theto_demo_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Theto demonstration\n",
    "\n",
    "The usage examples below illustrate Theto's capabilities\n",
    "- [Geohashes](#Geohashes)\n",
    "- [Well-known text](#Well-Known-Text)\n",
    "- [Shapely objects](#Shapely-Objects)\n",
    "- [Longitdue/latitude coordinate pairs](#Longitude/latitude-coordinate-pairs)\n",
    "- [GeoJSON](#GeoJSON)\n",
    "- [Adding metadata](#Adding-metadata)\n",
    "- [Using DataFrame input](#Using-DataFrame-input)\n",
    "- [Hover inspections](#Hover-inspections)\n",
    "- [Click to open in online map service](#Click-to-open-in-online-map-service)\n",
    "- [Data tables](#Data-tables)\n",
    "- [Map types](#Map-types)\n",
    "- [Color assignment](#Color-assignment)\n",
    "- [Pathing](#Pathing)\n",
    "- [Hide-able layers](#Hide-able-layers)\n",
    "- [Widgets](#Widgets)\n",
    "- [Animation](#Animation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import and example data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The examples below make use of the data loaded in the following cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from theto import Theto\n",
    "from shapely.wkt import loads\n",
    "\n",
    "geohashes = [\n",
    "    'dnrgrfm', 'dnrgrf3', 'dnrgrf7', 'dnrgrf5', 'dnrgrfk', 'dnrgrf1', \n",
    "    'dnrgrfh', 'dnrgrf2', 'dnrgrcu', 'dnrgrfj', 'dnrgrcv', 'dnrgrf4'\n",
    "]\n",
    "\n",
    "wkts = [\n",
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    "    '{\"type\": \"Polygon\", \"coordinates\": [[[-78.764114, 35.740173], [-78.764118, 35.740259], [-78.764128, 35.740442], [-78.764141, 35.740541], [-78.764168, 35.740569], [-78.764215, 35.740569], [-78.764209, 35.740574], [-78.764187, 35.74071], [-78.764148, 35.740964], [-78.764114, 35.741129], [-78.764109, 35.741141], [-78.764073, 35.74125], [-78.764059, 35.741278], [-78.764013, 35.741376], [-78.763965, 35.741492], [-78.763912, 35.741635], [-78.763911, 35.74164], [-78.763871, 35.741777], [-78.763858, 35.741887], [-78.763877, 35.74214], [-78.763911, 35.742299], [-78.763918, 35.742409], [-78.763911, 35.742491], [-78.763883, 35.742596], [-78.76385, 35.742749], [-78.763847, 35.742777], [-78.76383, 35.74303], [-78.763836, 35.74309], [-78.763857, 35.74316], [-78.763704, 35.743199], [-78.763632, 35.743217], [-78.76296, 35.743393], [-78.762737, 35.743453], [-78.762704, 35.743461], [-78.762606, 35.743487], [-78.762574, 35.743496], [-78.762561, 35.743471], [-78.762525, 35.743397], [-78.762513, 35.743373], [-78.762306, 35.742952], [-78.761686, 35.741689], [-78.761641, 35.741598], [-78.761454, 35.741283], [-78.761167, 35.740801], [-78.76109, 35.740672], [-78.760657, 35.740227], [-78.760342, 35.739966], [-78.760122, 35.739821], [-78.75992, 35.739697], [-78.759807, 35.739628], [-78.759435, 35.739419], [-78.759561, 35.739227], [-78.759575, 35.739207], [-78.759689, 35.739062], [-78.759751, 35.739006], [-78.759879, 35.738912], [-78.760073, 35.738809], [-78.760087, 35.738802], [-78.760297, 35.738709], [-78.760533, 35.739086], [-78.760606, 35.739173], [-78.760626, 35.739192], [-78.761023, 35.739578], [-78.761137, 35.739673], [-78.761205, 35.739715], [-78.761352, 35.739789], [-78.761424, 35.739812], [-78.761588, 35.739848], [-78.76166, 35.739855], [-78.761758, 35.739859], [-78.762158, 35.739841], [-78.762368, 35.739832], [-78.762459, 35.739824], [-78.762563, 35.739808], [-78.762646, 35.739787], [-78.762736, 35.739756], [-78.762842, 35.739703], [-78.762903, 35.739664], [-78.762942, 35.739631], [-78.763014, 35.739575], [-78.763051, 35.73954], [-78.763094, 35.739483], [-78.763164, 35.739364], [-78.763194, 35.739291], [-78.763215, 35.739224], [-78.763247, 35.739], [-78.763282, 35.738761], [-78.763413, 35.738778], [-78.763456, 35.738784], [-78.76352, 35.738796], [-78.763704, 35.738848], [-78.763792, 35.738861], [-78.763802, 35.738861], [-78.763844, 35.738862], [-78.763935, 35.738854], [-78.763949, 35.738852], [-78.763992, 35.738848], [-78.764007, 35.738847], [-78.763981, 35.738882], [-78.76392, 35.738992], [-78.763893, 35.739058], [-78.763893, 35.739118], [-78.763908, 35.739184], [-78.763913, 35.739201], [-78.764014, 35.739475], [-78.764061, 35.739629], [-78.764115, 35.739865], [-78.764114, 35.740173]]]}',\n",
    "    '{\"type\": \"Polygon\", \"coordinates\": [[[-78.754071, 35.739526], [-78.754134, 35.739426], [-78.754142, 35.739415], [-78.754167, 35.739369], [-78.754187, 35.739311], [-78.7542, 35.739255], [-78.754196, 35.7392], [-78.75417, 35.739086], [-78.75417, 35.739085], [-78.754129, 35.738976], [-78.754272, 35.73893], [-78.754396, 35.738892], [-78.75451, 35.738866], [-78.754604, 35.738851], [-78.754665, 35.738851], [-78.754713, 35.738856], [-78.754797, 35.738866], [-78.754862, 35.738881], [-78.754819, 35.739015], [-78.754814, 35.739054], [-78.754814, 35.73906], [-78.754818, 35.739249], [-78.754812, 35.739326], [-78.754787, 35.739402], [-78.754742, 35.739501], [-78.754699, 35.739568], [-78.754605, 35.739722], [-78.754498, 35.739682], [-78.754177, 35.739565], [-78.754071, 35.739526]]]}',\n",
    "    '{\"type\": \"Polygon\", \"coordinates\": [[[-78.756583, 35.74052], [-78.75662, 35.740356], [-78.756656, 35.740162], [-78.756667, 35.740106], [-78.756736, 35.739498], [-78.756813, 35.73908], [-78.75688, 35.738722], [-78.757395, 35.738846], [-78.758691, 35.739158], [-78.758939, 35.739229], [-78.758976, 35.73924], [-78.759228, 35.739331], [-78.759435, 35.739419], [-78.759807, 35.739628], [-78.75992, 35.739697], [-78.760122, 35.739821], [-78.760342, 35.739966], [-78.760657, 35.740227], [-78.76109, 35.740672], [-78.761167, 35.740801], [-78.761454, 35.741283], [-78.761641, 35.741598], [-78.761686, 35.741689], [-78.762306, 35.742952], [-78.762513, 35.743373], [-78.762525, 35.743397], [-78.762561, 35.743471], [-78.762574, 35.743496], [-78.76255, 35.743502], [-78.762477, 35.743523], [-78.762454, 35.74353], [-78.762086, 35.743635], [-78.761095, 35.743919], [-78.760985, 35.743953], [-78.76085, 35.743995], [-78.760627, 35.744085], [-78.760561, 35.744112], [-78.760434, 35.744172], [-78.760192, 35.744287], [-78.759868, 35.74446], [-78.759682, 35.744561], [-78.759179, 35.744819], [-78.759155, 35.744832], [-78.758888, 35.744946], [-78.758612, 35.745052], [-78.758316, 35.74515], [-78.758006, 35.745237], [-78.7577, 35.745311], [-78.757569, 35.745327], [-78.757395, 35.74535], [-78.757017, 35.745385], [-78.757008, 35.745385], [-78.756941, 35.745387], [-78.756742, 35.745395], [-78.756676, 35.745399], [-78.75659, 35.745408], [-78.756335, 35.745435], [-78.75625, 35.745445], [-78.755944, 35.745465], [-78.75571, 35.745481], [-78.75523, 35.745504], [-78.755026, 35.74551], [-78.75472, 35.74552], [-78.754923, 35.744976], [-78.755118, 35.744454], [-78.755532, 35.743344], [-78.755569, 35.743246], [-78.755735, 35.742801], [-78.755751, 35.742803], [-78.755802, 35.742811], [-78.755819, 35.742814], [-78.756012, 35.742843], [-78.756258, 35.74288], [-78.75652, 35.742832], [-78.756584, 35.742803], [-78.756764, 35.742726], [-78.756698, 35.742559], [-78.756681, 35.742515], [-78.756669, 35.742377], [-78.756681, 35.742296], [-78.756706, 35.742202], [-78.756766, 35.742039], [-78.75683, 35.741872], [-78.756917, 35.741624], [-78.756984, 35.741437], [-78.757187, 35.740886], [-78.7572, 35.740852], [-78.757257, 35.740634], [-78.757122, 35.740611], [-78.756717, 35.740542], [-78.756583, 35.74052]]]}',\n",
    "    '{\"type\": \"Polygon\", \"coordinates\": [[[-78.754129, 35.738976], [-78.75417, 35.739085], [-78.75417, 35.739086], [-78.754196, 35.7392], [-78.7542, 35.739255], [-78.754187, 35.739311], [-78.754167, 35.739369], [-78.754142, 35.739415], [-78.754134, 35.739426], [-78.754071, 35.739526], [-78.753926, 35.739469], [-78.753706, 35.739382], [-78.753652, 35.73934], [-78.753632, 35.739311], [-78.753602, 35.739239], [-78.753599, 35.739212], [-78.753602, 35.739193], [-78.753603, 35.73919], [-78.753617, 35.73916], [-78.753679, 35.739059], [-78.753763, 35.739076], [-78.75377, 35.739075], [-78.753834, 35.739073], [-78.753871, 35.739065], [-78.75404, 35.739006], [-78.754129, 35.738976]]]}'\n",
    "]\n",
    "\n",
    "coords = [\n",
    "    (-78.753433, 35.740585),\n",
    "    (-78.758926, 35.740585),\n",
    "    (-78.756179, 35.740585),\n",
    "    (-78.756179, 35.739212),\n",
    "    (-78.754806, 35.740585),\n",
    "    (-78.758926, 35.739212),\n",
    "    (-78.754806, 35.739212),\n",
    "    (-78.760299, 35.740585),\n",
    "    (-78.754806, 35.737838),\n",
    "    (-78.753433, 35.739212),\n",
    "    (-78.753433, 35.737838),\n",
    "    (-78.757553, 35.739212)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geohashes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Geohashes are strings of length 1 through 12 that partition the surface of the earth. The tool will convert these character strings into coordinates for square tiles that can then be rendered using the `MultiPolygon` or `Patches` model from the Bokeh library. The `add_layer` method will pass keyword arguments to the Bokeh model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0680e72a-b69b-40f3-a204-34e10f269abb\" data-root-id=\"1004\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"c82767f0-2826-4ecd-be6d-faaf122f89f0\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1021\",\"type\":\"LinearAxis\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"1026\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"1009\",\"type\":\"TileRenderer\"},{\"id\":\"1031\",\"type\":\"GlyphRenderer\"}],\"title\":null,\"toolbar\":{\"id\":\"1015\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1002\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1037\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1003\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1038\",\"type\":\"LinearScale\"}},\"id\":\"1004\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"1024\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"1025\",\"type\":\"MercatorTicker\"}},\"id\":\"1026\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"1019\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"1020\",\"type\":\"MercatorTicker\"}},\"id\":\"1021\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1030\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"1032\",\"type\":\"CDSView\"}},\"id\":\"1031\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"1030\",\"type\":\"MultiPolygons\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1037\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"ResetTool\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1025\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"1008\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"callback\":null,\"data\":{\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.259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Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"c82767f0-2826-4ecd-be6d-faaf122f89f0\",\"roots\":{\"1004\":\"0680e72a-b69b-40f3-a204-34e10f269abb\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1004"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None, precision=6)\n",
    "    .add_source(geohashes, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Well-Known Text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well-known text of any type (polygon, multipolygon, linestring, etc.) will be parsed, with coordinates renderable using the `MultiPolygons` or `Patches` model. Only the `MultiPolygons` model is capable of rendering multi-part polygons or single polygons with holes in them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"ccd98b80-c4a3-46a5-a7ca-63ce55601713\" data-root-id=\"1082\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"3a50baca-a807-4b94-be4e-2e682bf6f5cf\",\"roots\":{\"1082\":\"ccd98b80-c4a3-46a5-a7ca-63ce55601713\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1082"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(wkts, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shapely Objects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shapely objects are rendered the same was as WKT strings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3d5be741-fd07-44a0-a339-71946169acee\" data-root-id=\"1165\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"37903894-4cf2-458f-b4d8-0d6db4dcd151\",\"roots\":{\"1165\":\"3d5be741-fd07-44a0-a339-71946169acee\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1165"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(shapelys, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Longitude/latitude coordinate pairs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Longitude/latidue (x/y-coordinate) pairs are also valid data sources. These can be rendered by any \"marker\" model in the Bokeh library, such as the `Circle` model. A list of all available markers can be found at https://bokeh.pydata.org/en/latest/docs/reference/models/markers.html. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3d159f98-8a9c-435c-9be2-19d9717c2e0d\" data-root-id=\"1253\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"93978d73-57f5-4b36-bb86-70a2a2bb8b8f\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1270\",\"type\":\"LinearAxis\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"1275\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"1258\",\"type\":\"TileRenderer\"},{\"id\":\"1280\",\"type\":\"GlyphRenderer\"}],\"title\":null,\"toolbar\":{\"id\":\"1264\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1251\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1301\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1252\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1302\",\"type\":\"LinearScale\"}},\"id\":\"1253\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1301\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"1280\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"1282\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1303\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1273\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"1262\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"1268\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"1269\",\"type\":\"MercatorTicker\"}},\"id\":\"1270\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null},\"id\":\"1263\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"1260\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"1268\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"1260\",\"type\":\"WheelZoomTool\"},{\"id\":\"1261\",\"type\":\"ResetTool\"},{\"id\":\"1262\",\"type\":\"PanTool\"},{\"id\":\"1263\",\"type\":\"TapTool\"},{\"id\":\"1282\",\"type\":\"HoverTool\"}]},\"id\":\"1264\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1261\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1278\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1279\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"1281\",\"type\":\"CDSView\"}},\"id\":\"1280\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":4265003.7,\"start\":4264589.0},\"id\":\"1252\",\"type\":\"Range1d\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"1257\",\"type\":\"WMTSTileSource\"},{\"attributes\":{},\"id\":\"1304\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"tile_source\":{\"id\":\"1257\",\"type\":\"WMTSTileSource\"}},\"id\":\"1258\",\"type\":\"TileRenderer\"},{\"attributes\":{},\"id\":\"1302\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"1279\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1278\",\"type\":\"ColumnDataSource\"}},\"id\":\"1281\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"raw_data\":[[-78.753433,35.740585],[-78.758926,35.740585],[-78.756179,35.740585],[-78.756179,35.739212],[-78.754806,35.740585],[-78.758926,35.739212],[-78.754806,35.739212],[-78.760299,35.740585],[-78.754806,35.737838],[-78.753433,35.739212],[-78.753433,35.737838],[-78.757553,35.739212]],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.756179,-78.756179,-78.754806,-78.758926,-78.754806,-78.760299,-78.754806,-78.753433,-78.753433,-78.757553],\"xsp\":[-8766792.059782,-8767403.537745,-8767097.743104,-8767097.743104,-8766944.901443,-8767403.537745,-8766944.901443,-8767556.379406,-8766944.901443,-8766792.059782,-8766792.059782,-8767250.696084],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737838,35.739212,35.737838,35.739212],\"ysp\":[4264984.728221,4264984.728221,4264984.728221,4264796.424664,4264984.728221,4264796.424664,4264796.424664,4264984.728221,4264607.987211,4264796.424664,4264607.987211,4264796.424664]},\"selected\":{\"id\":\"1303\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1304\",\"type\":\"UnionRenderers\"}},\"id\":\"1278\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"1273\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"1274\",\"type\":\"MercatorTicker\"}},\"id\":\"1275\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1274\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"1269\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null,\"end\":-8766753.7,\"start\":-8767594.7},\"id\":\"1251\",\"type\":\"Range1d\"}],\"root_ids\":[\"1253\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"93978d73-57f5-4b36-bb86-70a2a2bb8b8f\",\"roots\":{\"1253\":\"3d159f98-8a9c-435c-9be2-19d9717c2e0d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1253"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(coords, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', 'Circle', fill_color='yellow', size=10, line_color='black', alpha=0.5)\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GeoJSON"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Valid GeoJSON willl be first converted to a Shapely geometry and then follow that pipeline. Data can be entered as a a list of json or a Pandas DataFrame column of json."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e3bc67ae-96ac-4066-b87c-fef14afa4c62\" data-root-id=\"1346\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"092e6467-b988-4a33-99ba-b72c6d154912\",\"roots\":{\"1346\":\"e3bc67ae-96ac-4066-b87c-fef14afa4c62\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1346"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(geojsons, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', 'MultiPolygons', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Metadata can be added to all plots by passing them as keyword arguments to the `add_source` method. All metadata must be the same length as the list of data itself. These metadata can then be rendered on the plot using the `Text` model from the Bokeh library, and/or by passing them as tooltips. The tooltips argument takes a few special keywords. The keyword `all` will include tooltips for all columns in the datasource (except for the processed coordinate columns, which don't render well in tooltips); the keyword `meta` will include all columns in the data source except for the unprocessed, original location data and the x and y centroids; `point` will include the centroids; `raw_data` will include the unprocessed location data. If none of these optios are used, tooltips need to be fed a list of tuples, where the first element of each tuple is the title of the tooltip element, and the second element is the name of the relevant column in the data source, preceeded by `@`. (Scroll over the dots in the plot below to see the differences between these options)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\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",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\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  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"906093b0-b2bb-4d24-a180-1e70ca5a5e79\" data-root-id=\"1726\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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       "  var render_items = [{\"docid\":\"594c4bc8-ad15-4627-b3ef-00e23b9c1d91\",\"roots\":{\"1726\":\"906093b0-b2bb-4d24-a180-1e70ca5a5e79\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "1726"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import output_notebook, show, gridplot\n",
    "\n",
    "template = \"\"\"\n",
    "    <div>\n",
    "        <div>\n",
    "            <span style=\"font-size: 15px; font-weight: bold;\">@uid</span>\n",
    "            <br>\n",
    "            <span>@order</span>\n",
    "            <br>\n",
    "            <span>@chars</span>\n",
    "        </div>\n",
    "        <hr>\n",
    "        <div>\n",
    "            <span style=\"font-size: 15px;\">Location</span>\n",
    "            <span style=\"font-size: 10px; color: #696;\">(@y_coord_point, @x_coord_point)</span>\n",
    "        </div>\n",
    "    </div>\n",
    "\"\"\"\n",
    "\n",
    "output_notebook(hide_banner=True)\n",
    "plot_list = list()\n",
    "for tool_setting in ('all', 'point', 'raw_data', 'meta', 'custom_list', 'custom_template'):\n",
    "    if tool_setting == 'custom_list':\n",
    "        tooltips = [('order', '@order')]\n",
    "    elif tool_setting == 'custom_template':\n",
    "        tooltips = template\n",
    "    else:\n",
    "        tooltips = tool_setting\n",
    "    p = (\n",
    "        Theto(api_key=None)\n",
    "        .add_source(\n",
    "            coords, \n",
    "            label='a', \n",
    "            order=range(len(coords)), \n",
    "            chars=[chr(97 + i) for i in range(len(coords))],\n",
    "            uid=[hash(str(i)) for i in range(len(coords))]\n",
    "        )\n",
    "        .prepare_plot(plot_width=300, map_type='carto_light', title=tool_setting)\n",
    "        .add_layer(\n",
    "            'a', 'Circle', \n",
    "            fill_color='yellow', size=25, line_color='black', alpha=0.5, \n",
    "            tooltips=tooltips\n",
    "        )\n",
    "        .add_layer(\n",
    "            'a', 'Text', text='order', \n",
    "            text_color='black', text_font_size='10pt', text_align='center', text_baseline='middle'\n",
    "        )\n",
    "        .render_plot('object')\n",
    "    )\n",
    "    plot_list.append(p)\n",
    "\n",
    "show(gridplot(plot_list, ncols=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using DataFrame input"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of passing in lists of data and metadata, a single dataframe can be passed to the `add_source` method. In that case, the `column_name` keyword value must not be null. If a dataframe input is not used, then the list used to populate locations will be saved to a source dataframe under the column label `raw_data` (so it can be referred to later if necessary)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"1e7e31d2-9d56-4279-ba77-361c827a20a6\" data-root-id=\"2013\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"48850de8-d09e-4225-bdfd-e010e86108e2\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2030\",\"type\":\"LinearAxis\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"2035\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2018\",\"type\":\"TileRenderer\"},{\"id\":\"2040\",\"type\":\"GlyphRenderer\"},{\"id\":\"2045\",\"type\":\"GlyphRenderer\"},{\"id\":\"2050\",\"type\":\"GlyphRenderer\"}],\"title\":null,\"toolbar\":{\"id\":\"2024\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2011\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"2111\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2012\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"2112\",\"type\":\"LinearScale\"}},\"id\":\"2013\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"2045\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"2047\",\"type\":\"HoverTool\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"2012\",\"type\":\"Range1d\"},{\"attributes\":{\"name\":\"a\",\"text\":{\"field\":\"order\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"2049\",\"type\":\"Text\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"2050\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"2052\",\"type\":\"HoverTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2029\",\"type\":\"MercatorTicker\"},{\"attributes\":{},\"id\":\"2112\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2033\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2034\",\"type\":\"MercatorTicker\"}},\"id\":\"2035\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2111\",\"type\":\"LinearScale\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"2017\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"}},\"id\":\"2041\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2113\",\"type\":\"Selection\"},{\"attributes\":{\"tile_source\":{\"id\":\"2017\",\"type\":\"WMTSTileSource\"}},\"id\":\"2018\",\"type\":\"TileRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"hatch_color\":{\"value\":\"yellow\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"yellow\"},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"2039\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"2040\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"2042\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2114\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2039\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2041\",\"type\":\"CDSView\"}},\"id\":\"2040\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2044\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2046\",\"type\":\"CDSView\"}},\"id\":\"2045\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2049\",\"type\":\"Text\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2051\",\"type\":\"CDSView\"}},\"id\":\"2050\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2034\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"order\":[0,1,2,3,4,5,6,7,8,9,10,11],\"shapes\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"xsp\":[-8766792.085112,-8767403.581338,-8767097.833225,-8767097.833225,-8766944.959168,-8767403.581338,-8766944.959168,-8767556.455395,-8766944.959168,-8766792.085112,-8766792.085112,-8767250.707281],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]],\"ysp\":[4264984.773495,4264984.773495,4264984.773495,4264796.430026,4264984.773495,4264796.430026,4264796.430026,4264984.773495,4264608.089806,4264796.430026,4264608.089806,4264796.430026]},\"selected\":{\"id\":\"2113\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2114\",\"type\":\"UnionRenderers\"}},\"id\":\"2038\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2022\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"2020\",\"type\":\"WheelZoomTool\"},{\"id\":\"2021\",\"type\":\"ResetTool\"},{\"id\":\"2022\",\"type\":\"PanTool\"},{\"id\":\"2023\",\"type\":\"TapTool\"},{\"id\":\"2042\",\"type\":\"HoverTool\"},{\"id\":\"2047\",\"type\":\"HoverTool\"},{\"id\":\"2052\",\"type\":\"HoverTool\"}]},\"id\":\"2024\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"2011\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"}},\"id\":\"2051\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"2023\",\"type\":\"TapTool\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2033\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2028\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2029\",\"type\":\"MercatorTicker\"}},\"id\":\"2030\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2021\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"2038\",\"type\":\"ColumnDataSource\"}},\"id\":\"2046\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.75},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.75},\"line_color\":{\"value\":\"blue\"},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"2044\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2028\",\"type\":\"MercatorTickFormatter\"}],\"root_ids\":[\"2013\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"48850de8-d09e-4225-bdfd-e010e86108e2\",\"roots\":{\"2013\":\"1e7e31d2-9d56-4279-ba77-361c827a20a6\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "2013"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "\n",
    "df = DataFrame({\n",
    "    'shapes': geohashes,\n",
    "    'order': range(len(geohashes))  \n",
    "})\n",
    "\n",
    "(\n",
    "    Theto()\n",
    "    .add_source(df, label='a', column_name='shapes')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', 'MultiPolygons', color='yellow', alpha=0.5)\n",
    "    .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "    .add_layer(\n",
    "        'a', 'Text', text='order', \n",
    "        text_color='white', text_font_size='10pt', text_align='center', text_baseline='middle'\n",
    "    )\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hover inspections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By adding in values for `hover_fill_color`, `hover_line_color` or `hover_line_alpha` when calling `add_layer`, hoving over a shape will cause it to adopt the specified properties. Those properties will revert to the original when the mouse is no longer hovering over the object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"259640b5-51f3-46ff-93f4-c096edd7a2b7\" data-root-id=\"2157\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"76ea5c56-aaf2-4225-856f-6de314ee7cf2\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2174\",\"type\":\"LinearAxis\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"2179\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2162\",\"type\":\"TileRenderer\"},{\"id\":\"2185\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2154\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2168\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2155\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"2251\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2156\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"2252\",\"type\":\"LinearScale\"}},\"id\":\"2157\",\"type\":\"Plot\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2173\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2178\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"2164\",\"type\":\"WheelZoomTool\"},{\"id\":\"2165\",\"type\":\"ResetTool\"},{\"id\":\"2166\",\"type\":\"PanTool\"},{\"id\":\"2167\",\"type\":\"TapTool\"},{\"id\":\"2187\",\"type\":\"HoverTool\"}]},\"id\":\"2168\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2251\",\"type\":\"LinearScale\"},{\"attributes\":{\"tile_source\":{\"id\":\"2161\",\"type\":\"WMTSTileSource\"}},\"id\":\"2162\",\"type\":\"TileRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"2183\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"2156\",\"type\":\"Range1d\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2177\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]]},\"selected\":{\"id\":\"2253\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2254\",\"type\":\"UnionRenderers\"}},\"id\":\"2182\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2177\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2178\",\"type\":\"MercatorTicker\"}},\"id\":\"2179\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2172\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"2161\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2172\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2173\",\"type\":\"MercatorTicker\"}},\"id\":\"2174\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"2182\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2183\",\"type\":\"MultiPolygons\"},\"hover_glyph\":{\"id\":\"2184\",\"type\":\"MultiPolygons\"},\"muted_glyph\":null,\"view\":{\"id\":\"2186\",\"type\":\"CDSView\"}},\"id\":\"2185\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2182\",\"type\":\"ColumnDataSource\"}},\"id\":\"2186\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"2155\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"blue\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"2184\",\"type\":\"MultiPolygons\"},{\"attributes\":{},\"id\":\"2254\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2166\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"2185\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"2187\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2165\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null},\"id\":\"2167\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"2252\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2253\",\"type\":\"Selection\"},{\"attributes\":{\"text\":\"Hover over shapes on the plot\"},\"id\":\"2154\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2164\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"2157\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"76ea5c56-aaf2-4225-856f-6de314ee7cf2\",\"roots\":{\"2157\":\"259640b5-51f3-46ff-93f4-c096edd7a2b7\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "2157"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None, precision=6)\n",
    "    .add_source(geohashes, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light', title='Hover over shapes on the plot')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5, hover_fill_color='blue')\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Click to open in online map service"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If a value is passed to the `click_for_map` keyword of the `add_layer` method, clicking on any glyph will result in the centroid being displayed in an online map service. Valid values for the argument are currently `bing` and `google`. The default value, None, results in omitting the clickability functionality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"9d2786af-80da-4d4f-ac75-6de70d3d3d11\" data-root-id=\"2297\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"c9942160-a85c-4a3f-bf8d-6b9a296b94d7\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2314\",\"type\":\"LinearAxis\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"2319\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2302\",\"type\":\"TileRenderer\"},{\"id\":\"2324\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2294\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2308\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2295\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"2329\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2296\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"2330\",\"type\":\"LinearScale\"}},\"id\":\"2297\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"2322\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2323\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2325\",\"type\":\"CDSView\"}},\"id\":\"2324\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2305\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"2324\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"2326\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2330\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2312\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2322\",\"type\":\"ColumnDataSource\"}},\"id\":\"2325\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2304\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"2296\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2329\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]]},\"selected\":{\"id\":\"2331\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2332\",\"type\":\"UnionRenderers\"}},\"id\":\"2322\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"2295\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":{\"id\":\"2333\",\"type\":\"OpenURL\"}},\"id\":\"2307\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"2331\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2318\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2317\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"url\":\"https://maps.google.com/maps?q=@y_coord_point,@x_coord_point\"},\"id\":\"2333\",\"type\":\"OpenURL\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"2301\",\"type\":\"WMTSTileSource\"},{\"attributes\":{},\"id\":\"2332\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2306\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2317\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2318\",\"type\":\"MercatorTicker\"}},\"id\":\"2319\",\"type\":\"LinearAxis\"},{\"attributes\":{\"tile_source\":{\"id\":\"2301\",\"type\":\"WMTSTileSource\"}},\"id\":\"2302\",\"type\":\"TileRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"2323\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"2312\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"2313\",\"type\":\"MercatorTicker\"}},\"id\":\"2314\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"2304\",\"type\":\"WheelZoomTool\"},{\"id\":\"2305\",\"type\":\"ResetTool\"},{\"id\":\"2306\",\"type\":\"PanTool\"},{\"id\":\"2307\",\"type\":\"TapTool\"},{\"id\":\"2326\",\"type\":\"HoverTool\"}]},\"id\":\"2308\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"Click a tile to open in Google Maps\"},\"id\":\"2294\",\"type\":\"Title\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2313\",\"type\":\"MercatorTicker\"}],\"root_ids\":[\"2297\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"c9942160-a85c-4a3f-bf8d-6b9a296b94d7\",\"roots\":{\"2297\":\"9d2786af-80da-4d4f-ac75-6de70d3d3d11\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "2297"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None, precision=6)\n",
    "    .add_source(geohashes, label='a')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light', title='Click a tile to open in Google Maps')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5, click_for_map='google')\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data tables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A data table can be added below the plot to facilitate exploration of the data by simply calling the `add_data_table`, which takes two arguments: the key to the relevant data source, and the columns to include in the table. This must either be a list of strings, or a keyword. The keyword `all` will include columns for all columns in the datasource (except for the processed coordinate columns, which don't render well in the data table); the keyword `meta` will include all columns in the data source except for the unprocessed, original location data and the x and y centroids; `point` will include the centroids; `raw_data` will include the unprocessed location data. \n",
    "\n",
    "Data table columns are both sortable and reorderable. The data tables too wide to fit on the screen will include a horizontal scrollbar. Each row of the data table has a checkbox: selecting that checkbox will highlight the relevant shape on the graph. Clicking the shape will highlight (and, if not currently on screen, scroll to) the relevant row in the data table. Multiple shapes can be selected by holding down the shift key."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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));"
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"58844d79-41a7-4f8e-9f72-6e8f2483fe1c\" data-root-id=\"2490\"></div>\n"
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       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
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       "    }, 10, root)\n",
       "  }\n",
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      "application/vnd.bokehjs_exec.v0+json": ""
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       "id": "2490"
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   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(\n",
    "        coords, \n",
    "        label='a', \n",
    "        order=range(len(coords)), \n",
    "        chars=[chr(97 + i) for i in range(len(coords))],\n",
    "        uid=[hash(str(i)) for i in range(len(coords))]\n",
    "    )\n",
    "    .prepare_plot(plot_width=350, map_type='carto_light')\n",
    "    .add_layer(\n",
    "        'a', 'Circle', \n",
    "        fill_color='blue', size=25, line_color='black', alpha=0.5\n",
    "    )\n",
    "    .add_layer(\n",
    "        'a', 'Text', text='order', \n",
    "        text_color='white', text_font_size='10pt', text_align='center', text_baseline='middle'\n",
    "    )\n",
    "    .add_data_table('a', columns='point')\n",
    "    .render_plot('notebook')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Theto` accept eight different map types. Four of these ('terrain', 'satellite', 'hybrid', and 'roadmap') use the Google Maps API, and therefore require that an API key be loaded at the time the class is instantiated. Bokeh's `MultiPolygons` model does not yet work with Google Map plots, markers such as `Circles` do work. \n",
    "\n",
    "**WARNING: Be very careful about sharing notebooks or files that contain Bokeh plots that incoporate Google Maps. Those files will expose your API key in the source code. Google Maps plots are often useful, but when using them in combination with Bokeh plots, it is much safer to share documents that use maps from open source tile providers. For that reason, the Google Maps plots are not demonstrated in this notebook.**\n",
    "\n",
    "If any of the non-Google-Maps tiles do not render, that is either because the selected tile source does not provide images at the granularity of the given plot, in which case zooming out should resolve the issue, or it is a problem with the web certificate of the service providing the tile. This is sometimes a problem with some of the cartoDB and Stamen maps. In that case, opening the web console should show several errors that occured when trying to render those maps. Clicking on the URL in one of those error messages to open it in a new browser window, and then choosing in that window to accept the risk of receiving data from that site, will resolve the issue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
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       "  /**\n",
       "   * Render data to the DOM node\n",
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       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\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",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\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  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"cc013b94-f57c-4e80-ae06-d762d975bec2\" data-root-id=\"3423\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3423"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import output_notebook, show, gridplot\n",
    "from theto.bokeh_utils import get_tile_source\n",
    "\n",
    "output_notebook(hide_banner=True)\n",
    "plot_list = list()\n",
    "for maptype in get_tile_source(None):\n",
    "    order_vals = list(range(len(geohashes)))\n",
    "    plot = (\n",
    "        Theto(api_key=None)\n",
    "        .add_source(geohashes, label='a', order=order_vals)\n",
    "        .prepare_plot(plot_width=250, map_type=maptype, title=maptype)\n",
    "        .add_layer('a', 'MultiPolygons', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "        .render_plot('object')\n",
    "    )\n",
    "    plot_list.append(plot)\n",
    "show(gridplot(plot_list, ncols=3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Color assignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Theto` automates color assignment. All color keyword arguments (\"color\", \"fill_color\", \"line_color\", \"text_color\", etc.) must point to a field in the data source for a layer. That field can be assigned directly by feeding it a single color (a hex value or any valid css color), or an array of colors, but that field can also be any string or numeric value and Theto will automatically map those values to colors. \n",
    "\n",
    "If the array contains only positive numeric values, it will create a gradient from a start color to a an end color (entered at the time that the `add_layer` method is called). If the array contains both negative and positive values, the gradient will run from the start color to a midpoint color (default white) as it approaches zero, and then from the midpoint color to the end color. If the array contains string values, the values will be mapped to a categorical palette (created by sampling the HSL color space at uniform intervals and then heuristically assigning colors that are close in that space to records that are far apart in geographic space.)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\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",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\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  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b2b1ffee-5927-46f4-9ba6-2a9233b7f94b\" data-root-id=\"4628\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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values\"},\"id\":\"4530\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"4294\",\"type\":\"WheelZoomTool\"},{\"id\":\"4295\",\"type\":\"ResetTool\"},{\"id\":\"4296\",\"type\":\"PanTool\"},{\"id\":\"4297\",\"type\":\"TapTool\"},{\"id\":\"4316\",\"type\":\"HoverTool\"},{\"id\":\"4321\",\"type\":\"HoverTool\"},{\"id\":\"4326\",\"type\":\"HoverTool\"}]},\"id\":\"4298\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"4307\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"4537\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"4472\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"4297\",\"type\":\"TapTool\"},{\"attributes\":{\"tile_source\":{\"id\":\"4337\",\"type\":\"WMTSTileSource\"}},\"id\":\"4338\",\"type\":\"TileRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"order\":[\"a\",\"a\",\"a\",\"a\",\"b\",\"b\",\"b\",\"c\",\"c\",\"d\",\"e\",\"f\"],\"order_autocolor\":[\"#00feff\",\"#00feff\",\"#00feff\",\"#00feff\",\"#00ff00\",\"#00ff00\",\"#00ff00\",\"#fe00ff\",\"#fe00ff\",\"#0000ff\",\"#ff0000\",\"#fffe00\"],\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"xsp\":[-8766792.085112,-8767403.581338,-8767097.833225,-8767097.833225,-8766944.959168,-8767403.581338,-8766944.959168,-8767556.455395,-8766944.959168,-8766792.085112,-8766792.085112,-8767250.707281],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]],\"ysp\":[4264984.773495,4264984.773495,4264984.773495,4264796.430026,4264984.773495,4264796.430026,4264796.430026,4264984.773495,4264608.089806,4264796.430026,4264608.089806,4264796.430026]},\"selected\":{\"id\":\"4622\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"4623\",\"type\":\"UnionRenderers\"}},\"id\":\"4558\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"4481\",\"type\":\"ColumnDataSource\"}},\"id\":\"4514\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"colors\":[\"#ff0000\",\"#e70017\",\"#d0002e\",\"#b90045\",\"#a2005c\",\"#8b0073\",\"#73008b\",\"#5c00a2\",\"#4500b9\",\"#2e00d0\",\"#1700e7\",\"#0000ff\"],\"vals\":[0,1,2,3,4,5,6,7,8,9,10,11],\"x\":[0,0,0,0,0,0,0,0,0,0,0,0],\"y\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"selected\":{\"id\":\"4597\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"4598\",\"type\":\"UnionRenderers\"}},\"id\":\"4427\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"toolbar\":{\"id\":\"4626\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"4627\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"4553\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"4554\",\"type\":\"MercatorTicker\"}},\"id\":\"4555\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_color\":{\"field\":\"colors\"},\"height\":{\"units\":\"data\",\"value\":1},\"line_color\":{\"value\":null},\"width\":{\"units\":\"data\",\"value\":1},\"x\":{\"value\":1},\"y\":{\"field\":\"y\"}},\"id\":\"4505\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"4294\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"4404\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4435\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"4437\",\"type\":\"CDSView\"}},\"id\":\"4436\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"frame_height\":300,\"frame_width\":20,\"min_border\":0,\"outline_line_color\":{\"value\":null},\"renderers\":[{\"id\":\"4431\",\"type\":\"GlyphRenderer\"},{\"id\":\"4433\",\"type\":\"GlyphRenderer\"}],\"title\":null,\"toolbar\":{\"id\":\"4590\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"4594\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"4592\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"4591\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"4593\",\"type\":\"LinearScale\"}},\"id\":\"4425\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"4532\",\"type\":\"Range1d\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"4308\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"4504\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4505\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"4509\",\"type\":\"CDSView\"}},\"id\":\"4508\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"below\":[{\"id\":\"4350\",\"type\":\"LinearAxis\"}],\"frame_height\":300,\"frame_width\":300,\"left\":[{\"id\":\"4355\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"4338\",\"type\":\"TileRenderer\"},{\"id\":\"4360\",\"type\":\"GlyphRenderer\"},{\"id\":\"4365\",\"type\":\"GlyphRenderer\"},{\"id\":\"4370\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"4330\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"4344\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"4331\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"4582\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"4332\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"4583\",\"type\":\"LinearScale\"}},\"id\":\"4333\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4296\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"4541\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.75},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.75},\"line_color\":{\"value\":\"blue\"},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"4517\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"4304\",\"type\":\"LinearAxis\"}],\"frame_height\":300,\"frame_width\":300,\"left\":[{\"id\":\"4309\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"4292\",\"type\":\"TileRenderer\"},{\"id\":\"4314\",\"type\":\"GlyphRenderer\"},{\"id\":\"4319\",\"type\":\"GlyphRenderer\"},{\"id\":\"4324\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"4284\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"4298\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"4285\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"4576\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"4286\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"4577\",\"type\":\"LinearScale\"}},\"id\":\"4287\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4342\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"4471\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"4472\",\"type\":\"MercatorTicker\"}},\"id\":\"4473\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"4481\",\"type\":\"ColumnDataSource\"}},\"id\":\"4519\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4540\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"4302\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"name\":\"a\",\"text\":{\"field\":\"order\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"4522\",\"type\":\"Text\"},{\"attributes\":{\"tile_source\":{\"id\":\"4291\",\"type\":\"WMTSTileSource\"}},\"id\":\"4292\",\"type\":\"TileRenderer\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"4518\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"4520\",\"type\":\"HoverTool\"}],\"root_ids\":[\"4628\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"a436e9b5-2eca-4dfe-a7e4-24a1403162ab\",\"roots\":{\"4628\":\"b2b1ffee-5927-46f4-9ba6-2a9233b7f94b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "4628"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import output_notebook, show, gridplot\n",
    "from bokeh.models.annotations import Title\n",
    "\n",
    "order_dict = {\n",
    "    'single color': 'yellow',\n",
    "    'array of colors': ['#000000', '#000000', '#000000', '#000000', '#0000FF', '#0000FF', '#0000FF', '#FF0000', '#FF0000', '#00FF00', '#00FF00', '#FFFFFF'],\n",
    "    'auto-assigned, positive numbers only': list(range(len(geohashes))),\n",
    "    'auto-assigned, both positive and negative numbers': [x - 5 for x in range(len(geohashes))],\n",
    "    'auto-assigned, categorical values': ['a', 'a', 'a', 'a', 'b', 'b', 'b', 'c', 'c', 'd', 'e', 'f']\n",
    "}\n",
    "\n",
    "output_notebook(hide_banner=True)\n",
    "plot_list = list()\n",
    "for color_key, color_val in order_dict.items():\n",
    "    plot = (\n",
    "        Theto(api_key=None)\n",
    "        .add_source(geohashes, label='a', order=color_val)\n",
    "        .prepare_plot(plot_width=300, map_type='carto_light', title=color_key)\n",
    "        .add_layer('a', color='order', alpha=0.5)\n",
    "        .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "        .add_layer(\n",
    "            'a', 'Text', text='order', \n",
    "            text_color='white', text_font_size='10pt', text_align='center', text_baseline='middle'\n",
    "        )\n",
    "        .render_plot('object')\n",
    "    )\n",
    "    plot_list.append(plot)\n",
    "show(gridplot(plot_list, ncols=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pathing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The tool can draw paths to lines to visualize movement or connectivity. This method relies upon values in column specified via the `links` keyword argument. If the values specified are integers or floats, those values specify the order of the records and a single path is drawn in that order. If the values specified are tuples or lists, the values of those lists are assumed to contain values from a column in the data source named `uid`, which must be created at the time of the call to `add_source`. Paths are then drawn from the uid in row to each of the uids contained in that row's `links` list. To include metadata columns (specifying information for color, weight, etc. for edges), include them in the source and then specify them in the `add_path` method call using the `meta_cols` keyword."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"5fcf58e0-b323-4d82-ba27-2bf115660867\" data-root-id=\"5408\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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edges\"},\"id\":\"5224\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"5318\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"5320\",\"type\":\"HoverTool\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"5197\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"5337\",\"type\":\"TapTool\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"5181\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"5334\",\"type\":\"WheelZoomTool\"},{\"id\":\"5335\",\"type\":\"ResetTool\"},{\"id\":\"5336\",\"type\":\"PanTool\"},{\"id\":\"5337\",\"type\":\"TapTool\"},{\"id\":\"5356\",\"type\":\"HoverTool\"},{\"id\":\"5365\",\"type\":\"HoverTool\"},{\"id\":\"5370\",\"type\":\"HoverTool\"}]},\"id\":\"5338\",\"type\":\"Toolbar\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"5331\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"data_source\":{\"id\":\"5302\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5303\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"5305\",\"type\":\"CDSView\"}},\"id\":\"5304\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"5192\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"5192\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"5193\",\"type\":\"MercatorTicker\"}},\"id\":\"5194\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"5185\",\"type\":\"ResetTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"5342\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"children\":[[{\"id\":\"5177\",\"type\":\"Plot\"},0,0],[{\"id\":\"5227\",\"type\":\"Plot\"},0,1],[{\"id\":\"5277\",\"type\":\"Plot\"},1,0],[{\"id\":\"5327\",\"type\":\"Plot\"},1,1]]},\"id\":\"5405\",\"type\":\"GridBox\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"5347\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"5184\",\"type\":\"WheelZoomTool\"},{\"id\":\"5185\",\"type\":\"ResetTool\"},{\"id\":\"5186\",\"type\":\"PanTool\"},{\"id\":\"5187\",\"type\":\"TapTool\"},{\"id\":\"5206\",\"type\":\"HoverTool\"},{\"id\":\"5215\",\"type\":\"HoverTool\"},{\"id\":\"5220\",\"type\":\"HoverTool\"}]},\"id\":\"5188\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"5275\",\"type\":\"Range1d\"},{\"attributes\":{\"tile_source\":{\"id\":\"5331\",\"type\":\"WMTSTileSource\"}},\"id\":\"5332\",\"type\":\"TileRenderer\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"5343\",\"type\":\"MercatorTicker\"},{\"attributes\":{},\"id\":\"5335\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"5304\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"5306\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"5375\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"5187\",\"type\":\"TapTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"5297\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"5298\",\"type\":\"MercatorTicker\"}},\"id\":\"5299\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"5379\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"edges\":[[\"dnrgrf5\",\"dnrgrfh\"],[],[\"dnrgrf3\"],[\"dnrgrf2\",\"dnrgrcu\"],[\"dnrgrfm\",\"dnrgrcu\",\"dnrgrfj\"],[\"dnrgrfk\",\"dnrgrfm\",\"dnrgrcv\"],[\"dnrgrfk\",\"dnrgrf7\",\"dnrgrfj\"],[\"dnrgrcu\",\"dnrgrf7\"],[\"dnrgrfh\",\"dnrgrf4\"],[\"dnrgrf1\",\"dnrgrf2\",\"dnrgrf1\"],[\"dnrgrcu\",\"dnrgrf7\",\"dnrgrf3\"],[\"dnrgrf2\",\"dnrgrfk\"]],\"order\":[0,1,2,3,4,5,6,7,8,9,10,11],\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-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straight edges\"},\"id\":\"5174\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"5302\",\"type\":\"ColumnDataSource\"}},\"id\":\"5305\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"5344\",\"type\":\"LinearAxis\"}],\"frame_height\":300,\"frame_width\":300,\"left\":[{\"id\":\"5349\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"5332\",\"type\":\"TileRenderer\"},{\"id\":\"5354\",\"type\":\"GlyphRenderer\"},{\"id\":\"5360\",\"type\":\"GlyphRenderer\"},{\"id\":\"5363\",\"type\":\"GlyphRenderer\"},{\"id\":\"5368\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"5324\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"5338\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"5325\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"5398\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"5326\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"5399\",\"type\":\"LinearScale\"}},\"id\":\"5327\",\"type\":\"Plot\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"5247\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"5248\",\"type\":\"MercatorTicker\"}},\"id\":\"5249\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"5247\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"5326\",\"type\":\"Range1d\"}],\"root_ids\":[\"5408\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"d3fd7701-894e-41a0-923a-d9c3f74d2a7c\",\"roots\":{\"5408\":\"5fcf58e0-b323-4d82-ba27-2bf115660867\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "5408"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import output_notebook, show, gridplot\n",
    "\n",
    "from numpy.random import choice, seed\n",
    "seed(235325)\n",
    "edges = [choice(geohashes, choice(range(1, 4))).tolist() for _ in geohashes]\n",
    "edges = [[edg for edg in edges if edg != gh] for gh, edges in zip(geohashes, edges)]\n",
    "\n",
    "plot_list = list()\n",
    "for edge_type in ('straight', 'curved'):\n",
    "    for col in ('order', 'edges'):\n",
    "        one_to_one = col == 'order'\n",
    "        title1 = 'One-to-one' if one_to_one else 'Many-to-many'\n",
    "        title2 = '{} edges'.format(edge_type)\n",
    "        title = title1 + ', ' + title2\n",
    "\n",
    "        plot = (\n",
    "            Theto(api_key=None)\n",
    "            .add_source(geohashes, label='a', uid=geohashes, order=range(len(geohashes)), edges=edges)\n",
    "            .prepare_plot(plot_width=300, map_type='carto_light', title=title)\n",
    "            .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "            .add_path(\n",
    "                'a', links=col, edge_type=edge_type, tooltips=None, \n",
    "                line_width=2, line_color='grey', line_alpha=0.9\n",
    "            )\n",
    "            .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "            .add_layer(\n",
    "                'a', 'Text', text='order', \n",
    "                text_color='white', text_font_size='10pt', text_align='center', text_baseline='middle'\n",
    "            )\n",
    "            .render_plot('object')\n",
    "        )\n",
    "        plot_list.append(plot)\n",
    "\n",
    "show(gridplot(plot_list, ncols=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "## Hide-able layers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By passing a string via the `legend` keyword to the `add_layer` or `add_path` methods, the tool will create a legend. By clicking the legend value, each layer can be toggled on or off."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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));"
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       "\n",
       "\n",
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       "\n",
       "  <div class=\"bk-root\" id=\"32e132a7-91da-4f5b-a682-9fab231321fc\" data-root-id=\"5858\"></div>\n"
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     "metadata": {},
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order\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"5908\",\"type\":\"Text\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"5878\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"orange\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"b\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"5891\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"5892\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"5895\",\"type\":\"HoverTool\"},{\"attributes\":{\"data_source\":{\"id\":\"5883\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5885\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"5887\",\"type\":\"CDSView\"}},\"id\":\"5886\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"5858\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"a9645425-83bb-4b65-b2e4-00fed5d7998c\",\"roots\":{\"5858\":\"32e132a7-91da-4f5b-a682-9fab231321fc\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "5858"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None)\n",
    "    .add_source(geohashes, label='a', order=range(len(geohashes)))\n",
    "    .add_source(wkts, label='b')\n",
    "    .prepare_plot(plot_width=400, map_type='carto_light')\n",
    "    .add_layer('a', 'MultiPolygons', fill_color='yellow', line_color='black', alpha=0.5, legend='geohash layer')\n",
    "    .add_layer('b', 'MultiPolygons', fill_color='orange', line_color='black', alpha=0.5, legend='neighborhood layer')\n",
    "    .add_path('a', 'order', tooltips=None, line_width=3, line_color='grey', line_alpha=0.9, legend='path layer')\n",
    "    .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75, legend='circle layer')\n",
    "    .add_layer(\n",
    "        'a', 'Text', text='order', \n",
    "        text_color='white', text_font_size='10pt', text_align='center', text_baseline='middle', legend='text layer'\n",
    "    )\n",
    "    .render_plot('notebook', legend_orientation='vertical')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Widgets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `add_widget` method will create user interfaces to show only a selected portion of the data source at a time. Widgets are not yet compatible with the `add_path` method. Many widgets accept an `orientation` keyword that can stipulate whether the widget runs horizontally or vertically, and the `widget_location` keyword argument in the `render_plot` method can stipulate whether the widgets appear above, below, to the left, or to the right of the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"2d47771d-9ee4-45eb-a542-be1ff7910c90\" data-root-id=\"6505\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"9eb2a60f-b177-4670-b932-afd98cf3e489\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"6500\",\"type\":\"Row\"},{\"id\":\"6501\",\"type\":\"Row\"},{\"id\":\"6502\",\"type\":\"Row\"},{\"id\":\"6503\",\"type\":\"Row\"},{\"id\":\"6504\",\"type\":\"Row\"}]},\"id\":\"6505\",\"type\":\"Column\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"6445\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"6414\",\"type\":\"CustomJS\"},{\"attributes\":{\"active\":[0,1],\"callback\":null,\"js_property_callbacks\":{\"change:active\":[{\"id\":\"6414\",\"type\":\"CustomJS\"}]},\"labels\":[\"dnrgrc\",\"dnrgrf\"],\"name\":\"CheckboxButtonGroup\"},\"id\":\"6413\",\"type\":\"CheckboxButtonGroup\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"6436\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null,\"icon\":null,\"js_property_callbacks\":{\"change:value\":[{\"id\":\"6324\",\"type\":\"CustomJS\"}]},\"label\":\"geohashes\",\"menu\":[\"dnrgrfh\",\"dnrgrf3\",\"dnrgrf4\",\"dnrgrfm\",\"dnrgrf5\",\"dnrgrf7\",\"dnrgrcu\",\"dnrgrf2\",\"dnrgrcv\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfj\"],\"name\":\"Dropdown\",\"value\":\"dnrgrfh\",\"width\":100},\"id\":\"6323\",\"type\":\"Dropdown\"},{\"attributes\":{},\"id\":\"6470\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"6762\",\"type\":\"LinearScale\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"6355\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"6324\",\"type\":\"CustomJS\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"6441\",\"type\":\"MercatorTicker\"},{\"attributes\":{},\"id\":\"6247\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"filters\":[{\"id\":\"6325\",\"type\":\"CustomJSFilter\"}],\"source\":{\"id\":\"6355\",\"type\":\"ColumnDataSource\"}},\"id\":\"6326\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"6446\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"6435\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"6436\",\"type\":\"MercatorTicker\"}},\"id\":\"6437\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"6440\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"6419\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"6461\",\"type\":\"Range1d\"},{\"attributes\":{\"args\":{\"reference\":\"uid\",\"source\":{\"id\":\"6355\",\"type\":\"ColumnDataSource\"},\"widget\":{\"id\":\"6323\",\"type\":\"Dropdown\"}},\"code\":\"\\n        var indices = [];\\n        for (var i = 0; i <= source.data[reference].length; i++){\\n            if (source.data[reference][i] == widget.value) {\\n                indices.push(i)\\n            }\\n        }\\n        return indices;\\n    \"},\"id\":\"6325\",\"type\":\"CustomJSFilter\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"6418\",\"type\":\"Range1d\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"6435\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"children\":[{\"id\":\"6272\",\"type\":\"Row\"},{\"id\":\"6321\",\"type\":\"Row\"}]},\"id\":\"6500\",\"type\":\"Row\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"6427\",\"type\":\"WheelZoomTool\"},{\"id\":\"6428\",\"type\":\"ResetTool\"},{\"id\":\"6429\",\"type\":\"PanTool\"},{\"id\":\"6430\",\"type\":\"TapTool\"},{\"id\":\"6448\",\"type\":\"HoverTool\"}]},\"id\":\"6431\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"6256\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"text\":\"CheckboxButtonGroup Widget\"},\"id\":\"6417\",\"type\":\"Title\"},{\"attributes\":{\"args\":{\"reference\":\"gh6\",\"source\":{\"id\":\"6445\",\"type\":\"ColumnDataSource\"},\"widget\":{\"id\":\"6413\",\"type\":\"CheckboxButtonGroup\"}},\"code\":\"\\n        var indices = [];\\n        var results = [];\\n\\n        for (var i = 0; i < widget.active.length; i++)\\n            results.push(widget.labels[widget.active[i]]);\\n\\n        for (var i = 0; i < source.data[reference].length; i++){\\n            var value_string = source.data[reference][i].toString()\\n            if (results.includes(value_string)) {\\n                indices.push(i)\\n            }\\n        }\\n        return indices;\\n    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Widget\"},\"id\":\"6327\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"6378\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"6257\",\"type\":\"LinearAxis\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"6262\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"6245\",\"type\":\"TileRenderer\"},{\"id\":\"6267\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"6237\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"6251\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"6238\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"6762\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"6239\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"6763\",\"type\":\"LinearScale\"}},\"id\":\"6240\",\"type\":\"Plot\"},{\"attributes\":{\"filters\":[{\"id\":\"6366\",\"type\":\"CustomJSFilter\"}],\"source\":{\"id\":\"6396\",\"type\":\"ColumnDataSource\"}},\"id\":\"6367\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"6781\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"6370\",\"type\":\"Range1d\"},{\"attributes\":{\"args\":{\"reference\":\"number\",\"source\":{\"id\":\"6306\",\"type\":\"ColumnDataSource\"},\"widget\":{\"id\":\"6274\",\"type\":\"RangeSlider\"}},\"code\":\"\\n        var indices = [];\\n        if (widget.step % 1 === 0){\\n            var lower = Math.trunc(widget.value[0])\\n            var upper = Math.trunc(widget.value[1])\\n        } else {\\n            var lower = widget.value[0]\\n            var upper = widget.value[1]        \\n        }\\n        for (var i = 0; i <= source.data[reference].length; i++){\\n            var value = source.data[reference][i]\\n            if (value >= lower) {\\n                if (value <= upper) {\\n                    indices.push(i)\\n                }\\n            }\\n        }\\n        return indices;\\n    \"},\"id\":\"6276\",\"type\":\"CustomJSFilter\"},{\"attributes\":{\"tile_source\":{\"id\":\"6375\",\"type\":\"WMTSTileSource\"}},\"id\":\"6376\",\"type\":\"TileRenderer\"},{\"attributes\":{},\"id\":\"6782\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"6238\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"6279\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"6783\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"6388\",\"type\":\"LinearAxis\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"6393\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"6376\",\"type\":\"TileRenderer\"},{\"id\":\"6398\",\"type\":\"GlyphRenderer\"},{\"id\":\"6402\",\"type\":\"GlyphRenderer\"},{\"id\":\"6406\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"6368\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"6382\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"6369\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"6771\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"6370\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"6772\",\"type\":\"LinearScale\"}},\"id\":\"6371\",\"type\":\"Plot\"},{\"attributes\":{\"filters\":[{\"id\":\"6276\",\"type\":\"CustomJSFilter\"}],\"source\":{\"id\":\"6306\",\"type\":\"ColumnDataSource\"}},\"id\":\"6277\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"6381\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"6784\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"children\":[{\"id\":\"6320\",\"type\":\"WidgetBox\"},{\"id\":\"6281\",\"type\":\"Plot\"}]},\"id\":\"6321\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"6785\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"6369\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"6312\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"6313\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"6786\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"6380\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"6787\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"6306\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6315\",\"type\":\"Text\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"6277\",\"type\":\"CDSView\"}},\"id\":\"6316\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"6375\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"6396\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"6365\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"6788\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"6356\",\"type\":\"MultiPolygons\"},{\"attributes\":{},\"id\":\"6789\",\"type\":\"Selection\"},{\"attributes\":{\"children\":[{\"id\":\"6453\",\"type\":\"Spacer\"},{\"id\":\"6452\",\"type\":\"Column\"}]},\"id\":\"6454\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"6790\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"name\":\"a\",\"text\":{\"field\":\"number\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"6315\",\"type\":\"Text\"},{\"attributes\":{\"width\":100},\"id\":\"6453\",\"type\":\"Spacer\"},{\"attributes\":{\"callback\":null,\"data\":{\"gh6\":[\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\"],\"number\":[0,1,2,3,4,5,6,7,8,9,10,11],\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"xsp\":[-8766792.085112,-8767403.581338,-8767097.833225,-8767097.833225,-8766944.959168,-8767403.581338,-8766944.959168,-8767556.455395,-8766944.959168,-8766792.085112,-8766792.085112,-8767250.707281],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]],\"ysp\":[4264984.773495,4264984.773495,4264984.773495,4264796.430026,4264984.773495,4264796.430026,4264796.430026,4264984.773495,4264608.089806,4264796.430026,4264608.089806,4264796.430026]},\"selected\":{\"id\":\"6785\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"6786\",\"type\":\"UnionRenderers\"}},\"id\":\"6396\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"children\":[{\"id\":\"6413\",\"type\":\"CheckboxButtonGroup\"}]},\"id\":\"6451\",\"type\":\"WidgetBox\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.75},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.75},\"line_color\":{\"value\":\"blue\"},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"6311\",\"type\":\"Circle\"},{\"attributes\":{\"children\":[{\"id\":\"6274\",\"type\":\"RangeSlider\"}]},\"id\":\"6320\",\"type\":\"WidgetBox\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"6316\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"6317\",\"type\":\"HoverTool\"},{\"attributes\":{\"text\":\"CheckboxGroup Widget\"},\"id\":\"6237\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"6306\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6311\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"6277\",\"type\":\"CDSView\"}},\"id\":\"6312\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":11,\"format\":\"0\",\"js_property_callbacks\":{\"change:value\":[{\"id\":\"6365\",\"type\":\"CustomJS\"}]},\"name\":\"Slider\",\"orientation\":\"vertical\",\"start\":0,\"tooltips\":false,\"value\":0,\"width\":50},\"id\":\"6364\",\"type\":\"Slider\"},{\"attributes\":{\"children\":[{\"id\":\"6451\",\"type\":\"WidgetBox\"},{\"id\":\"6420\",\"type\":\"Plot\"}]},\"id\":\"6452\",\"type\":\"Column\"},{\"attributes\":{\"text\":\"Slider Widget\"},\"id\":\"6368\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"6379\",\"type\":\"ResetTool\"}],\"root_ids\":[\"6505\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"9eb2a60f-b177-4670-b932-afd98cf3e489\",\"roots\":{\"6505\":\"2d47771d-9ee4-45eb-a542-be1ff7910c90\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "6505"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import output_notebook, show\n",
    "from bokeh.layouts import Row, Spacer, layout\n",
    "\n",
    "widgets = ['CheckboxGroup', 'RangeSlider', 'Dropdown', 'Slider', 'CheckboxButtonGroup', 'RadioButtonGroup']\n",
    "plot_list = list()\n",
    "row = list()\n",
    "for widget_type in widgets:\n",
    "    widget_position = 'left'\n",
    "    if widget_type in ('CheckboxGroup', 'Dropdown'): # many text values\n",
    "        reference = 'uid'\n",
    "    elif widget_type in ('CheckboxButtonGroup', 'RadioButtonGroup'): # few text values\n",
    "        reference = 'gh6'\n",
    "        widget_position = 'above'\n",
    "    elif widget_type in ('Slider', 'RangeSlider'): # numeric values\n",
    "        reference = 'number'\n",
    "    gp = (\n",
    "        Theto(api_key=None, precision=6)\n",
    "        .add_source(\n",
    "            geohashes, label='a', \n",
    "            uid=geohashes, number=list(range(len(geohashes))), gh6=[x[:6] for x in geohashes]\n",
    "        )\n",
    "        .add_widget(source_label='a', widget_type=widget_type, reference=reference)\n",
    "        .prepare_plot(plot_width=250, map_type='carto_light', title='{} Widget'.format(widget_type))\n",
    "        .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    )\n",
    "    if widget_type in ('Slider', 'RangeSlider'):\n",
    "        gp = (\n",
    "            gp\n",
    "            .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "            .add_layer(\n",
    "                'a', 'Text', text='number', text_color='white', text_font_size='10pt', \n",
    "                text_align='center', text_baseline='middle'\n",
    "            )\n",
    "        )\n",
    "        \n",
    "    p = gp.render_plot('object', widget_position=widget_position)\n",
    "    \n",
    "    # IGNORE EVERYTHING PAST THIS POINT\n",
    "    # It's just here to ensure a decent looking layout for this particular set of plots\n",
    "    \n",
    "    if widget_position == 'above':\n",
    "        p = Row(children=[Spacer(width=100), p])\n",
    "    row.append(p)\n",
    "    if len(row) == 2:\n",
    "        plot_list.append(row)\n",
    "        row = list()\n",
    "\n",
    "n = 1\n",
    "i = n\n",
    "while i < len(plot_list):\n",
    "    plot_list.insert(i, [Spacer(height=25)])\n",
    "    i += (n+1)\n",
    "        \n",
    "show(layout(plot_list))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default behavior is to assign only one widget per plot. It is possible to combine multiple widgets for a single plot, but that requires some custom javascript, which must be passed to the `add_widget` call. The `widget_name` passed to `add_widget` needs to be the name of the widget in the custom javascript."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b477e483-7941-4262-86bd-1461f7146c95\" data-root-id=\"7071\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"8ab2e5d8-a129-453f-b058-5f4467e2a9e2\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"7070\",\"type\":\"WidgetBox\"},{\"id\":\"7031\",\"type\":\"Plot\"}]},\"id\":\"7071\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"7358\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"7047\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"7027\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"7038\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"7051\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"7360\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"7048\",\"type\":\"LinearAxis\"}],\"frame_height\":350,\"frame_width\":350,\"left\":[{\"id\":\"7053\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"7036\",\"type\":\"TileRenderer\"},{\"id\":\"7058\",\"type\":\"GlyphRenderer\"},{\"id\":\"7062\",\"type\":\"GlyphRenderer\"},{\"id\":\"7066\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"7028\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"7042\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"7029\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"7358\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"7030\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"7359\",\"type\":\"LinearScale\"}},\"id\":\"7031\",\"type\":\"Plot\"},{\"attributes\":{\"active\":[0,1],\"callback\":null,\"js_property_callbacks\":{\"change:active\":[{\"id\":\"7027\",\"type\":\"CustomJS\"}]},\"labels\":[\"dnrgrc\",\"dnrgrf\"],\"name\":\"CheckboxButtonGroup\"},\"id\":\"7026\",\"type\":\"CheckboxButtonGroup\"},{\"attributes\":{\"text\":\"Combined Widgets\"},\"id\":\"7028\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"7040\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"7361\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"7035\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"7038\",\"type\":\"WheelZoomTool\"},{\"id\":\"7039\",\"type\":\"ResetTool\"},{\"id\":\"7040\",\"type\":\"PanTool\"},{\"id\":\"7041\",\"type\":\"TapTool\"},{\"id\":\"7059\",\"type\":\"HoverTool\"},{\"id\":\"7063\",\"type\":\"HoverTool\"},{\"id\":\"7067\",\"type\":\"HoverTool\"}]},\"id\":\"7042\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"7030\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"7039\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"gh6\":[\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\"],\"number\":[0,1,2,3,4,5,6,7,8,9,10,11],\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"xsp\":[-8766792.085112,-8767403.581338,-8767097.833225,-8767097.833225,-8766944.959168,-8767403.581338,-8766944.959168,-8767556.455395,-8766944.959168,-8766792.085112,-8766792.085112,-8767250.707281],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]],\"ysp\":[4264984.773495,4264984.773495,4264984.773495,4264796.430026,4264984.773495,4264796.430026,4264796.430026,4264984.773495,4264608.089806,4264796.430026,4264608.089806,4264796.430026]},\"selected\":{\"id\":\"7360\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"7361\",\"type\":\"UnionRenderers\"}},\"id\":\"7056\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"7041\",\"type\":\"TapTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7058\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7059\",\"type\":\"HoverTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7066\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7067\",\"type\":\"HoverTool\"},{\"attributes\":{\"active\":[0,1,2,3,4,5,6,7,8,9,10,11],\"callback\":null,\"js_property_callbacks\":{\"change:active\":[{\"id\":\"7021\",\"type\":\"CustomJS\"}]},\"labels\":[\"dnrgrfh\",\"dnrgrf3\",\"dnrgrf4\",\"dnrgrfm\",\"dnrgrf5\",\"dnrgrf7\",\"dnrgrcu\",\"dnrgrf2\",\"dnrgrcv\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfj\"],\"name\":\"CheckboxGroup\",\"width\":90},\"id\":\"7020\",\"type\":\"CheckboxGroup\"},{\"attributes\":{},\"id\":\"7359\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"7057\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"filters\":[{\"id\":\"7022\",\"type\":\"CustomJSFilter\"}],\"source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"}},\"id\":\"7023\",\"type\":\"CDSView\"},{\"attributes\":{\"args\":{\"CheckboxButtonGroup\":{\"id\":\"7026\",\"type\":\"CheckboxButtonGroup\"},\"CheckboxButtonGroup_ref\":\"gh6\",\"CheckboxGroup\":{\"id\":\"7020\",\"type\":\"CheckboxGroup\"},\"CheckboxGroup_ref\":\"uid\",\"RangeSlider\":{\"id\":\"7024\",\"type\":\"RangeSlider\"},\"RangeSlider_ref\":\"number\",\"source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\nvar indices = [];\\nvar CheckboxGroup_results = [];\\nvar CheckboxButtonGroup_results = [];\\n\\nif (RangeSlider.step % 1 === 0){\\n    var lower = Math.trunc(RangeSlider.value[0])\\n    var upper = Math.trunc(RangeSlider.value[1])\\n} else {\\n    var lower = RangeSlider.value[0]\\n    var upper = RangeSlider.value[1]        \\n}\\n\\nfor (var i = 0; i < CheckboxGroup.active.length; i++)\\n    CheckboxGroup_results.push(CheckboxGroup.labels[CheckboxGroup.active[i]]);\\n\\nfor (var i = 0; i < CheckboxButtonGroup.active.length; i++)\\n    CheckboxButtonGroup_results.push(CheckboxButtonGroup.labels[CheckboxButtonGroup.active[i]]);\\n\\nfor (var i = 0; i <= source.data[RangeSlider_ref].length; i++){\\n    var value = source.data[RangeSlider_ref][i]\\n    if (value >= lower) {\\n        if (value <= upper) {\\n            var value_string = source.data[CheckboxGroup_ref][i].toString()\\n            if (CheckboxGroup_results.includes(value_string)) {\\n                var value_string = source.data[CheckboxButtonGroup_ref][i].toString()\\n                if (CheckboxButtonGroup_results.includes(value_string)) {\\n                    indices.push(i)\\n                }\\n            }\\n        }\\n    }\\n}\\n\\nreturn indices;\\n\"},\"id\":\"7022\",\"type\":\"CustomJSFilter\"},{\"attributes\":{\"tile_source\":{\"id\":\"7035\",\"type\":\"WMTSTileSource\"}},\"id\":\"7036\",\"type\":\"TileRenderer\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7062\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7063\",\"type\":\"HoverTool\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"7046\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"7047\",\"type\":\"MercatorTicker\"}},\"id\":\"7048\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"7051\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"7052\",\"type\":\"MercatorTicker\"}},\"id\":\"7053\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7057\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7023\",\"type\":\"CDSView\"}},\"id\":\"7058\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"7025\",\"type\":\"CustomJS\"},{\"attributes\":{\"name\":\"a\",\"text\":{\"field\":\"number\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"7065\",\"type\":\"Text\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"7029\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.75},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.75},\"line_color\":{\"value\":\"blue\"},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"7061\",\"type\":\"Circle\"},{\"attributes\":{\"children\":[{\"id\":\"7020\",\"type\":\"CheckboxGroup\"},{\"id\":\"7024\",\"type\":\"RangeSlider\"},{\"id\":\"7026\",\"type\":\"CheckboxButtonGroup\"}]},\"id\":\"7070\",\"type\":\"WidgetBox\"},{\"attributes\":{\"callback\":null,\"end\":11,\"format\":\"0\",\"js_property_callbacks\":{\"change:value\":[{\"id\":\"7025\",\"type\":\"CustomJS\"}]},\"name\":\"RangeSlider\",\"orientation\":\"vertical\",\"start\":0,\"tooltips\":false,\"value\":[0,11],\"width\":50},\"id\":\"7024\",\"type\":\"RangeSlider\"},{\"attributes\":{\"data_source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7061\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7023\",\"type\":\"CDSView\"}},\"id\":\"7062\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7065\",\"type\":\"Text\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7023\",\"type\":\"CDSView\"}},\"id\":\"7066\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"7056\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n            source.change.emit();\\n            console.log()\\n        \"},\"id\":\"7021\",\"type\":\"CustomJS\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"7052\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"7046\",\"type\":\"MercatorTickFormatter\"}],\"root_ids\":[\"7071\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"8ab2e5d8-a129-453f-b058-5f4467e2a9e2\",\"roots\":{\"7071\":\"b477e483-7941-4262-86bd-1461f7146c95\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "7071"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_js = '''\n",
    "var indices = [];\n",
    "var CheckboxGroup_results = [];\n",
    "var CheckboxButtonGroup_results = [];\n",
    "\n",
    "if (RangeSlider.step % 1 === 0){\n",
    "    var lower = Math.trunc(RangeSlider.value[0])\n",
    "    var upper = Math.trunc(RangeSlider.value[1])\n",
    "} else {\n",
    "    var lower = RangeSlider.value[0]\n",
    "    var upper = RangeSlider.value[1]        \n",
    "}\n",
    "\n",
    "for (var i = 0; i < CheckboxGroup.active.length; i++)\n",
    "    CheckboxGroup_results.push(CheckboxGroup.labels[CheckboxGroup.active[i]]);\n",
    "\n",
    "for (var i = 0; i < CheckboxButtonGroup.active.length; i++)\n",
    "    CheckboxButtonGroup_results.push(CheckboxButtonGroup.labels[CheckboxButtonGroup.active[i]]);\n",
    "\n",
    "for (var i = 0; i <= source.data[RangeSlider_ref].length; i++){\n",
    "    var value = source.data[RangeSlider_ref][i]\n",
    "    if (value >= lower) {\n",
    "        if (value <= upper) {\n",
    "            var value_string = source.data[CheckboxGroup_ref][i].toString()\n",
    "            if (CheckboxGroup_results.includes(value_string)) {\n",
    "                var value_string = source.data[CheckboxButtonGroup_ref][i].toString()\n",
    "                if (CheckboxButtonGroup_results.includes(value_string)) {\n",
    "                    indices.push(i)\n",
    "                }\n",
    "            }\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "return indices;\n",
    "'''\n",
    "\n",
    "widgets = ['CheckboxGroup', 'RangeSlider', 'CheckboxButtonGroup']\n",
    "\n",
    "gp = (\n",
    "    Theto(api_key=None, precision=6)\n",
    "    .add_source(\n",
    "        geohashes, label='a', \n",
    "        uid=geohashes, number=list(range(len(geohashes))), gh6=[x[:6] for x in geohashes]\n",
    "    )\n",
    ")\n",
    "\n",
    "for widget_type in widgets:\n",
    "    if widget_type in ('CheckboxGroup', 'Dropdown'):\n",
    "        reference = 'uid'\n",
    "    elif widget_type in ('CheckboxButtonGroup', 'RadioButtonGroup'):\n",
    "        reference = 'gh6'\n",
    "    elif widget_type in ('Slider', 'RangeSlider'):\n",
    "        reference = 'number'\n",
    "\n",
    "    gp = gp.add_widget(source_label='a', widget_type=widget_type, reference=reference, custom_js=custom_js)\n",
    "\n",
    "gp = (\n",
    "    gp\n",
    "    .prepare_plot(plot_width=350, map_type='carto_light', title='Combined Widgets'.format(widget_type))\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "    .add_layer(\n",
    "        'a', 'Text', text='number', text_color='white', text_font_size='10pt', \n",
    "        text_align='center', text_baseline='middle'\n",
    "    )\n",
    ")\n",
    "        \n",
    "gp.render_plot('notebook', widget_position='left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Animation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Theto can animate the action of a slider widget. When calling the `add_widget` method, list `widget_type` as \"Animation\". This will create a slider (and keyword arguments can be passed to specify that slider), as well as button that, when pressed, will reset the slider and cycle through each value in order. There are three reserved keywords for influencing the animation: `animation_label` determines the characters shown on the button (default, \"Start\"); `animation_button_type` can be ‘primary’ (blue, the default), ‘success’ (green), ‘warning’ (orange), ‘danger’ (red); animation_ms_delay specifies, in milliseconds, how much time to wait before cycling to the next slider value (default 500)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      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].firstChild.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",
       "  function register_renderer(events, OutputArea) {\n",
       "\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[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 60000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var 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",
       "    var el = document.getElementById(null);\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\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",
       "  };\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 60000;\n    root._bokeh_failed_load = false;\n  }\n\n  var 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    var el = document.getElementById(null);\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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  };\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b0925e6c-9397-4311-a3a9-8a88dabc00b2\" data-root-id=\"7450\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"332621b7-0f5b-4eb3-a0b0-866f8517774a\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"7449\",\"type\":\"WidgetBox\"},{\"id\":\"7410\",\"type\":\"Plot\"}]},\"id\":\"7450\",\"type\":\"Column\"},{\"attributes\":{\"children\":[{\"id\":\"7404\",\"type\":\"Button\"},{\"id\":\"7401\",\"type\":\"Slider\"}]},\"id\":\"7449\",\"type\":\"WidgetBox\"},{\"attributes\":{\"button_type\":\"primary\",\"callback\":null,\"icon\":null,\"js_event_callbacks\":{\"button_click\":[{\"id\":\"7405\",\"type\":\"CustomJS\"}]},\"label\":\"Start\"},\"id\":\"7404\",\"type\":\"Button\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"autohide\":true,\"tools\":[{\"id\":\"7417\",\"type\":\"WheelZoomTool\"},{\"id\":\"7418\",\"type\":\"ResetTool\"},{\"id\":\"7419\",\"type\":\"PanTool\"},{\"id\":\"7420\",\"type\":\"TapTool\"},{\"id\":\"7438\",\"type\":\"HoverTool\"},{\"id\":\"7442\",\"type\":\"HoverTool\"},{\"id\":\"7446\",\"type\":\"HoverTool\"}]},\"id\":\"7421\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7445\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7446\",\"type\":\"HoverTool\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n 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\"},\"id\":\"7402\",\"type\":\"CustomJS\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"7426\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"below\":[{\"id\":\"7427\",\"type\":\"LinearAxis\"}],\"frame_height\":500,\"frame_width\":500,\"left\":[{\"id\":\"7432\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"7415\",\"type\":\"TileRenderer\"},{\"id\":\"7437\",\"type\":\"GlyphRenderer\"},{\"id\":\"7441\",\"type\":\"GlyphRenderer\"},{\"id\":\"7445\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"7407\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"7421\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"7408\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"7742\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"7409\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"7743\",\"type\":\"LinearScale\"}},\"id\":\"7410\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"end\":4265107.2,\"start\":4264485.7},\"id\":\"7409\",\"type\":\"Range1d\"},{\"attributes\":{\"url\":\"https://cartodb-basemaps-4.global.ssl.fastly.net/light_all/{Z}/{X}/{Y}.png\"},\"id\":\"7414\",\"type\":\"WMTSTileSource\"},{\"attributes\":{},\"id\":\"7419\",\"type\":\"PanTool\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"7430\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"7744\",\"type\":\"Selection\"},{\"attributes\":{\"args\":{\"reference\":\"number\",\"source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"},\"widget\":{\"id\":\"7401\",\"type\":\"Slider\"}},\"code\":\"\\n 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\"},\"id\":\"7403\",\"type\":\"CustomJSFilter\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"7425\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"7426\",\"type\":\"MercatorTicker\"}},\"id\":\"7427\",\"type\":\"LinearAxis\"},{\"attributes\":{\"tile_source\":{\"id\":\"7414\",\"type\":\"WMTSTileSource\"}},\"id\":\"7415\",\"type\":\"TileRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"hatch_alpha\":{\"value\":0.5},\"line_alpha\":{\"value\":0.5},\"name\":\"a\",\"xs\":{\"field\":\"xsf\"},\"ys\":{\"field\":\"ysf\"}},\"id\":\"7436\",\"type\":\"MultiPolygons\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"7431\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"filters\":[{\"id\":\"7403\",\"type\":\"CustomJSFilter\"}],\"source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"}},\"id\":\"7406\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"end\":11,\"format\":\"0\",\"js_property_callbacks\":{\"change:value\":[{\"id\":\"7402\",\"type\":\"CustomJS\"}]},\"name\":\"Slider\",\"start\":0,\"tooltips\":false,\"value\":0},\"id\":\"7401\",\"type\":\"Slider\"},{\"attributes\":{\"text\":\"Simple animation\"},\"id\":\"7407\",\"type\":\"Title\"},{\"attributes\":{\"axis_line_alpha\":{\"value\":0.1},\"formatter\":{\"id\":\"7430\",\"type\":\"MercatorTickFormatter\"},\"major_label_text_alpha\":{\"value\":0.5},\"major_tick_line_alpha\":{\"value\":0.1},\"minor_tick_line_alpha\":{\"value\":0.1},\"ticker\":{\"id\":\"7431\",\"type\":\"MercatorTicker\"}},\"id\":\"7432\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"7743\",\"type\":\"LinearScale\"},{\"attributes\":{\"args\":{\"slider\":{\"id\":\"7401\",\"type\":\"Slider\"}},\"code\":\"\\n\\n            function sleep(ms) {\\n                return new Promise(resolve => setTimeout(resolve, ms));\\n            }\\n\\n            async function autoAdvance() {\\n\\n                slider.value = slider.start;\\n\\n                while (slider.value < slider.end) {\\n                    await sleep(500)\\n                    slider.value = slider.value + slider.step\\n                };\\n            }\\n\\n            autoAdvance();\\n        \"},\"id\":\"7405\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"7745\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"gh6\":[\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\",\"dnrgrc\",\"dnrgrf\"],\"number\":[0,1,2,3,4,5,6,7,8,9,10,11],\"raw_data\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"uid\":[\"dnrgrfm\",\"dnrgrf3\",\"dnrgrf7\",\"dnrgrf5\",\"dnrgrfk\",\"dnrgrf1\",\"dnrgrfh\",\"dnrgrf2\",\"dnrgrcu\",\"dnrgrfj\",\"dnrgrcv\",\"dnrgrf4\"],\"x_coord_point\":[-78.753433,-78.758926,-78.75618,-78.75618,-78.754807,-78.758926,-78.754807,-78.7603,-78.754807,-78.753433,-78.753433,-78.757553],\"xsf\":[[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8767021.396196576,-8767021.396196576,-8767174.270253146,-8767174.270253146,-8767021.396196576]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767327.144309716,-8767327.144309716,-8767480.018366287,-8767480.018366287,-8767327.144309716]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8767480.018366287,-8767480.018366287,-8767632.892422857,-8767632.892422857,-8767480.018366287]]],[[[-8766868.522140006,-8766868.522140006,-8767021.396196576,-8767021.396196576,-8766868.522140006]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8766715.648083434,-8766715.648083434,-8766868.522140006,-8766868.522140006,-8766715.648083434]]],[[[-8767174.270253146,-8767174.270253146,-8767327.144309716,-8767327.144309716,-8767174.270253146]]]],\"xsp\":[-8766792.085112,-8767403.581338,-8767097.833225,-8767097.833225,-8766944.959168,-8767403.581338,-8766944.959168,-8767556.455395,-8766944.959168,-8766792.085112,-8766792.085112,-8767250.707281],\"y_coord_point\":[35.740585,35.740585,35.740585,35.739212,35.740585,35.739212,35.739212,35.740585,35.737839,35.739212,35.737839,35.739212],\"ysf\":[[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264890.600948081,4265078.946041073,4265078.946041073,4264890.600948081,4264890.600948081]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]],[[[4264513.92050775,4264702.2591037145,4264702.2591037145,4264513.92050775,4264513.92050775]]],[[[4264702.2591037145,4264890.600948081,4264890.600948081,4264702.2591037145,4264702.2591037145]]]],\"ysp\":[4264984.773495,4264984.773495,4264984.773495,4264796.430026,4264984.773495,4264796.430026,4264796.430026,4264984.773495,4264608.089806,4264796.430026,4264608.089806,4264796.430026]},\"selected\":{\"id\":\"7744\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"7745\",\"type\":\"UnionRenderers\"}},\"id\":\"7435\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"name\":\"a\",\"text\":{\"field\":\"number\"},\"text_align\":\"center\",\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"10pt\"},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"7444\",\"type\":\"Text\"},{\"attributes\":{\"callback\":null},\"id\":\"7420\",\"type\":\"TapTool\"},{\"attributes\":{\"data_source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7436\",\"type\":\"MultiPolygons\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7406\",\"type\":\"CDSView\"}},\"id\":\"7437\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7440\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7406\",\"type\":\"CDSView\"}},\"id\":\"7441\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":-8766669.8,\"start\":-8767678.8},\"id\":\"7408\",\"type\":\"Range1d\"},{\"attributes\":{\"data_source\":{\"id\":\"7435\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7444\",\"type\":\"Text\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"7406\",\"type\":\"CDSView\"}},\"id\":\"7445\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"7417\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"7425\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.75},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.75},\"line_color\":{\"value\":\"blue\"},\"name\":\"a\",\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"xsp\"},\"y\":{\"field\":\"ysp\"}},\"id\":\"7440\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7437\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7438\",\"type\":\"HoverTool\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7441\",\"type\":\"GlyphRenderer\"}],\"tooltips\":null},\"id\":\"7442\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"7418\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"7742\",\"type\":\"LinearScale\"}],\"root_ids\":[\"7450\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"332621b7-0f5b-4eb3-a0b0-866f8517774a\",\"roots\":{\"7450\":\"b0925e6c-9397-4311-a3a9-8a88dabc00b2\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        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": "7450"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    Theto(api_key=None, precision=6)\n",
    "    .add_source(\n",
    "        geohashes, label='a', \n",
    "        uid=geohashes, number=list(range(len(geohashes))), gh6=[x[:6] for x in geohashes]\n",
    "    )\n",
    "    .add_widget(\n",
    "        source_label='a', widget_type='Animation', reference='number', orientation='horizontal', width=None,\n",
    "        animation_label='Start', animation_button_type='primary', animation_ms_delay=500\n",
    "    )\n",
    "    .prepare_plot(plot_width=500, map_type='carto_light', title='Simple animation')\n",
    "    .add_layer('a', fill_color='yellow', line_color='black', alpha=0.5)\n",
    "    .add_layer('a', 'Circle', color='blue', size=20, alpha=0.75)\n",
    "    .add_layer(\n",
    "        'a', 'Text', text='number', text_color='white', text_font_size='10pt', \n",
    "        text_align='center', text_baseline='middle'\n",
    "    )\n",
    "    .render_plot('notebook', widget_position='above')\n",
    ")\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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