interaktive_Abb3_produkt_2_schwingungen.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Klicken um Programm-Code (input cells) zu zeigen/verbergen\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML, display, IFrame\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Klicken um Programm-Code (input cells) zu zeigen/verbergen\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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=\"1001\">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(\"1001\");\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(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\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(\"1001\")).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(\"1001\");\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(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\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(\"1001\")).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"
    }
   ],
   "source": [
    "from ipywidgets import interact, interactive, fixed, interact_manual # An dieser Stelle und den folgenden \"Import\" -Aufrufen werden aus Programmbibliotheken fertiger Programmcode und dessen \"Funktionen\" eingebunden.\n",
    "import numpy as np\n",
    "from bokeh.io import push_notebook, show, output_notebook\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import Span\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "output_notebook()\n",
    "#https://docs.bokeh.org/en/latest/docs/user_guide/notebook.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f6d60038-26da-4fa6-964f-fb7510ac794d\" data-root-id=\"1302\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"2208433b-566d-4f2d-9982-7f4c78c82b13\":{\"roots\":{\"references\":[{\"attributes\":{\"background_fill_color\":{\"value\":\"#696969\"},\"below\":[{\"id\":\"1313\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1317\",\"type\":\"Grid\"},{\"id\":\"1322\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1318\",\"type\":\"LinearAxis\"}],\"plot_width\":900,\"renderers\":[{\"id\":\"1341\",\"type\":\"GlyphRenderer\"},{\"id\":\"1346\",\"type\":\"GlyphRenderer\"},{\"id\":\"1351\",\"type\":\"GlyphRenderer\"},{\"id\":\"1353\",\"type\":\"Span\"},{\"id\":\"1354\",\"type\":\"Span\"}],\"title\":{\"id\":\"1303\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1330\",\"type\":\"Toolbar\"},\"toolbar_location\":\"below\",\"x_range\":{\"id\":\"1305\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1309\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1307\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1311\",\"type\":\"LinearScale\"}},\"id\":\"1302\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1327\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1343\",\"type\":\"ColumnDataSource\"}},\"id\":\"1347\",\"type\":\"CDSView\"},{\"attributes\":{\"line_color\":\"#FFF8DC\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1349\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1385\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1350\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1328\",\"type\":\"SaveTool\"},{\"attributes\":{\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"1314\",\"type\":\"BasicTicker\"}},\"id\":\"1317\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1386\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1387\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]}},\"selected\":{\"id\":\"1384\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1385\",\"type\":\"UnionRenderers\"}},\"id\":\"1338\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":1,\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"1319\",\"type\":\"BasicTicker\"}},\"id\":\"1322\",\"type\":\"Grid\"},{\"attributes\":{\"dimension\":\"height\",\"line_color\":{\"value\":\"green\"},\"location\":0},\"id\":\"1353\",\"type\":\"Span\"},{\"attributes\":{\"axis_label\":\"Spannung in Volt\",\"formatter\":{\"id\":\"1383\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1319\",\"type\":\"BasicTicker\"}},\"id\":\"1318\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"(x,y)\",\"($x, $y)\"]]},\"id\":\"1329\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1388\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1319\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1389\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"1348\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1349\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1350\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1352\",\"type\":\"CDSView\"}},\"id\":\"1351\",\"type\":\"GlyphRenderer\"},{\"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\":\"1390\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1323\",\"type\":\"PanTool\"},{\"id\":\"1324\",\"type\":\"CrosshairTool\"},{\"id\":\"1325\",\"type\":\"WheelZoomTool\"},{\"id\":\"1326\",\"type\":\"BoxZoomTool\"},{\"id\":\"1327\",\"type\":\"ResetTool\"},{\"id\":\"1328\",\"type\":\"SaveTool\"},{\"id\":\"1329\",\"type\":\"HoverTool\"}]},\"id\":\"1330\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1381\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"2 Sensor-Signale: Harmonische Schwingung\"},\"id\":\"1303\",\"type\":\"Title\"},{\"attributes\":{\"line_color\":\"#FF0000\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1339\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1340\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null},\"id\":\"1305\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"1338\",\"type\":\"ColumnDataSource\"}},\"id\":\"1342\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1345\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1338\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1339\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1340\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1342\",\"type\":\"CDSView\"}},\"id\":\"1341\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":{\"value\":\"green\"},\"location\":0},\"id\":\"1354\",\"type\":\"Span\"},{\"attributes\":{\"source\":{\"id\":\"1348\",\"type\":\"ColumnDataSource\"}},\"id\":\"1352\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]}},\"selected\":{\"id\":\"1386\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1387\",\"type\":\"UnionRenderers\"}},\"id\":\"1343\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3000]}},\"selected\":{\"id\":\"1388\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1389\",\"type\":\"UnionRenderers\"}},\"id\":\"1348\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1323\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1314\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Zeit in sec.\",\"formatter\":{\"id\":\"1381\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1314\",\"type\":\"BasicTicker\"}},\"id\":\"1313\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"end\":10,\"start\":-10},\"id\":\"1307\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1324\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"1384\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1325\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1390\",\"type\":\"BoxAnnotation\"}},\"id\":\"1326\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1309\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_color\":\"#0000CD\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1344\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1383\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1311\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"1343\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1344\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1345\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1347\",\"type\":\"CDSView\"}},\"id\":\"1346\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1302\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"2208433b-566d-4f2d-9982-7f4c78c82b13\",\"notebook_comms_target\":\"1391\",\"roots\":{\"1302\":\"f6d60038-26da-4fa6-964f-fb7510ac794d\"}}];\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": "1302"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b89fd079b9a47408a873e70029de935",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Funkt_ROT', index=1, options=('sin', 'cos'), value='cos'), IntSlid…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ecad49ec5eb04cfc97567565f5a1137e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Funkt_BLAU', options=('sin', 'cos'), value='sin'), IntSlider(value…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 3000)\n",
    "y0 = np.sin(x)\n",
    "\n",
    "tools = 'pan', 'crosshair', 'wheel_zoom', 'box_zoom', 'reset', 'save'  #https://docs.bokeh.org/en/latest/docs/user_guide/tools.html#userguide-tools-pandrag\n",
    "\n",
    "TOOLTIPS = [ (\"(x,y)\", \"($x, $y)\")] # Hover Tools ermöglicht das Ablesen von x,y- Werten der Datenpunkte\n",
    "\n",
    "#COLORS = Spectral5\n",
    "\n",
    "p1 = figure(title=\"2 Sensor-Signale: Harmonische Schwingung\", plot_height=600, plot_width=900,background_fill_color=\"#696969\", y_range=(-10,10), \n",
    "           tooltips=TOOLTIPS, tools=tools, toolbar_location=\"below\")#('pan', 'crosshair')) # Aufrufen der Funktionen: u.a. Die \"Tools\"\n",
    "\n",
    "p1.xaxis.axis_label = 'Zeit in sec.'\n",
    "p1.yaxis.axis_label = 'Spannung in Volt'\n",
    "\n",
    "r1 = p1.line(x, y0, color=\"#FF0000\", line_width=2) # Tabelle mit Hex-Code Farben https://www.w3schools.com/colors/colors_names.asp\n",
    "r2 = p1.line(x, y0, color=\"#0000CD\", line_width=2)\n",
    "r3 = p1.line(x, y0, color=\"#FFF8DC\", line_width=2)\n",
    "\n",
    "p1.ygrid.minor_grid_line_color = 'navy'\n",
    "p1.ygrid.minor_grid_line_alpha = 0.1\n",
    "\n",
    "p1.xgrid.minor_grid_line_color = 'navy'\n",
    "p1.xgrid.minor_grid_line_alpha = 0.1\n",
    "\n",
    "vline = Span(location=0, dimension='height', line_color='green', line_width=1)\n",
    "hline = Span(location=0, dimension='width', line_color='green', line_width=1)\n",
    "p1.renderers.extend([vline, hline])\n",
    "\n",
    "def push1(Funkt_ROT=\"cos\", Frequenz1=1, Amplitude1=1, Phasenverschiebung1=0, Offset1=0):\n",
    "    if   Funkt_ROT == \"sin\": func1 = np.sin\n",
    "    elif Funkt_ROT == \"cos\": func1 = np.cos\n",
    "    r1.data_source.data['y'] = Amplitude1 * func1(2*np.pi*Frequenz1 * x + (Phasenverschiebung1/360)*2*np.pi) + Offset1\n",
    "    \n",
    "    r3.data_source.data['y'] = r1.data_source.data['y']* r2.data_source.data['y']\n",
    "   \n",
    "    push_notebook()\n",
    "\n",
    "def push2(Funkt_BLAU=\"sin\", Frequenz2=1, Amplitude2=1, Phasenverschiebung2=0, Offset2=0):\n",
    "    \n",
    "    if   Funkt_BLAU == \"sin\": func2 = np.sin\n",
    "    elif Funkt_BLAU == \"cos\": func2 = np.cos\n",
    "    r2.data_source.data['y'] = Amplitude2 * func2(2*np.pi*Frequenz2*x + (Phasenverschiebung2/360)*2*np.pi) + Offset2\n",
    " \n",
    "    \n",
    "    r3.data_source.data['y'] = r1.data_source.data['y']* r2.data_source.data['y']\n",
    "    \n",
    "    push_notebook()\n",
    "\n",
    "\n",
    "    \n",
    "show(p1, notebook_handle=True)\n",
    "\n",
    "\n",
    "\n",
    "widget1 = interact(push1, Funkt_ROT=[\"sin\", \"cos\"], Frequenz1=(1,50), Amplitude1=(0.5, 20, 0.1), Phasenverschiebung1=(0, 360, 0.01), Offset1=(-10, 10, 0.05))\n",
    "\n",
    "widget2 = interact(push2, Funkt_BLAU=[\"sin\", \"cos\"], Frequenz2=(1,50), Amplitude2=(0.5, 20, 0.1), Phasenverschiebung2=(0, 360, 0.01), Offset2=(-10, 10, 0.05))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}