5.Chapter5 Web 交互-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "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=\"2496\">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",
       "      }\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(\"2496\");\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",
       "  };var element = document.getElementById(\"2496\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2496' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.1.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\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(\"2496\")).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(\"2496\");\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  };var element = document.getElementById(\"2496\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2496' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.1.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\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(\"2496\")).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=\"6de4f362-6761-4698-89d8-b89b16ce2489\" data-root-id=\"2497\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"0de8a2ae-3fa0-4519-a303-9d28061fcf1a\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2506\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"2510\",\"type\":\"Grid\"},{\"id\":\"2515\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"2511\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2532\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2553\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2522\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2498\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"2502\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2500\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2504\",\"type\":\"LinearScale\"}},\"id\":\"2497\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"2558\",\"type\":\"BoxAnnotation\"}},\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2504\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2519\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2530\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2515\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2520\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2558\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2512\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2],\"y\":[3,4]},\"selected\":{\"id\":\"2560\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2559\",\"type\":\"UnionRenderers\"}},\"id\":\"2529\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"2500\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"2498\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2531\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"2559\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2507\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2516\",\"type\":\"PanTool\"},{\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"id\":\"2519\",\"type\":\"SaveTool\"},{\"id\":\"2520\",\"type\":\"ResetTool\"},{\"id\":\"2521\",\"type\":\"HelpTool\"}]},\"id\":\"2522\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2511\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2506\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"}},\"id\":\"2533\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2502\",\"type\":\"LinearScale\"},{\"attributes\":{\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2510\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2530\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2531\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2533\",\"type\":\"CDSView\"}},\"id\":\"2532\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2521\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2553\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2516\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2560\",\"type\":\"Selection\"}],\"root_ids\":[\"2497\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}};\n",
       "  var render_items = [{\"docid\":\"0de8a2ae-3fa0-4519-a303-9d28061fcf1a\",\"roots\":{\"2497\":\"6de4f362-6761-4698-89d8-b89b16ce2489\"}}];\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": "2497"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入库\n",
    "from bokeh.plotting import figure, output_notebook, show\n",
    "output_notebook()  # 在notebook中显示\n",
    "plot = figure()\n",
    "plot.circle([1,2], [3,4])\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出为HTML文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from bokeh.plotting import output_file\n",
    "output_file(\"my plot.html\", title=\"my plot html example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出为Html源码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.resources import CDN\n",
    "from bokeh.embed import file_html\n",
    "html = file_html(plot, CDN, \"my plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n\\n\\n\\n<!DOCTYPE html>\\n<html lang=\"en\">\\n  \\n  <head>\\n    \\n      <meta charset=\"utf-8\">\\n      <title>my plot</title>\\n      \\n      \\n        \\n          \\n        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\\n        \\n        \\n          \\n        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\\n        <script type=\"text/javascript\">\\n            Bokeh.set_log_level(\"info\");\\n        </script>\\n        \\n      \\n      \\n    \\n  </head>\\n  \\n  \\n  <body>\\n    \\n      \\n        \\n          \\n          \\n            \\n              <div class=\"bk-root\" id=\"df390b79-3dbd-4144-84b9-fd55c91bad6f\" data-root-id=\"2497\"></div>\\n            \\n          \\n        \\n      \\n      \\n        <script type=\"application/json\" id=\"2787\">\\n          {\"dcede056-1a5d-44d0-8d4a-573a3f7997ae\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2506\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"2510\",\"type\":\"Grid\"},{\"id\":\"2515\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"2511\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2532\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2553\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2522\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2498\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"2502\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2500\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2504\",\"type\":\"LinearScale\"}},\"id\":\"2497\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"2558\",\"type\":\"BoxAnnotation\"}},\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2504\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2519\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2530\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2515\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2520\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2558\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2512\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2],\"y\":[3,4]},\"selected\":{\"id\":\"2560\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2559\",\"type\":\"UnionRenderers\"}},\"id\":\"2529\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"2500\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"2498\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2531\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"2559\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2507\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2516\",\"type\":\"PanTool\"},{\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"id\":\"2519\",\"type\":\"SaveTool\"},{\"id\":\"2520\",\"type\":\"ResetTool\"},{\"id\":\"2521\",\"type\":\"HelpTool\"}]},\"id\":\"2522\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2511\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2506\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"}},\"id\":\"2533\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2502\",\"type\":\"LinearScale\"},{\"attributes\":{\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2510\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2530\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2531\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2533\",\"type\":\"CDSView\"}},\"id\":\"2532\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2521\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2553\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2516\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2560\",\"type\":\"Selection\"}],\"root_ids\":[\"2497\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}\\n        </script>\\n        <script type=\"text/javascript\">\\n          (function() {\\n            var fn = function() {\\n              Bokeh.safely(function() {\\n                (function(root) {\\n                  function embed_document(root) {\\n                    \\n                  var docs_json = document.getElementById(\\'2787\\').textContent;\\n                  var render_items = [{\"docid\":\"dcede056-1a5d-44d0-8d4a-573a3f7997ae\",\"roots\":{\"2497\":\"df390b79-3dbd-4144-84b9-fd55c91bad6f\"}}];\\n                  root.Bokeh.embed.embed_items(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);\\n              });\\n            };\\n            if (document.readyState != \"loading\") fn();\\n            else document.addEventListener(\"DOMContentLoaded\", fn);\\n          })();\\n        </script>\\n    \\n  </body>\\n  \\n</html>'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en\">\n",
       "  \n",
       "  <head>\n",
       "    \n",
       "      <meta charset=\"utf-8\">\n",
       "      <title>my plot</title>\n",
       "      \n",
       "      \n",
       "        \n",
       "          \n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
       "        \n",
       "        \n",
       "          \n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
       "        <script type=\"text/javascript\">\n",
       "            Bokeh.set_log_level(\"info\");\n",
       "        </script>\n",
       "        \n",
       "      \n",
       "      \n",
       "    \n",
       "  </head>\n",
       "  \n",
       "  \n",
       "  <body>\n",
       "    \n",
       "      \n",
       "        \n",
       "          \n",
       "          \n",
       "            \n",
       "              <div class=\"bk-root\" id=\"df390b79-3dbd-4144-84b9-fd55c91bad6f\" data-root-id=\"2497\"></div>\n",
       "            \n",
       "          \n",
       "        \n",
       "      \n",
       "      \n",
       "        <script type=\"application/json\" id=\"2787\">\n",
       "          {\"dcede056-1a5d-44d0-8d4a-573a3f7997ae\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2506\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"2510\",\"type\":\"Grid\"},{\"id\":\"2515\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"2511\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2532\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2553\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2522\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2498\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"2502\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2500\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2504\",\"type\":\"LinearScale\"}},\"id\":\"2497\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"2558\",\"type\":\"BoxAnnotation\"}},\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2504\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2519\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2530\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2515\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2520\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2558\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2512\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2],\"y\":[3,4]},\"selected\":{\"id\":\"2560\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2559\",\"type\":\"UnionRenderers\"}},\"id\":\"2529\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"2500\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"2498\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2531\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"2559\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2507\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2516\",\"type\":\"PanTool\"},{\"id\":\"2517\",\"type\":\"WheelZoomTool\"},{\"id\":\"2518\",\"type\":\"BoxZoomTool\"},{\"id\":\"2519\",\"type\":\"SaveTool\"},{\"id\":\"2520\",\"type\":\"ResetTool\"},{\"id\":\"2521\",\"type\":\"HelpTool\"}]},\"id\":\"2522\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"2555\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2512\",\"type\":\"BasicTicker\"}},\"id\":\"2511\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"2557\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2506\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"}},\"id\":\"2533\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2502\",\"type\":\"LinearScale\"},{\"attributes\":{\"ticker\":{\"id\":\"2507\",\"type\":\"BasicTicker\"}},\"id\":\"2510\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"2529\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2530\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2531\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2533\",\"type\":\"CDSView\"}},\"id\":\"2532\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2521\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2553\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2516\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2560\",\"type\":\"Selection\"}],\"root_ids\":[\"2497\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}\n",
       "        </script>\n",
       "        <script type=\"text/javascript\">\n",
       "          (function() {\n",
       "            var fn = function() {\n",
       "              Bokeh.safely(function() {\n",
       "                (function(root) {\n",
       "                  function embed_document(root) {\n",
       "                    \n",
       "                  var docs_json = document.getElementById('2787').textContent;\n",
       "                  var render_items = [{\"docid\":\"dcede056-1a5d-44d0-8d4a-573a3f7997ae\",\"roots\":{\"2497\":\"df390b79-3dbd-4144-84b9-fd55c91bad6f\"}}];\n",
       "                  root.Bokeh.embed.embed_items(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);\n",
       "              });\n",
       "            };\n",
       "            if (document.readyState != \"loading\") fn();\n",
       "            else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "          })();\n",
       "        </script>\n",
       "    \n",
       "  </body>\n",
       "  \n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "HTML(html) # jupyter中嵌入显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open(\"my plot2.html\", \"w\", encoding='utf-8') as f:\n",
    "    f.write(html)# 保存为html文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出为HTML组件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "<div class=\"bk-root\" id=\"3440c0bf-8f21-4474-8265-a8b8f38ac142\" data-root-id=\"2797\"></div>\n"
     ]
    }
   ],
   "source": [
    "from bokeh.embed import components\n",
    "plot = figure()\n",
    "plot.circle([1,2], [3,4])\n",
    "script, div = components(plot)\n",
    "print(div )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.resources import CDN\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.embed import autoload_static\n",
    "plot = figure()\n",
    "plot.circle([1,2], [3,4])\n",
    "js, tag = autoload_static(plot, CDN, \"my_plot.js\")  #返回js，将其保存，进而在视图模板中通过js文件进行调用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 通过web模板显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en-US\">\n",
       "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
       "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
       "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
       "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
       "<body>\n",
       "\n",
       "    <h1>Hello Bokeh!</h1>\n",
       "    \n",
       "    <p> Below is a simple plot of stock closing prices </p>\n",
       "    \n",
       "    \n",
       "     \n",
       "<script type=\"text/javascript\">\n",
       "  (function() {\n",
       "    var fn = function() {\n",
       "      Bokeh.safely(function() {\n",
       "        (function(root) {\n",
       "          function embed_document(root) {\n",
       "            \n",
       "          var docs_json = '{\"2e51ccbd-089c-458c-91c7-c27f9fc8321d\":{\"roots\":{\"references\":[{\"attributes\":{\"source\":{\"id\":\"2993\",\"type\":\"ColumnDataSource\"}},\"id\":\"2997\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3004\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3007\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3008\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3009\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3010\",\"type\":\"DaysTicker\"},{\"id\":\"3011\",\"type\":\"DaysTicker\"},{\"id\":\"3012\",\"type\":\"DaysTicker\"},{\"id\":\"3013\",\"type\":\"DaysTicker\"},{\"id\":\"3014\",\"type\":\"MonthsTicker\"},{\"id\":\"3015\",\"type\":\"MonthsTicker\"},{\"id\":\"3016\",\"type\":\"MonthsTicker\"},{\"id\":\"3017\",\"type\":\"MonthsTicker\"},{\"id\":\"3018\",\"type\":\"YearsTicker\"}]},\"id\":\"2971\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2980\",\"type\":\"PanTool\"},{\"id\":\"2981\",\"type\":\"WheelZoomTool\"},{\"id\":\"2982\",\"type\":\"BoxZoomTool\"},{\"id\":\"2983\",\"type\":\"SaveTool\"},{\"id\":\"2984\",\"type\":\"ResetTool\"},{\"id\":\"2985\",\"type\":\"HelpTool\"}]},\"id\":\"2986\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2976\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2995\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"3011\",\"type\":\"DaysTicker\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2999\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2983\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3004\",\"type\":\"BoxAnnotation\"}},\"id\":\"2982\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"3012\",\"type\":\"DaysTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"2962\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2985\",\"type\":\"HelpTool\"},{\"attributes\":{\"formatter\":{\"id\":\"3001\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2976\",\"type\":\"BasicTicker\"}},\"id\":\"2975\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2980\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3018\",\"type\":\"YearsTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3270]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3270]}},\"selected\":{\"id\":\"3006\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"3005\",\"type\":\"UnionRenderers\"}},\"id\":\"2993\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3003\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"3013\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"3008\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"2964\",\"type\":\"DataRange1d\"},{\"attributes\":{\"ticker\":{\"id\":\"2971\",\"type\":\"DatetimeTicker\"}},\"id\":\"2974\",\"type\":\"Grid\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"3007\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"below\":[{\"id\":\"2970\",\"type\":\"DatetimeAxis\"}],\"center\":[{\"id\":\"2974\",\"type\":\"Grid\"},{\"id\":\"2979\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"2975\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":800,\"renderers\":[{\"id\":\"2996\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2999\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2986\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2962\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"2966\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2964\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2968\",\"type\":\"LinearScale\"}},\"id\":\"2961\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"3005\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2968\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2984\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.5,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2994\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2966\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3016\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"2993\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2994\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2995\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2997\",\"type\":\"CDSView\"}},\"id\":\"2996\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3006\",\"type\":\"Selection\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"3017\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"3014\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"2981\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"3009\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"3015\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3001\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"3003\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"2971\",\"type\":\"DatetimeTicker\"}},\"id\":\"2970\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"3010\",\"type\":\"DaysTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2976\",\"type\":\"BasicTicker\"}},\"id\":\"2979\",\"type\":\"Grid\"}],\"root_ids\":[\"2961\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}';\n",
       "          var render_items = [{\"docid\":\"2e51ccbd-089c-458c-91c7-c27f9fc8321d\",\"roots\":{\"2961\":\"8252d048-ebd2-4ed4-86c7-43fbb7b93a74\"}}];\n",
       "          root.Bokeh.embed.embed_items(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);\n",
       "      });\n",
       "    };\n",
       "    if (document.readyState != \"loading\") fn();\n",
       "    else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "  })();\n",
       "</script>\n",
       "     \n",
       "<div class=\"bk-root\" id=\"8252d048-ebd2-4ed4-86c7-43fbb7b93a74\" data-root-id=\"2961\"></div>\n",
       "\n",
       "</body>\n",
       "\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.sampledata.stocks import AAPL\n",
    "df = pd.DataFrame(AAPL)\n",
    "df['date'] = pd.to_datetime(df['date'])\n",
    "import jinja2  # Flask页面参数传递库\n",
    "from bokeh.embed import components\n",
    "# 网页静态模板\n",
    "template = \"\"\"\n",
    "<!DOCTYPE html>\n",
    "<html lang=\"en-US\">\n",
    "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
    "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
    "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
    "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
    "<body>\n",
    "\n",
    "    <h1>Hello Bokeh!</h1>\n",
    "    \n",
    "    <p> Below is a simple plot of stock closing prices </p>\n",
    "    \n",
    "    \n",
    "     {0}\n",
    "     {1}\n",
    "\n",
    "</body>\n",
    "\n",
    "</html>\n",
    "\"\"\"\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "script, div = components(p)  # 输出组件\n",
    "html = template.format(script,div)\n",
    "# 传递组件到静态模板显示图像\n",
    "from IPython.display import HTML\n",
    "HTML(html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en-US\">\n",
       "\n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
       "\n",
       "<body>\n",
       "\n",
       "    <h1>Hello Bokeh!</h1>\n",
       "    \n",
       "    <p> Below is a simple plot of stock closing prices </p>\n",
       "    \n",
       "    \n",
       "<script type=\"text/javascript\">\n",
       "  (function() {\n",
       "    var fn = function() {\n",
       "      Bokeh.safely(function() {\n",
       "        (function(root) {\n",
       "          function embed_document(root) {\n",
       "            \n",
       "          var docs_json = '{\"8e5b1f16-5b90-4388-bd19-87e6d55e1a3c\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"2192\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2219\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2192\",\"type\":\"BasicTicker\"}},\"id\":\"2195\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2220\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2211\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2221\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3270]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3270]}},\"selected\":{\"id\":\"2222\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2221\",\"type\":\"UnionRenderers\"}},\"id\":\"2209\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2222\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2196\",\"type\":\"PanTool\"},{\"id\":\"2197\",\"type\":\"WheelZoomTool\"},{\"id\":\"2198\",\"type\":\"BoxZoomTool\"},{\"id\":\"2199\",\"type\":\"SaveTool\"},{\"id\":\"2200\",\"type\":\"ResetTool\"},{\"id\":\"2201\",\"type\":\"HelpTool\"}]},\"id\":\"2202\",\"type\":\"Toolbar\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"2223\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"2196\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2197\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"2224\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"2220\",\"type\":\"BoxAnnotation\"}},\"id\":\"2198\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2225\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"2199\",\"type\":\"SaveTool\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"2226\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2182\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2200\",\"type\":\"ResetTool\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2227\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2201\",\"type\":\"HelpTool\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2228\",\"type\":\"DaysTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2219\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"2187\",\"type\":\"DatetimeTicker\"}},\"id\":\"2186\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"2187\",\"type\":\"DatetimeTicker\"}},\"id\":\"2190\",\"type\":\"Grid\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"2229\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"2209\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2210\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2211\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2213\",\"type\":\"CDSView\"}},\"id\":\"2212\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"2180\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"2209\",\"type\":\"ColumnDataSource\"}},\"id\":\"2213\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"2230\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"2178\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"2231\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"2232\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"2184\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"2233\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"2223\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2224\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2225\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2226\",\"type\":\"DaysTicker\"},{\"id\":\"2227\",\"type\":\"DaysTicker\"},{\"id\":\"2228\",\"type\":\"DaysTicker\"},{\"id\":\"2229\",\"type\":\"DaysTicker\"},{\"id\":\"2230\",\"type\":\"MonthsTicker\"},{\"id\":\"2231\",\"type\":\"MonthsTicker\"},{\"id\":\"2232\",\"type\":\"MonthsTicker\"},{\"id\":\"2233\",\"type\":\"MonthsTicker\"},{\"id\":\"2234\",\"type\":\"YearsTicker\"}]},\"id\":\"2187\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"2234\",\"type\":\"YearsTicker\"},{\"attributes\":{\"below\":[{\"id\":\"2186\",\"type\":\"DatetimeAxis\"}],\"center\":[{\"id\":\"2190\",\"type\":\"Grid\"},{\"id\":\"2195\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"2191\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":800,\"renderers\":[{\"id\":\"2212\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2215\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2202\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2178\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"2182\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2180\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2184\",\"type\":\"LinearScale\"}},\"id\":\"2177\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2215\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.5,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2210\",\"type\":\"Line\"},{\"attributes\":{\"formatter\":{\"id\":\"2217\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2192\",\"type\":\"BasicTicker\"}},\"id\":\"2191\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2217\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"2177\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}';\n",
       "          var render_items = [{\"docid\":\"8e5b1f16-5b90-4388-bd19-87e6d55e1a3c\",\"roots\":{\"2177\":\"4bd214dc-9878-4bc3-b7c5-e4df93326eec\"}}];\n",
       "          root.Bokeh.embed.embed_items(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);\n",
       "      });\n",
       "    };\n",
       "    if (document.readyState != \"loading\") fn();\n",
       "    else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "  })();\n",
       "</script>\n",
       "    \n",
       "    \n",
       "<div class=\"bk-root\" id=\"4bd214dc-9878-4bc3-b7c5-e4df93326eec\" data-root-id=\"2177\"></div>\n",
       "\n",
       "</body>\n",
       "\n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.sampledata.stocks import AAPL\n",
    "df = pd.DataFrame(AAPL)\n",
    "df['date'] = pd.to_datetime(df['date'])\n",
    "import jinja2  # Flask页面参数传递库\n",
    "from bokeh.embed import components\n",
    "# jinja2网页静态模板\n",
    "template = jinja2.Template(\"\"\"\n",
    "<!DOCTYPE html>\n",
    "<html lang=\"en-US\">\n",
    "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
    "<link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
    "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
    "<script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
    "<body>\n",
    "\n",
    "    <h1>Hello Bokeh!</h1>\n",
    "    \n",
    "    <p> Below is a simple plot of stock closing prices </p>\n",
    "    \n",
    "    {{ script }}\n",
    "    \n",
    "    {{ div }}\n",
    "\n",
    "</body>\n",
    "\n",
    "</html>\n",
    "\"\"\")\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "script, div = components(p)  # 输出组件\n",
    "# 传递组件到静态模板显示图像\n",
    "from IPython.display import HTML\n",
    "HTML(template.render(script=script, div=div))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 动态交互\n",
    "from bokeh.layouts import column\n",
    "from bokeh.models import CustomJS, ColumnDataSource, Slider\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.embed import components\n",
    "# 数据\n",
    "x = [x*0.005 for x in range(0, 200)]\n",
    "y = x\n",
    "source = ColumnDataSource(data=dict(x=x, y=y))\n",
    "# 画布\n",
    "plot = figure(plot_width=400, plot_height=400)\n",
    "plot.line('x', 'y', source=source, line_width=3, line_alpha=0.6)\n",
    "# 回调函数\n",
    "callback = CustomJS(args=dict(source=source), code=\"\"\"\n",
    "    var data = source.data;\n",
    "    var f = cb_obj.value\n",
    "    x = data['x']\n",
    "    y = data['y']\n",
    "    for (i = 0; i < x.length; i++) {\n",
    "        y[i] = Math.pow(x[i], f)\n",
    "    }\n",
    "    source.change.emit();\n",
    "\"\"\")\n",
    "# 滑动条\n",
    "slider = Slider(start=0.1, end=4, value=1, step=.1, title=\"power\")\n",
    "slider.js_on_change('value', callback)\n",
    "# 图层，列表显示\n",
    "layout = column(slider, plot)\n",
    "# show(layout)  # 直接用Notebook显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en-US\">\n",
       "\n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
       "\n",
       "<body>\n",
       "\n",
       "    <h1>Hello Bokeh!</h1>   \n",
       "      \n",
       "    \n",
       "<script type=\"text/javascript\">\n",
       "  (function() {\n",
       "    var fn = function() {\n",
       "      Bokeh.safely(function() {\n",
       "        (function(root) {\n",
       "          function embed_document(root) {\n",
       "            \n",
       "          var docs_json = '{\"59090c1f-271c-40a5-a1f9-6e02b965eb15\":{\"roots\":{\"references\":[{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3123\",\"type\":\"PanTool\"},{\"id\":\"3124\",\"type\":\"WheelZoomTool\"},{\"id\":\"3125\",\"type\":\"BoxZoomTool\"},{\"id\":\"3126\",\"type\":\"SaveTool\"},{\"id\":\"3127\",\"type\":\"ResetTool\"},{\"id\":\"3128\",\"type\":\"HelpTool\"}]},\"id\":\"3129\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"}},\"id\":\"3140\",\"type\":\"CDSView\"},{\"attributes\":{\"children\":[{\"id\":\"3142\",\"type\":\"Slider\"},{\"id\":\"3104\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"3143\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"3124\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"3107\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3111\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3138\",\"type\":\"Line\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\\\n    var data = source.data;\\\\n    var f = cb_obj.value\\\\n    x = data[&#x27;x&#x27;]\\\\n    y = data[&#x27;y&#x27;]\\\\n    for (i = 0; i &lt; x.length; i++) {\\\\n        y[i] = Math.pow(x[i], f)\\\\n    }\\\\n    source.change.emit();\\\\n\"},\"id\":\"3141\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"3119\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3147\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3127\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.6,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3137\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"3128\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null},\"id\":\"3105\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"3149\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"3114\",\"type\":\"BasicTicker\"}},\"id\":\"3113\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995],\"y\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995]},\"selected\":{\"id\":\"3151\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"3150\",\"type\":\"UnionRenderers\"}},\"id\":\"3103\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3149\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"3119\",\"type\":\"BasicTicker\"}},\"id\":\"3122\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"3145\",\"type\":\"Title\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3152\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"3152\",\"type\":\"BoxAnnotation\"}},\"id\":\"3125\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3109\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3126\",\"type\":\"SaveTool\"},{\"attributes\":{\"formatter\":{\"id\":\"3147\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"3119\",\"type\":\"BasicTicker\"}},\"id\":\"3118\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3114\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"3114\",\"type\":\"BasicTicker\"}},\"id\":\"3117\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3151\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"3113\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"3117\",\"type\":\"Grid\"},{\"id\":\"3122\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"3118\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"3139\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"3145\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"3129\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"3105\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"3109\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"3107\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"3111\",\"type\":\"LinearScale\"}},\"id\":\"3104\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3137\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3138\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"3140\",\"type\":\"CDSView\"}},\"id\":\"3139\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3150\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3123\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"end\":4,\"js_property_callbacks\":{\"change:value\":[{\"id\":\"3141\",\"type\":\"CustomJS\"}]},\"start\":0.1,\"step\":0.1,\"title\":\"power\",\"value\":1},\"id\":\"3142\",\"type\":\"Slider\"}],\"root_ids\":[\"3143\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}';\n",
       "          var render_items = [{\"docid\":\"59090c1f-271c-40a5-a1f9-6e02b965eb15\",\"roots\":{\"3143\":\"ab7b186a-51cc-4e1f-92d2-531fbda5be5e\"}}];\n",
       "          root.Bokeh.embed.embed_items(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);\n",
       "      });\n",
       "    };\n",
       "    if (document.readyState != \"loading\") fn();\n",
       "    else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "  })();\n",
       "</script>\n",
       "<div class=\"bk-root\" id=\"ab7b186a-51cc-4e1f-92d2-531fbda5be5e\" data-root-id=\"3143\"></div>\n",
       "\n",
       "</body>\n",
       "\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script, div = components(layout)\n",
    "template2=\"\"\"\n",
    "<!DOCTYPE html>\n",
    "<html lang=\"en-US\">\n",
    "\n",
    "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
    "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />   \n",
    "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
    "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
    "\n",
    "<body>\n",
    "\n",
    "    <h1>Hello Bokeh!</h1>   \n",
    "      \n",
    "    {0}{1}\n",
    "\n",
    "</body>\n",
    "\n",
    "</html>\n",
    "\"\"\".format(script,div)\n",
    "from IPython.display import HTML\n",
    "HTML(template2) # 用内置HTML函数显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en\">\n",
       "  \n",
       "  <head>\n",
       "    \n",
       "      <meta charset=\"utf-8\">\n",
       "      <title>my plot</title>\n",
       "      \n",
       "      \n",
       "        \n",
       "          \n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\" type=\"text/css\" />\n",
       "        <link rel=\"stylesheet\" href=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\" type=\"text/css\" />\n",
       "        \n",
       "        \n",
       "          \n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.js\"></script>\n",
       "        <script type=\"text/javascript\" src=\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\"></script>\n",
       "        <script type=\"text/javascript\">\n",
       "            Bokeh.set_log_level(\"info\");\n",
       "        </script>\n",
       "        \n",
       "      \n",
       "      \n",
       "    \n",
       "  </head>\n",
       "  \n",
       "  \n",
       "  <body>\n",
       "    \n",
       "      \n",
       "        \n",
       "          \n",
       "          \n",
       "            \n",
       "              <div class=\"bk-root\" id=\"969fcbe6-2ddf-4652-b869-de4edbf5ae37\" data-root-id=\"3143\"></div>\n",
       "            \n",
       "          \n",
       "        \n",
       "      \n",
       "      \n",
       "        <script type=\"application/json\" id=\"3261\">\n",
       "          {\"14333bc9-9008-439b-9984-8c05a2bd3124\":{\"roots\":{\"references\":[{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3123\",\"type\":\"PanTool\"},{\"id\":\"3124\",\"type\":\"WheelZoomTool\"},{\"id\":\"3125\",\"type\":\"BoxZoomTool\"},{\"id\":\"3126\",\"type\":\"SaveTool\"},{\"id\":\"3127\",\"type\":\"ResetTool\"},{\"id\":\"3128\",\"type\":\"HelpTool\"}]},\"id\":\"3129\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"}},\"id\":\"3140\",\"type\":\"CDSView\"},{\"attributes\":{\"children\":[{\"id\":\"3142\",\"type\":\"Slider\"},{\"id\":\"3104\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"3143\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"3124\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"3107\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3111\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3138\",\"type\":\"Line\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"}},\"code\":\"\\n    var data = source.data;\\n    var f = cb_obj.value\\n    x = data['x']\\n    y = data['y']\\n    for (i = 0; i &lt; x.length; i++) {\\n        y[i] = Math.pow(x[i], f)\\n    }\\n    source.change.emit();\\n\"},\"id\":\"3141\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"3119\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3147\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3127\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.6,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3137\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"3128\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null},\"id\":\"3105\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"3149\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"3114\",\"type\":\"BasicTicker\"}},\"id\":\"3113\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995],\"y\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995]},\"selected\":{\"id\":\"3151\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"3150\",\"type\":\"UnionRenderers\"}},\"id\":\"3103\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3149\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"3119\",\"type\":\"BasicTicker\"}},\"id\":\"3122\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"3145\",\"type\":\"Title\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3152\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"3152\",\"type\":\"BoxAnnotation\"}},\"id\":\"3125\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3109\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3126\",\"type\":\"SaveTool\"},{\"attributes\":{\"formatter\":{\"id\":\"3147\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"3119\",\"type\":\"BasicTicker\"}},\"id\":\"3118\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3114\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"3114\",\"type\":\"BasicTicker\"}},\"id\":\"3117\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3151\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"3113\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"3117\",\"type\":\"Grid\"},{\"id\":\"3122\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"3118\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"3139\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"3145\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"3129\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"3105\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"3109\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"3107\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"3111\",\"type\":\"LinearScale\"}},\"id\":\"3104\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"3103\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3137\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3138\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"3140\",\"type\":\"CDSView\"}},\"id\":\"3139\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3150\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3123\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"end\":4,\"js_property_callbacks\":{\"change:value\":[{\"id\":\"3141\",\"type\":\"CustomJS\"}]},\"start\":0.1,\"step\":0.1,\"title\":\"power\",\"value\":1},\"id\":\"3142\",\"type\":\"Slider\"}],\"root_ids\":[\"3143\"]},\"title\":\"Bokeh Application\",\"version\":\"1.1.0\"}}\n",
       "        </script>\n",
       "        <script type=\"text/javascript\">\n",
       "          (function() {\n",
       "            var fn = function() {\n",
       "              Bokeh.safely(function() {\n",
       "                (function(root) {\n",
       "                  function embed_document(root) {\n",
       "                    \n",
       "                  var docs_json = document.getElementById('3261').textContent;\n",
       "                  var render_items = [{\"docid\":\"14333bc9-9008-439b-9984-8c05a2bd3124\",\"roots\":{\"3143\":\"969fcbe6-2ddf-4652-b869-de4edbf5ae37\"}}];\n",
       "                  root.Bokeh.embed.embed_items(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);\n",
       "              });\n",
       "            };\n",
       "            if (document.readyState != \"loading\") fn();\n",
       "            else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "          })();\n",
       "        </script>\n",
       "    \n",
       "  </body>\n",
       "  \n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.resources import CDN\n",
    "from bokeh.embed import file_html\n",
    "html = file_html(layout, CDN, \"my plot\")\n",
    "from IPython.display import HTML\n",
    "HTML(html) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bokeh Flask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 详见目录：flask-bokeh-example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bokeh sever"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.bokehjs_exec.v0+json": "",
      "text/html": [
       "\n",
       "<script src=\"http://localhost:54626/autoload.js?bokeh-autoload-element=2422&bokeh-absolute-url=http://localhost:54626&resources=none\" id=\"2422\"></script>"
      ]
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "server_id": "eccf9398c2dd443c90e0aa3bda82eae2"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将该示例代保存为sliders.py\n",
    "import numpy as np\n",
    "from bokeh.io import curdoc\n",
    "from bokeh.layouts import row, column\n",
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.models.widgets import Slider, TextInput\n",
    "from bokeh.plotting import figure\n",
    "# 数据\n",
    "N = 200\n",
    "x = np.linspace(0, 4*np.pi, N)\n",
    "y = np.sin(x)\n",
    "source = ColumnDataSource(data=dict(x=x, y=y))\n",
    "# 画布\n",
    "plot = figure(plot_height=400, plot_width=400, title=\"my sine wave\",\n",
    "              tools=\"crosshair,pan,reset,save,wheel_zoom\",\n",
    "              x_range=[0, 4*np.pi], y_range=[-2.5, 2.5])\n",
    "# 绘图\n",
    "plot.line('x', 'y', source=source, line_width=3, line_alpha=0.6)\n",
    "# 控件\n",
    "text = TextInput(title=\"title\", value='my sine wave')\n",
    "offset = Slider(title=\"offset\", value=0.0, start=-5.0, end=5.0, step=0.1)\n",
    "amplitude = Slider(title=\"amplitude\", value=1.0, start=-5.0, end=5.0, step=0.1)\n",
    "phase = Slider(title=\"phase\", value=0.0, start=0.0, end=2*np.pi)\n",
    "freq = Slider(title=\"frequency\", value=1.0, start=0.1, end=5.1, step=0.1)\n",
    "# 回调\n",
    "def update_title(attrname, old, new):\n",
    "    plot.title.text = text.value\n",
    "text.on_change('value', update_title)\n",
    "def update_data(attrname, old, new):\n",
    "    # 获取滑块当前数据\n",
    "    a = amplitude.value\n",
    "    b = offset.value\n",
    "    w = phase.value\n",
    "    k = freq.value\n",
    "    # 生成新的数据\n",
    "    x = np.linspace(0, 4*np.pi, N)\n",
    "    y = a*np.sin(k*x + w) + b\n",
    "    source.data = dict(x=x, y=y)\n",
    "for w in [offset, amplitude, phase, freq]:\n",
    "    w.on_change('value', update_data)\n",
    "# 设置显示方式\n",
    "inputs = column(text, offset, amplitude, phase, freq)\n",
    "# 服务器托管，win平台在CMD文件路径下运行：bokeh serve sliders.py\n",
    "# curdoc().add_root(row(inputs, plot, width=800))\n",
    "# curdoc().title = \"Sliders\"\n",
    "# 为便于在notebook展示，将Bokeh数据文档采用如下转换\n",
    "def fc_doc(doc):\n",
    "    doc.add_root(row(inputs, plot, width=800))\n",
    "    doc.title = \"Sliders\"\n",
    "show(fc_doc) # 万法皆对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {
    "height": "697px",
    "left": "0px",
    "right": "1087.38px",
    "top": "107px",
    "width": "212px"
   },
   "toc_section_display": "block",
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}