test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import bokeh as bk\n",
    "\n",
    "\n",
    "# you might not have bokeh installed. fix that.\n",
    "from bokeh.plotting import figure, show, output_file, output_notebook\n",
    "from bokeh.models import *\n",
    "\n",
    "import geopandas as gpd\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot a single series of numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    100\n",
       "1    200\n",
       "2    201\n",
       "3    205\n",
       "4    280\n",
       "5    350\n",
       "dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series([100,200,201,205,280,350])\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114149da0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From a CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'title',\n",
       " 'label',\n",
       " 'latintoponym',\n",
       " 'pleiades',\n",
       " 'welchid',\n",
       " 'golvinid',\n",
       " 'buildingtype',\n",
       " 'chronogroup',\n",
       " 'secondcentury',\n",
       " 'capacity',\n",
       " 'modcountry',\n",
       " 'romanregion',\n",
       " 'arenamajor',\n",
       " 'arenaminor',\n",
       " 'extmajor',\n",
       " 'extminor',\n",
       " 'exteriorheight',\n",
       " 'longitude',\n",
       " 'latitude',\n",
       " 'elevation']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ramphs_df = pd.read_csv('http://sebastianheath.com/roman-amphitheaters/roman-amphitheaters.csv')\n",
    "list(ramphs_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"5b63eac5-8185-4282-81c9-79e3899220fd\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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 !== undefined) {\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 element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\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(\"5b63eac5-8185-4282-81c9-79e3899220fd\");\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) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"5b63eac5-8185-4282-81c9-79e3899220fd\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5b63eac5-8185-4282-81c9-79e3899220fd' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"5b63eac5-8185-4282-81c9-79e3899220fd\")).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"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(\"5b63eac5-8185-4282-81c9-79e3899220fd\");\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) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"5b63eac5-8185-4282-81c9-79e3899220fd\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5b63eac5-8185-4282-81c9-79e3899220fd' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"5b63eac5-8185-4282-81c9-79e3899220fd\")).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"71feb8ba-422f-4145-a5bf-360a62d2a0fc\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
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       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Assisi\",\"Amphitheater at Durr\\u00ebs\",\"Amphitheater at Lambaesis\",\"Amphitheater at Mactaris\",\"Amphitheater at Cirencester\",\"Amphitheater at Vindonissa\",\"Small Amphitheater at Thysdrus\",\"Amphitheater at Thysdrus\",\"Amphitheater Fr\\u00e9jus\",\"Amphitheater at Gortyn\",\"Amphitheater at Leptiminus\",\"Amphitheater at Micia\",\"Amphitheater at Gemellae\",\"Amphitheater at Cherchell\",\"Amphitheater at Pula\",\"Amphitheater at Carmona\",\"Amphitheater at Caesarea\",\"Amphitheater at Pergamum\",\"Amphitheater at Anazarbus\",\"Amphitheater at Antioch\",\"Amphitheater at Cyzicus\",\"Amphitheater at Sabratha\",\"Amphitheater at Salamis\",\"Amphitheater at Paphos\",\"Amphitheater at Carmarthen\",\"Amphitheater at Caerwent\",\"Amphitheater at Tomen y Mur\",\"Amphitheater at Thaenae\",\"Amphitheater at Sbeitla\",\"Amphitheater at Theveste\",\"Amphitheater at Trier\",\"Amphitheater at Susa\",\"Amphitheater at Ivrea\",\"Amphitheater at Bararus\",\"Amphitheater at Castra Albana\",\"Amphitheater at Sophia\",\"Amphitheater at Ptolemais\",\"Amphitheater at Toulouse\",\"Amphitheater at Caparra\",\"Amphitheater at Cordoba\",\"Amphitheater at Lillebonne\",\"Amphitheater at Besan\\u00e7on\",\"Amphitheater at Limoges\",\"Amphitheater at Poitiers\",\"Amphitheater at Reims\",\"Amphitheater at Rodez\",\"Amphitheater at Milan\",\"Amphitheater at Aquileia\",\"Amphitheater at Padua\",\"Amphitheater at Lecce\",\"Amphitheater at Termini Imerese\",\"Amphitheater at San Benedetto dei Marsi\",\"Amphitheater at Monteleone\",\"Amphitheater at Bolsena\",\"Amphitheater at Ancona\",\"Amphitheater at Ascoli Picenum\",\"Amphitheater at Benevento\",\"Amphitheater at Calvi Risorta\",\"Amphitheater at San Vittorino\",\"Amphitheater at B\\u00e9ziers\",\"Amphitheater at Agen\",\"Amphitheater at Narbonne\",\"Amphitheater at Amiens\",\"Amphitheater at Meaux\",\"Amphitheater at Chartres\",\"Amphitheater at Senlis\",\"Amphitheater at Tours\",\"Amphitheater at Caistor Saint Edmund\",\"Republican Amphitheater at Capua\",\"Imperial Amphitheater at Capua\",\"Amphitheater at Literno\",\"Amphitheater at Nole\",\"Amphitheater at Silchester\",\"Amphitheater at Dorchester / Maumbury Henge\",\"Amphitheater at Braga\",\"Amphitheater at Sisapo\",\"Amphitheater at Le\\u00f3n\",\"Amphitheater at Autun\",\"Amphitheater at Xanten\",\"Amphitheater at Arnsburg\",\"Amphitheater at Ierapetra\",\"Amphitheater at K\\u00fcnzing\",\"Amphitheater at Nocera Superiore\",\"Amphitheater at Bobadela\",\"Amphitheater at Sopron\",\"Amphitheater at Nyon\",\"Amphitheater at Bern\",\"Amphitheater at \\u201cDambach\\u201d\",\"Amphitheater at Burnum\",\"Amphitheater at Gleisdorf\",\"Amphitheater at Skikda\",\"Amphitheater at Bosra\",\"Possible Amphitheater at Palmyra\",\"Amphitheater at Saint Marcel\",\"Amphitheater at Metz\",\"Half Amphitheater at Grand\",\"Amphitheater at Albegna\",\"Amphitheater at Aquino\",\"Amphitheater at Bourges\",\"Amphitheater at Chassenon\",\"Amphitheater at Drevant\",\"Amphitheater at Seressi\",\"Amphitheater at Chemtou\",\"Amphitheater at Bekalta\",\"Amphitheater at Sidi bou Arkoub\",\"Private Amphitheater at Genzano\",\"Amphitheater at Ain Hedjah\",\"Amphitheater at Utica\",\"Amphitheater at Thuburbo Minus\",\"Amphitheater at Henchir el Kasbat\",\"Amphitheater at Espejo\",\"Amphitheater at Henchir Zembra\",\"Amphitheater at Botria\",\"Amphitheater at Tipasa\",\"Amphitheater at Bulla Regia\",\"Amphitheater at Pupput\",\"Amphitheater at Sicca Veneria\",\"Amphitheater at Thibari\",\"Oval Structure at Portus\",\"Gallo-Roman Amphitheater at Montbouy\",\"Amphitheater of Statilius Taurus\",\"Amphitheater at Hisarya\",\"Amphitheater at Mesarfelta\",\"Amphitheater at Tigava Castra\",\"Amphitheater at Carpis\",\"Amphitheater at Altinum\",\"Amphitheater at Augusta Benniorum\",\"Amphitheater at Aosta\",\"Amphitheater at Falerii Novi\",\"Amphitheater at Rimini\",\"Amphitheater at Imola\",\"Amphitheater at Venosa\",\"Amphitheater at Teramo\",\"Amphitheater at Velleia\",\"Amphitheater at Ordona\",\"Amphitheater at Bevagna\",\"Amphitheater at Minturno\",\"Amphitheater at Sinuessa\",\"Late Roman Amphitheater at Aphrodisas\",\"Djerba Amphitheater\",\"Zagarolo Ludus\",\"Tusculum Amphitheater\",\"Forum Novum Amphitheater\",\"Todi Amphitheater\",\"Terni Amphitheater\",\"Spoleto Amphitheater\",\"Aquae Neri Amphitheater\",\"Aurelium Commodianum Amphitheater\",\"Jebel Moraba Amphitheater\",\"Falerone Amphitheater\",\"Fermo Amphitheater\",\"Frosinone Amphitheater\",\"Rugge Amphitheater\",\"Egnazia Amphitheater\",\"Canosa Amphitheater\",\"Siponto Amphitheater\",\"Chieti Amphitheater\",\"Amphitheater at Teano\",\"Henchir Douama Amphitheater\",\"Ain Tounga Amphitheater\",\"Aleria Amphitheater\",\"Volterra Amphitheater\",\"Amphitheater at Vasto\",\"Amphitheater at Suasa\",\"Amphitheater at Pollenzo\",\"Amphitheater at Vercelli\",\"Amphitheater at San Giovanni in Carico\",\"Amphitheater at Megiddo\",\"Amphitheater at Suessa Arunca\",\"Amphitheater at Altripalda\",\"Amphitheater at Compsa\",\"Amphitheater at York\",\"Amphitheater at Barcelona\",\"Amphitheater at Istanbul\",\"Amphitheater at Chichester\",\"Amphitheater at Reggio Emilia\",\"Amphitheater at 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79b026f\",\"type\":\"Toolbar\"},\"toolbar_location\":\"below\",\"x_range\":{\"id\":\"6c0fb561-6ee1-401a-a700-f42034bc2c43\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"637186f5-a8f4-4bee-89a9-3c85b57dcdff\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"9471453c-a5ca-41f6-bf36-ec6a2198f4bf\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"33cc0fd1-de42-427e-b902-cbebda73982d\",\"type\":\"LinearScale\"}},\"id\":\"a3c00db1-e4a7-4e31-aa9c-1fe60b355323\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"7ae393f4-7f3e-457c-b9b8-c1b13cbcf3c8\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":null,\"text\":\"Amphitheater 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Application\",\"version\":\"0.12.15\"}};\n",
       "  var render_items = [{\"docid\":\"74d47116-95f0-4f30-ac23-fe53dd79898e\",\"elementid\":\"71feb8ba-422f-4145-a5bf-360a62d2a0fc\",\"modelid\":\"a3c00db1-e4a7-4e31-aa9c-1fe60b355323\"}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "a3c00db1-e4a7-4e31-aa9c-1fe60b355323"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hover = HoverTool(tooltips=[(\"label\", \"@label\"),\n",
    "                            (\"region\",\"@romanregion\"),\n",
    "                            (\"major axis\",\"@extmajor\"),\n",
    "                            (\"minor axis\",\"@extminor\")])\n",
    "\n",
    "\n",
    "p = figure(title = \"Amphitheater Lengths\",\n",
    "           tools = [hover,BoxZoomTool(), ResetTool(),WheelZoomTool(), PanTool()],\n",
    "           toolbar_location=\"below\")\n",
    "\n",
    "p.circle('extmajor', 'extminor',\n",
    "          fill_alpha=0.2, size=10, source = ramphs_df)\n",
    "\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# output_file(\"bokeh.html\")\n",
    "\n",
    "show(p)"
   ]
  }
 ],
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   "display_name": "Python 3",
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