11.72, \"metal\": \"actinoid\", \"year discovered\": \"1828\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 91, \"symbol\": \"Pa\", \"name\": \"Protactinium\", \"atomic mass\": \"231.03588\", \"CPK\": \"#00A1FF\", \"electronic configuration\": \"[Rn] 5f2 6d1 7s2\", \"electronegativity\": 1.5, \"atomic radius\": null, \"ion radius\": \"104 (+3)\", \"van der Waals radius\": null, \"IE-1\": 568.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1845.0, \"boiling point\": 4273.0, \"density\": 15.37, \"metal\": \"actinoid\", \"year discovered\": \"1913\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 92, \"symbol\": \"U\", \"name\": \"Uranium\", \"atomic mass\": \"238.02891\", \"CPK\": \"#008FFF\", \"electronic configuration\": \"[Rn] 5f3 6d1 7s2\", \"electronegativity\": 1.38, \"atomic radius\": null, \"ion radius\": \"102.5 (+3)\", \"van der Waals radius\": 186.0, \"IE-1\": 598.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1408.0, \"boiling point\": 4200.0, \"density\": 19.05, \"metal\": \"actinoid\", \"year discovered\": \"1789\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 93, \"symbol\": \"Np\", \"name\": \"Neptunium\", \"atomic mass\": \"[237]\", \"CPK\": \"#0080FF\", \"electronic configuration\": \"[Rn] 5f4 6d1 7s2\", \"electronegativity\": 1.36, \"atomic radius\": null, \"ion radius\": \"110 (+2)\", \"van der Waals radius\": null, \"IE-1\": 605.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 917.0, \"boiling point\": 4273.0, \"density\": 20.45, \"metal\": \"actinoid\", \"year discovered\": \"1940\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 94, \"symbol\": \"Pu\", \"name\": \"Plutonium\", \"atomic mass\": \"[244]\", \"CPK\": \"#006BFF\", \"electronic configuration\": \"[Rn] 5f6 7s2\", \"electronegativity\": 1.28, \"atomic radius\": null, \"ion radius\": \"100 (+3)\", \"van der Waals radius\": null, \"IE-1\": 585.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 913.0, \"boiling point\": 3503.0, \"density\": 19.82, \"metal\": \"actinoid\", \"year discovered\": \"1940\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 95, \"symbol\": \"Am\", \"name\": \"Americium\", \"atomic mass\": \"[243]\", \"CPK\": \"#545CF2\", \"electronic configuration\": \"[Rn] 5f7 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": \"126 (+2)\", \"van der Waals radius\": null, \"IE-1\": 578.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1449.0, \"boiling point\": 2284.0, \"density\": 13.67, \"metal\": \"actinoid\", \"year discovered\": \"1944\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 96, \"symbol\": \"Cm\", \"name\": \"Curium\", \"atomic mass\": \"[247]\", \"CPK\": \"#785CE3\", \"electronic configuration\": \"[Rn] 5f7 6d1 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": \"97 (+3)\", \"van der Waals radius\": null, \"IE-1\": 581.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1618.0, \"boiling point\": 3383.0, \"density\": 13.51, \"metal\": \"actinoid\", \"year discovered\": \"1944\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 97, \"symbol\": \"Bk\", \"name\": \"Berkelium\", \"atomic mass\": \"[247]\", \"CPK\": \"#8A4FE3\", \"electronic configuration\": \"[Rn] 5f9 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": \"96 (+3)\", \"van der Waals radius\": null, \"IE-1\": 601.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1323.0, \"boiling point\": null, \"density\": 14.78, \"metal\": \"actinoid\", \"year discovered\": \"1949\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 98, \"symbol\": \"Cf\", \"name\": \"Californium\", \"atomic mass\": \"[251]\", \"CPK\": \"#A136D4\", \"electronic configuration\": \"[Rn] 5f10 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": \"95 (+3)\", \"van der Waals radius\": null, \"IE-1\": 608.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": \"metallic\", \"melting point\": 1173.0, \"boiling point\": null, \"density\": 15.1, \"metal\": \"actinoid\", \"year discovered\": \"1950\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 99, \"symbol\": \"Es\", \"name\": \"Einsteinium\", \"atomic mass\": \"[252]\", \"CPK\": \"#B31FD4\", \"electronic configuration\": \"[Rn] 5f11 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": 619.0, \"EA\": null, \"standard state\": \"solid\", \"bonding type\": null, \"melting point\": 1133.0, \"boiling point\": null, \"density\": null, \"metal\": \"actinoid\", \"year discovered\": \"1952\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 100, \"symbol\": \"Fm\", \"name\": \"Fermium\", \"atomic mass\": \"[257]\", \"CPK\": \"#B31FBA\", \"electronic configuration\": \"[Rn] 5f12 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": 627.0, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": 1800.0, \"boiling point\": null, \"density\": null, \"metal\": \"actinoid\", \"year discovered\": \"1952\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 101, \"symbol\": \"Md\", \"name\": \"Mendelevium\", \"atomic mass\": \"[258]\", \"CPK\": \"#B30DA6\", \"electronic configuration\": \"[Rn] 5f13 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": 635.0, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": 1100.0, \"boiling point\": null, \"density\": null, \"metal\": \"actinoid\", \"year discovered\": \"1955\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 102, \"symbol\": \"No\", \"name\": \"Nobelium\", \"atomic mass\": \"[259]\", \"CPK\": \"#BD0D87\", \"electronic configuration\": \"[Rn] 5f14 7s2\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": 642.0, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": 1100.0, \"boiling point\": null, \"density\": null, \"metal\": \"actinoid\", \"year discovered\": \"1957\", \"group\": \"-\", \"period\": 7}, {\"atomic number\": 103, \"symbol\": \"Lr\", \"name\": \"Lawrencium\", \"atomic mass\": \"[262]\", \"CPK\": \"#C70066\", \"electronic configuration\": \"[Rn] 5f14 7s2 7p1\", \"electronegativity\": 1.3, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": 1900.0, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1961\", \"group\": \"3\", \"period\": 7}, {\"atomic number\": 104, \"symbol\": \"Rf\", \"name\": \"Rutherfordium\", \"atomic mass\": \"[267]\", \"CPK\": \"#CC0059\", \"electronic configuration\": \"[Rn] 5f14 6d2 7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1969\", \"group\": \"4\", \"period\": 7}, {\"atomic number\": 105, \"symbol\": \"Db\", \"name\": \"Dubnium\", \"atomic mass\": \"[268]\", \"CPK\": \"#D1004F\", \"electronic configuration\": \"[Rn].5f14.6d3.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1967\", \"group\": \"5\", \"period\": 7}, {\"atomic number\": 106, \"symbol\": \"Sg\", \"name\": \"Seaborgium\", \"atomic mass\": \"[271]\", \"CPK\": \"#D90045\", \"electronic configuration\": \"[Rn].5f14.6d4.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1974\", \"group\": \"6\", \"period\": 7}, {\"atomic number\": 107, \"symbol\": \"Bh\", \"name\": \"Bohrium\", \"atomic mass\": \"[272]\", \"CPK\": \"#E00038\", \"electronic configuration\": \"[Rn].5f14.6d5.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1976\", \"group\": \"7\", \"period\": 7}, {\"atomic number\": 108, \"symbol\": \"Hs\", \"name\": \"Hassium\", \"atomic mass\": \"[270]\", \"CPK\": \"#E6002E\", \"electronic configuration\": \"[Rn].5f14.6d6.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1984\", \"group\": \"8\", \"period\": 7}, {\"atomic number\": 109, \"symbol\": \"Mt\", \"name\": \"Meitnerium\", \"atomic mass\": \"[276]\", \"CPK\": \"#EB0026\", \"electronic configuration\": \"[Rn].5f14.6d7.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1982\", \"group\": \"9\", \"period\": 7}, {\"atomic number\": 110, \"symbol\": \"Ds\", \"name\": \"Darmstadtium\", \"atomic mass\": \"[281]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d9.7s1\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1994\", \"group\": \"10\", \"period\": 7}, {\"atomic number\": 111, \"symbol\": \"Rg\", \"name\": \"Roentgenium\", \"atomic mass\": \"[280]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s1\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1994\", \"group\": \"11\", \"period\": 7}, {\"atomic number\": 112, \"symbol\": \"Cn\", \"name\": \"Copernicium\", \"atomic mass\": \"[285]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"transition metal\", \"year discovered\": \"1996\", \"group\": \"12\", \"period\": 7}, {\"atomic number\": 113, \"symbol\": \"Nh\", \"name\": \"Nihomium\", \"atomic mass\": \"[284]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p1\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"metal\", \"year discovered\": \"2003\", \"group\": \"13\", \"period\": 7}, {\"atomic number\": 114, \"symbol\": \"Fl\", \"name\": \"Flerovium\", \"atomic mass\": \"[289]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p2\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"metal\", \"year discovered\": \"1998\", \"group\": \"14\", \"period\": 7}, {\"atomic number\": 115, \"symbol\": \"Mc\", \"name\": \"Moscovium\", \"atomic mass\": \"[288]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p3\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"metal\", \"year discovered\": \"2003\", \"group\": \"15\", \"period\": 7}, {\"atomic number\": 116, \"symbol\": \"Lv\", \"name\": \"Livermorium\", \"atomic mass\": \"[293]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p4\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"metal\", \"year discovered\": \"2000\", \"group\": \"16\", \"period\": 7}, {\"atomic number\": 117, \"symbol\": \"Ts\", \"name\": \"Tennessine\", \"atomic mass\": \"[294]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p5\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"halogen\", \"year discovered\": \"2010\", \"group\": \"17\", \"period\": 7}, {\"atomic number\": 118, \"symbol\": \"Og\", \"name\": \"Oganesson\", \"atomic mass\": \"[294]\", \"CPK\": \"#FF1493\", \"electronic configuration\": \"[Rn].5f14.6d10.7s2.7p6\", \"electronegativity\": null, \"atomic radius\": null, \"ion radius\": null, \"van der Waals radius\": null, \"IE-1\": null, \"EA\": null, \"standard state\": null, \"bonding type\": null, \"melting point\": null, \"boiling point\": null, \"density\": null, \"metal\": \"noble gas\", \"year discovered\": \"2002\", \"group\": \"18\", \"period\": 7}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slider = alt.binding_range(min=1, max=6, step=1, name='period:')\n",
    "selector = alt.selection_single(fields=['period'], bind=slider, init={'period': 3})\n",
    "\n",
    "chart = (\n",
    "    alt.Chart(elements, title=f\"Select the period below to filter elements\").mark_point()\n",
    "    .encode(\n",
    "        x=alt.X('symbol:N', sort=elements.symbol.to_numpy()),\n",
    "        y='electronegativity',\n",
    "        tooltip=['symbol','atomic number','atomic mass']\n",
    "    )\n",
    "    .add_selection(selector)\n",
    "    .transform_filter(selector)\n",
    "    .properties(width=400, height=200)\n",
    "    .interactive()\n",
    ")\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "import nbdev; nbdev.nbdev_export()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}