Py18.ipynb

{
 "cells": [
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   "cell_type": "markdown",
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   "source": [
    "---\n",
    "### Universidad de Costa Rica\n",
    "#### IE0405 - Modelos Probabilísticos de Señales y Sistemas\n",
    "---\n",
    "\n",
    "# `Py18` - *Grafiación avanzada con HTML (Con Bokeh)*\n",
    "\n",
    "> Bokeh es una librería de visualización interactiva para navegadores de internet modernos. Provee una construcción elegante y consisa de gráficos versátiles que soporta interacción de alto desempeño a través grandes grupos de datos. Bokeh es útil para cualquier persona cuyas intenciones de realizar rápidas y sencillas aplicaciones interactivas de gráficos, cuadros de mando y aplicaciones con datos.\n",
    "\n",
    "> **Nota 1**: Para usar la librería `bokeh`, primero la debe instalar en su computadora via `pip` usando el comando `pip install bokeh`\n",
    ">Si no tiene experiencia instalando paquetes via pip se recomienda ver este corto video: https://youtu.be/o6aOqkmrrb4\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utilizando Bokeh en Jupyter\n",
    "\n",
    "### *Impresión de gráficos*\n",
    "\n",
    "Para imprimir gráficos dentro de un documento clásico de Jupyter, se debe utilizar el comando `output_notebook()` de bokek.io, en lugar de (o junto con) el comando `output_file()` de bokeh.plotting ya que, este último únicamente abre una nueva ventana con la sesión interactiva de Bokeh.\n",
    "A continuación un ejemplo de lo mencionado:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"3214\">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 != 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",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      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(\"3214\");\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",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.0.min.js\": \"jtq3UzIrk2TfDZfSNGEN0ICKrRWmtzZSQm6i1Xnd3hY3UfU9m98vuEL7JUv7Iway\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.0.min.js\": \"rRlSZb4FImflqQNhKcvkZq8b+FqcNFxP9CmCO8Vgo9uNXe6wk6yNMlKMrXn+TjeM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.0.min.js\": \"MJyUmyL5f4wPlABPEp4CF5HzMeAPMvzucE8gEGNH15tAWgHFb2hsPNIEkva89XtP\"};\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",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\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.bokeh.org/bokeh/release/bokeh-2.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.0.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",
       "    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(\"3214\")).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(\"3214\");\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    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.0.min.js\": \"jtq3UzIrk2TfDZfSNGEN0ICKrRWmtzZSQm6i1Xnd3hY3UfU9m98vuEL7JUv7Iway\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.0.min.js\": \"rRlSZb4FImflqQNhKcvkZq8b+FqcNFxP9CmCO8Vgo9uNXe6wk6yNMlKMrXn+TjeM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.0.min.js\": \"MJyUmyL5f4wPlABPEp4CF5HzMeAPMvzucE8gEGNH15tAWgHFb2hsPNIEkva89XtP\"};\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      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\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.bokeh.org/bokeh/release/bokeh-2.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.0.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    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(\"3214\")).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": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.renderers.GlyphRenderer\">GlyphRenderer</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'3251', <span id=\"3264\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">data_source&nbsp;=&nbsp;ColumnDataSource(id='3248', ...),</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">glyph&nbsp;=&nbsp;Line(id='3249', ...),</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">hover_glyph&nbsp;=&nbsp;None,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">level&nbsp;=&nbsp;'glyph',</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">muted&nbsp;=&nbsp;False,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">muted_glyph&nbsp;=&nbsp;None,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">nonselection_glyph&nbsp;=&nbsp;Line(id='3250', ...),</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selection_glyph&nbsp;=&nbsp;None,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">view&nbsp;=&nbsp;CDSView(id='3252', ...),</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">x_range_name&nbsp;=&nbsp;'default',</div></div><div class=\"3263\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">y_range_name&nbsp;=&nbsp;'default')</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  var expanded = false;\n",
       "  var ellipsis = document.getElementById(\"3264\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    var rows = document.getElementsByClassName(\"3263\");\n",
       "    for (var i = 0; i < rows.length; i++) {\n",
       "      var el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "GlyphRenderer(id='3251', ...)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "# Preparación de los datos\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 2, 4, 5]\n",
    "\n",
    "output_notebook()\n",
    "# Creación de un nuevo gráfico con un título y etiqueta en los ejes\n",
    "p = figure(title=\"Simple línea de ejemplo\", x_axis_label='x', y_axis_label='y')\n",
    "\n",
    "#  Agregar una leyenda y definir el grosor de la línea\n",
    "p.line(x, y, legend_label=\"Datos.\", line_width=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"eb7765f0-9694-462b-b8fb-bdb88dce102f\" data-root-id=\"3215\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"946dd153-7134-44e8-b163-7e2b0b3293b6\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"3226\"}],\"center\":[{\"id\":\"3229\"},{\"id\":\"3233\"},{\"id\":\"3261\"}],\"left\":[{\"id\":\"3230\"}],\"renderers\":[{\"id\":\"3251\"}],\"title\":{\"id\":\"3216\"},\"toolbar\":{\"id\":\"3241\"},\"x_range\":{\"id\":\"3218\"},\"x_scale\":{\"id\":\"3222\"},\"y_range\":{\"id\":\"3220\"},\"y_scale\":{\"id\":\"3224\"}},\"id\":\"3215\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"3259\"},\"selection_policy\":{\"id\":\"3260\"}},\"id\":\"3248\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3227\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3234\",\"type\":\"PanTool\"},{\"attributes\":{\"text\":\"Simple l\\u00ednea de ejemplo\"},\"id\":\"3216\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3231\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"y\",\"formatter\":{\"id\":\"3255\"},\"ticker\":{\"id\":\"3231\"}},\"id\":\"3230\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3218\",\"type\":\"DataRange1d\"},{\"attributes\":{\"label\":{\"value\":\"Datos.\"},\"renderers\":[{\"id\":\"3251\"}]},\"id\":\"3262\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"3239\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"3222\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3250\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"3238\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"3248\"},\"glyph\":{\"id\":\"3249\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3250\"},\"selection_glyph\":null,\"view\":{\"id\":\"3252\"}},\"id\":\"3251\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"x\",\"formatter\":{\"id\":\"3257\"},\"ticker\":{\"id\":\"3227\"}},\"id\":\"3226\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3240\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3234\"},{\"id\":\"3235\"},{\"id\":\"3236\"},{\"id\":\"3237\"},{\"id\":\"3238\"},{\"id\":\"3239\"}]},\"id\":\"3241\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"3226\"},\"ticker\":null},\"id\":\"3229\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3257\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3224\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3249\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"3230\"},\"dimension\":1,\"ticker\":null},\"id\":\"3233\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"3248\"}},\"id\":\"3252\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3255\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3220\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3260\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3259\",\"type\":\"Selection\"},{\"attributes\":{\"items\":[{\"id\":\"3262\"}]},\"id\":\"3261\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"3237\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"3235\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3240\"}},\"id\":\"3236\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"3215\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"946dd153-7134-44e8-b163-7e2b0b3293b6\",\"root_ids\":[\"3215\"],\"roots\":{\"3215\":\"eb7765f0-9694-462b-b8fb-bdb88dce102f\"}}];\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": "3215"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para el siguiente ejemplo, se graficarán tres puntos en un gráfico con un tamaño previamente configurado, permitiendo la interacción con el mismo en el mismo notebook y asignando la figura a una variable para actualizarla más adelante en el código."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b2b757ad-db2f-4c5b-8d2d-898aabe27971\" data-root-id=\"4550\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"019eaf04-e0a6-4cca-8990-ec10fccf1aa4\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"4478\"},{\"id\":\"4514\"}]},\"id\":\"4550\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"4528\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"4509\"}},\"id\":\"4513\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4676\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"below\":[{\"id\":\"4487\"}],\"center\":[{\"id\":\"4490\"},{\"id\":\"4494\"}],\"left\":[{\"id\":\"4491\"}],\"min_border\":0,\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"4512\"}],\"title\":{\"id\":\"4659\"},\"toolbar\":{\"id\":\"4502\"},\"x_range\":{\"id\":\"4479\"},\"x_scale\":{\"id\":\"4483\"},\"y_range\":{\"id\":\"4481\"},\"y_scale\":{\"id\":\"4485\"}},\"id\":\"4478\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"4527\"},\"dimension\":1,\"ticker\":null},\"id\":\"4530\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"x\":[1,2,3],\"y\":[4,5,6]},\"selected\":{\"id\":\"4672\"},\"selection_policy\":{\"id\":\"4673\"}},\"id\":\"4509\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"text\":\"\"},\"id\":\"4659\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"4487\"},\"ticker\":null},\"id\":\"4490\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"4545\"}},\"id\":\"4549\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4535\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"4664\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"4509\"},\"glyph\":{\"id\":\"4510\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4511\"},\"selection_glyph\":null,\"view\":{\"id\":\"4513\"}},\"id\":\"4512\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4479\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4547\",\"type\":\"Square\"},{\"attributes\":{},\"id\":\"4515\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4501\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"4531\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4495\"},{\"id\":\"4496\"},{\"id\":\"4497\"},{\"id\":\"4498\"},{\"id\":\"4499\"},{\"id\":\"4500\"}]},\"id\":\"4502\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"4491\"},\"dimension\":1,\"ticker\":null},\"id\":\"4494\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"4545\"},\"glyph\":{\"id\":\"4546\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4547\"},\"selection_glyph\":null,\"view\":{\"id\":\"4549\"}},\"id\":\"4548\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4537\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"4481\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4532\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"4501\"}},\"id\":\"4497\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"4666\"},\"ticker\":{\"id\":\"4488\"}},\"id\":\"4487\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"4537\"}},\"id\":\"4533\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4485\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"4670\"},\"ticker\":{\"id\":\"4524\"}},\"id\":\"4523\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4498\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"4534\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"4495\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"4483\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"4673\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4675\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4511\",\"type\":\"Circle\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4546\",\"type\":\"Square\"},{\"attributes\":{\"formatter\":{\"id\":\"4668\"},\"ticker\":{\"id\":\"4528\"}},\"id\":\"4527\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4536\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4531\"},{\"id\":\"4532\"},{\"id\":\"4533\"},{\"id\":\"4534\"},{\"id\":\"4535\"},{\"id\":\"4536\"}]},\"id\":\"4538\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"4496\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"4661\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"4499\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"4492\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4666\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"4517\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4500\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"4519\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"4664\"},\"ticker\":{\"id\":\"4492\"}},\"id\":\"4491\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4668\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"4521\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4510\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"x\":[1,2,3],\"y\":[6,5,4]},\"selected\":{\"id\":\"4675\"},\"selection_policy\":{\"id\":\"4676\"}},\"id\":\"4545\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4524\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"4523\"}],\"center\":[{\"id\":\"4526\"},{\"id\":\"4530\"}],\"left\":[{\"id\":\"4527\"}],\"min_border\":0,\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"4548\"}],\"title\":{\"id\":\"4661\"},\"toolbar\":{\"id\":\"4538\"},\"x_range\":{\"id\":\"4515\"},\"x_scale\":{\"id\":\"4519\"},\"y_range\":{\"id\":\"4517\"},\"y_scale\":{\"id\":\"4521\"}},\"id\":\"4514\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4672\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"4488\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4670\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"4523\"},\"ticker\":null},\"id\":\"4526\",\"type\":\"Grid\"}],\"root_ids\":[\"4550\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"019eaf04-e0a6-4cca-8990-ec10fccf1aa4\",\"notebook_comms_target\":\"4677\",\"root_ids\":[\"4550\"],\"roots\":{\"4550\":\"b2b757ad-db2f-4c5b-8d2d-898aabe27971\"}}];\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": "4550"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.layouts import row\n",
    "from bokeh.io import push_notebook\n",
    "# Iniciamos definiendo las dimensiones de los gráficos en forma de diccionario para definir los parámetros\n",
    "dim = dict(plot_width = 250, plot_height = 250, min_border = 0)\n",
    "\n",
    "# Luego se crean las figuras con las dimensiones previstas:\n",
    "p1 = figure(**dim)\n",
    "r1 = p1.circle([1,2,3],[4,5,6], size = 20)\n",
    "# Para propósitos del ejemplo, se harán dos gráficos distintos\n",
    "p2 = figure(**dim)\n",
    "r2 = p2.square([1,2,3],[6,5,4], size = 15)\n",
    "\n",
    "# Se asigna este gráfico a una variable para poder actualizar los datos en una futura instancia\n",
    "t = show(row(p1,p2), notebook_handle = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Una vez asignada la figura a una variable, se pueden realizar modificaciones en el color y forma del gráfico referenciando esa misma figura y los cambios se aplicaran a esa misma figura, sin necesidad de imprimir el gráfico nuevamente. Por ejemplo, para actualizar el color de los cuadros a rojo, se utiliza el siguiente código:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Definimos el cambio que queremos aplicar\n",
    "r2.glyph.fill_color = \"red\"\n",
    "# Realizamos el cambio utilizando el comando push (como en GitHub)\n",
    "push_notebook(handle = t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para la interacción con el gráfico, existen herramientas útiles como el `HoverTool` de la función `bokeh.models`. Para ilustrar el uso de esta herramienta, se creará un gráfico con datos al azar (utilizando la librería `Numpy`) y diversos colores, con el cuál se podrá interactuar resaltando un único dato al seleccionarlo con el mouse. Este tipo de funcionalidad es útil cuando tenemos muchos datos y queremos explorar sus valores visualmente para su debida interpretación."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from bokeh.models import HoverTool\n",
    "\n",
    "# Definimos el número de puntos\n",
    "N = 1000\n",
    "# Creamos los puntos en x y en y\n",
    "x = np.random.random(size = N) * 100\n",
    "y = np.random.random(size = N) * 100\n",
    "# Com deseamos diversos tamaños de radios, creamos datos aleatorios para los puntos que representarán los datos\n",
    "radios = np.random.random(size = N) * 2\n",
    "# Lo mismo para los colores\n",
    "colores = [\"#%02x%02x%02x\" % (int(r), int(g), 150) for r, g in zip(20+2*x, 10+2*y)]\n",
    "\n",
    "# También podemos especificar cuáles herramientas queremos disponibles\n",
    "# en la figura. \n",
    "herramientas = \"crosshair, pan ,wheel_zoom, box_zoom, reset, tap, box_select, lasso_select\"\n",
    "\n",
    "# Una vez definidos los datos y las configuraciones, procedemos a crear la figura\n",
    "p = figure(tools = herramientas)\n",
    "# Configuramos la función de seleccionar con el mouse y definimos la información que queremos deplegar con sólo posicionar \n",
    "# el mouse sobre un punto. En este caso queremos conocer: El índice, las coordenadas, el radio del círculo y el número del color\n",
    "hover = HoverTool(tooltips =  [\n",
    "    (\"index\", \"$index\"),\n",
    "    (\"(x,y)\", \"($x, $y)\"),\n",
    "    (\"radius\", \"@radius\"),\n",
    "    (\"fill color\", \"$color[hex, swatch]:fill_color\"),\n",
    "], mode = \"vline\")\n",
    "p.add_tools(hover)\n",
    "r = p.circle(x,y, radius=radios, \n",
    "             fill_color=colores, fill_alpha=0.6, line_color=None, \n",
    "             hover_fill_color=\"black\", hover_fill_alpha=0.7, hover_line_color=None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"02ba0f67-e707-4586-92fb-d29266e49711\" data-root-id=\"7284\"></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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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"s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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]}},\"selected\":{\"id\":\"7517\"},\"selection_policy\":{\"id\":\"7518\"}},\"id\":\"7323\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"formatter\":{\"id\":\"7513\"},\"ticker\":{\"id\":\"7294\"}},\"id\":\"7293\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"7511\"},\"ticker\":{\"id\":\"7298\"}},\"id\":\"7297\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"7294\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"7301\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"7508\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"7298\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"7293\"},\"ticker\":null},\"id\":\"7296\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"7305\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7324\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"7309\"}},\"id\":\"7307\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"7517\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"7311\"}},\"id\":\"7308\",\"type\":\"LassoSelectTool\"}],\"root_ids\":[\"7284\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"d4fe4665-d5df-4307-aac4-8a327fb61278\",\"root_ids\":[\"7284\"],\"roots\":{\"7284\":\"02ba0f67-e707-4586-92fb-d29266e49711\"}}];\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": "7284"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Finalmente, definimos una variable para esta figura, para poder actualizarla más adelante\n",
    "target = show(p, notebook_hand = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### Más información\n",
    "\n",
    "* Para más información sobre las funciones disponibles de [bokeh](https://docs.bokeh.org/en/latest/docs/reference/0_bokeh.html)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**Universidad de Costa Rica**\n",
    "\n",
    "Facultad de Ingeniería\n",
    "\n",
    "Escuela de Ingeniería Eléctrica\n",
    "\n",
    "---"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}