Basketball_example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Game Animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "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-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.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(\"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-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.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(\"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"
    },
    {
     "data": {
      "application/vnd.bokehjs_exec.v0+json": "",
      "text/html": [
       "\n",
       "<script src=\"http://localhost:56477/autoload.js?bokeh-autoload-element=1002&bokeh-absolute-url=http://localhost:56477&resources=none\" id=\"1002\"></script>"
      ]
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "server_id": "e90e72653db14a429ee5f58ce72f03c1"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from Animation.game_animation import make_plot\n",
    "from bokeh.io import show, output_notebook\n",
    "import pandas as pd\n",
    "from functools import partial\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "df = pd.read_csv(\"sample_data/sample_basketball.csv\")\n",
    "image_url=[\"static/images/basketball.png\"]\n",
    "\n",
    "id_def=65\n",
    "id_att=37\n",
    "x_range=(0,94)\n",
    "y_range=(0,50)\n",
    "\n",
    "make_anim_plot = partial(make_plot, df=df, id_def = id_def, id_att = id_att,\n",
    "                           headers = [\"x\", \"y\", \"team_id\", \"player_id\",\"time\"], \n",
    "                           image_url=image_url, slider_steps=1,sport='basketball', \n",
    "                           x_range=x_range,y_range=y_range, anim_speed=50,show_dist_speed=False)\n",
    "\n",
    "show(make_anim_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing player markings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.bokehjs_exec.v0+json": "",
      "text/html": [
       "\n",
       "<script src=\"http://localhost:56489/autoload.js?bokeh-autoload-element=1287&bokeh-absolute-url=http://localhost:56489&resources=none\" id=\"1287\"></script>"
      ]
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "server_id": "afbf566b3e0b4939a98be61e98a9b695"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from Animation.player_marking import player_marking\n",
    "\n",
    "make_anim_plot = partial(player_marking, df=df,image_url=image_url, id_def=id_def, id_att = id_att,\n",
    "                           x_range=x_range, y_range=y_range, slider_steps=1,\n",
    "                           headers = [\"x\", \"y\", \"team_id\", \"player_id\",\"time\"], \n",
    "                           anim_speed=60, attack=True,sport='basketball')\n",
    "\n",
    "show(make_anim_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting player marking related stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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=\"1378\">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(\"1378\");\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(\"1378\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1378' 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-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.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(\"1378\")).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(\"1378\");\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(\"1378\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1378' 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-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.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(\"1378\")).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=\"289b11c3-c25a-421f-b9fa-ab819c1f8c2f\" data-root-id=\"1453\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"008bc553-0105-4bdf-82ae-1f9a66beea88\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1381\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"1418\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"1453\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1461\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"axis_label\":\"Player Marking\",\"formatter\":{\"id\":\"1463\",\"type\":\"CategoricalTickFormatter\"},\"major_label_standoff\":0,\"major_label_text_font_size\":{\"value\":\"10pt\"},\"ticker\":{\"id\":\"1434\",\"type\":\"CategoricalTicker\"}},\"id\":\"1433\",\"type\":\"CategoricalAxis\"},{\"attributes\":{},\"id\":\"1393\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1400\",\"type\":\"SaveTool\"},{\"id\":\"1380\",\"type\":\"HoverTool\"}]},\"id\":\"1401\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1463\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"grid_line_color\":null,\"ticker\":{\"id\":\"1393\",\"type\":\"CategoricalTicker\"}},\"id\":\"1395\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1434\",\"type\":\"CategoricalTicker\"},{\"attributes\":{},\"id\":\"1400\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null,\"tooltips\":\"\\n        <style>\\n        .bk-tooltip {\\n            background-color: black !important;\\n            \\n            }\\n        </style>\\n        \\n        <div style =\\\"border-style: none;border-width: 0px;background:black;\\\">\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Player Marking:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@source_player</span>\\n        </div>\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Player Marked:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@closest_player</span>\\n        </div>\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Total Time Marked:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@total_time</span>\\n        </div>\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@percent_time % of @source_player's time spent on \\n                marking @closest_player</span>\\n        </div> \\n        </div>    \\n        \"},\"id\":\"1380\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1464\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":null,\"ticker\":{\"id\":\"1434\",\"type\":\"CategoricalTicker\"}},\"id\":\"1436\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1406\",\"type\":\"Rect\"},{\"attributes\":{\"desired_num_ticks\":9},\"id\":\"1410\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1465\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1437\",\"type\":\"SaveTool\"},{\"id\":\"1417\",\"type\":\"HoverTool\"}]},\"id\":\"1438\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"1403\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1405\",\"type\":\"Rect\"},\"hover_glyph\":{\"id\":\"1407\",\"type\":\"Rect\"},\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1406\",\"type\":\"Rect\"},\"selection_glyph\":null,\"view\":{\"id\":\"1409\",\"type\":\"CDSView\"}},\"id\":\"1408\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"align\":\"center\",\"text\":\"Total time player marked\",\"text_font\":\"times\",\"text_font_size\":{\"value\":\"12pt\"}},\"id\":\"1382\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1437\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1466\",\"type\":\"Selection\"},{\"attributes\":{\"color_mapper\":{\"id\":\"1379\",\"type\":\"LogColorMapper\"},\"formatter\":{\"id\":\"1411\",\"type\":\"PrintfTickFormatter\"},\"label_standoff\":6,\"location\":[0,0],\"major_label_text_font_size\":{\"value\":\"7pt\"},\"ticker\":{\"id\":\"1410\",\"type\":\"BasicTicker\"}},\"id\":\"1412\",\"type\":\"ColorBar\"},{\"attributes\":{},\"id\":\"1467\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"format\":\"%d%%\"},\"id\":\"1411\",\"type\":\"PrintfTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.9},\"fill_color\":{\"field\":\"percent_time\",\"transform\":{\"id\":\"1379\",\"type\":\"LogColorMapper\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1405\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"1390\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"high\":12.293962276410651,\"low\":3.7318636051002416,\"palette\":[\"#ffffcc\",\"#ffeda0\",\"#fed976\",\"#feb24c\",\"#fd8d3c\",\"#fc4e2a\",\"#e31a1c\",\"#bd0026\",\"#800026\"]},\"id\":\"1416\",\"type\":\"LogColorMapper\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.9},\"fill_color\":{\"field\":\"average_distance\",\"transform\":{\"id\":\"1416\",\"type\":\"LogColorMapper\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1442\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"data\":{\"average_distance\":{\"__ndarray__\":\"B+I2OYKWKEA6TkhO29oNQE5qsPmkmRhArhuHfTqhEEDwXeniES0YQC2GJIHe8CRAoHcfuF4QHkBBKYT6IxQhQIz8wzaA/SBASYQ9DRzXHkCuA+iVIGAXQOf/bHQwqR5ASGfTJY3OH0A=\",\"dtype\":\"float64\",\"shape\":[13]},\"closest_player\":[\"Drummond\",\"Jackson\",\"Morris\",\"Drummond\",\"Caldwell-Pope\",\"Ilyasova\",\"Jackson\",\"Morris\",\"Drummond\",\"Ilyasova\",\"Jackson\",\"Jackson\",\"Morris\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12],\"percent_time\":{\"__ndarray__\":\"2E/ZyFSvQUDumWMxXPAsQKzJzSqUFElAAAAAAAAAWUA7jDIVzzU/QDzXrA6jTB1AhgYs6eVPQkDrMMpUPNc4QCouGYJ1tEFAbd6nuGQITECkzfsUlwwhQJ0g3I19j1BAx75H5AThQEA=\",\"dtype\":\"float64\",\"shape\":[13]},\"source_player\":[\"Bazemore\",\"Bazemore\",\"Bazemore\",\"Horford\",\"Korver\",\"Korver\",\"Korver\",\"Korver\",\"Millsap\",\"Millsap\",\"Millsap\",\"Teague\",\"Teague\"],\"total_time\":[110,45,156,314,98,23,115,78,108,171,26,208,106]},\"selected\":{\"id\":\"1464\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1465\",\"type\":\"UnionRenderers\"}},\"id\":\"1403\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"tooltips\":\"\\n        <style>\\n        .bk-tooltip {\\n            background-color: black !important;\\n            \\n            }\\n        </style>\\n        \\n        <div style =\\\"border-style: none;border-width: 0px;background:black;\\\">\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Player Marking:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@source_player</span>\\n        </div>\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Player Marked:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@closest_player</span>\\n        </div>\\n        <div>\\n            <span style=\\\"font-size: 10px;color: white;\\\">Average Distance:</span>\\n            <span style=\\\"font-size: 10px;color: white;\\\">@average_distance</span>\\n        </div>\\n        </div>    \\n        \"},\"id\":\"1417\",\"type\":\"HoverTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1440\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1442\",\"type\":\"Rect\"},\"hover_glyph\":{\"id\":\"1444\",\"type\":\"Rect\"},\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1443\",\"type\":\"Rect\"},\"selection_glyph\":null,\"view\":{\"id\":\"1446\",\"type\":\"CDSView\"}},\"id\":\"1445\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"field\":\"percent_time\",\"transform\":{\"id\":\"1379\",\"type\":\"LogColorMapper\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"white\"},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1407\",\"type\":\"Rect\"},{\"attributes\":{\"fill_color\":{\"field\":\"average_distance\",\"transform\":{\"id\":\"1416\",\"type\":\"LogColorMapper\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"white\"},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1444\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"factors\":[\"Bazemore\",\"Horford\",\"Korver\",\"Millsap\",\"Teague\"]},\"id\":\"1386\",\"type\":\"FactorRange\"},{\"attributes\":{\"background_fill_color\":{\"value\":\"black\"},\"below\":[{\"id\":\"1429\",\"type\":\"CategoricalAxis\"}],\"border_fill_color\":{\"value\":\"white\"},\"center\":[{\"id\":\"1432\",\"type\":\"Grid\"},{\"id\":\"1436\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1433\",\"type\":\"CategoricalAxis\"}],\"plot_height\":450,\"renderers\":[{\"id\":\"1445\",\"type\":\"GlyphRenderer\"}],\"right\":[{\"id\":\"1449\",\"type\":\"ColorBar\"}],\"title\":{\"id\":\"1419\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1438\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1421\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"1425\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"1423\",\"type\":\"FactorRange\"},\"y_scale\":{\"id\":\"1427\",\"type\":\"CategoricalScale\"}},\"id\":\"1418\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"data\":{\"average_distance\":{\"__ndarray__\":\"B+I2OYKWKEA6TkhO29oNQE5qsPmkmRhArhuHfTqhEEDwXeniES0YQC2GJIHe8CRAoHcfuF4QHkBBKYT6IxQhQIz8wzaA/SBASYQ9DRzXHkCuA+iVIGAXQOf/bHQwqR5ASGfTJY3OH0A=\",\"dtype\":\"float64\",\"shape\":[13]},\"closest_player\":[\"Drummond\",\"Jackson\",\"Morris\",\"Drummond\",\"Caldwell-Pope\",\"Ilyasova\",\"Jackson\",\"Morris\",\"Drummond\",\"Ilyasova\",\"Jackson\",\"Jackson\",\"Morris\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12],\"percent_time\":{\"__ndarray__\":\"2E/ZyFSvQUDumWMxXPAsQKzJzSqUFElAAAAAAAAAWUA7jDIVzzU/QDzXrA6jTB1AhgYs6eVPQkDrMMpUPNc4QCouGYJ1tEFAbd6nuGQITECkzfsUlwwhQJ0g3I19j1BAx75H5AThQEA=\",\"dtype\":\"float64\",\"shape\":[13]},\"source_player\":[\"Bazemore\",\"Bazemore\",\"Bazemore\",\"Horford\",\"Korver\",\"Korver\",\"Korver\",\"Korver\",\"Millsap\",\"Millsap\",\"Millsap\",\"Teague\",\"Teague\"],\"total_time\":[110,45,156,314,98,23,115,78,108,171,26,208,106]},\"selected\":{\"id\":\"1466\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1467\",\"type\":\"UnionRenderers\"}},\"id\":\"1440\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_join\":\"round\",\"line_width\":{\"value\":2},\"width\":{\"units\":\"data\",\"value\":0.95},\"x\":{\"field\":\"closest_player\"},\"y\":{\"field\":\"source_player\"}},\"id\":\"1443\",\"type\":\"Rect\"},{\"attributes\":{\"align\":\"center\",\"text\":\"Average distance between players\",\"text_font\":\"times\",\"text_font_size\":{\"value\":\"12pt\"}},\"id\":\"1419\",\"type\":\"Title\"},{\"attributes\":{\"high\":100.0,\"low\":7.32484076433121,\"palette\":[\"#ffffcc\",\"#ffeda0\",\"#fed976\",\"#feb24c\",\"#fd8d3c\",\"#fc4e2a\",\"#e31a1c\",\"#bd0026\",\"#800026\"]},\"id\":\"1379\",\"type\":\"LogColorMapper\"},{\"attributes\":{},\"id\":\"1457\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":null,\"ticker\":{\"id\":\"1397\",\"type\":\"CategoricalTicker\"}},\"id\":\"1399\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"factors\":[\"Drummond\",\"Jackson\",\"Morris\",\"Caldwell-Pope\",\"Ilyasova\"]},\"id\":\"1421\",\"type\":\"FactorRange\"},{\"attributes\":{},\"id\":\"1397\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"source\":{\"id\":\"1403\",\"type\":\"ColumnDataSource\"}},\"id\":\"1409\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1388\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"callback\":null,\"factors\":[\"Bazemore\",\"Horford\",\"Korver\",\"Millsap\",\"Teague\"]},\"id\":\"1423\",\"type\":\"FactorRange\"},{\"attributes\":{\"source\":{\"id\":\"1440\",\"type\":\"ColumnDataSource\"}},\"id\":\"1446\",\"type\":\"CDSView\"},{\"attributes\":{\"desired_num_ticks\":9},\"id\":\"1447\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1425\",\"type\":\"CategoricalScale\"},{\"attributes\":{},\"id\":\"1459\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"background_fill_color\":{\"value\":\"black\"},\"below\":[{\"id\":\"1392\",\"type\":\"CategoricalAxis\"}],\"border_fill_color\":{\"value\":\"white\"},\"center\":[{\"id\":\"1395\",\"type\":\"Grid\"},{\"id\":\"1399\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1396\",\"type\":\"CategoricalAxis\"}],\"plot_height\":450,\"renderers\":[{\"id\":\"1408\",\"type\":\"GlyphRenderer\"}],\"right\":[{\"id\":\"1412\",\"type\":\"ColorBar\"}],\"title\":{\"id\":\"1382\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1401\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1384\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"1388\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"1386\",\"type\":\"FactorRange\"},\"y_scale\":{\"id\":\"1390\",\"type\":\"CategoricalScale\"}},\"id\":\"1381\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1427\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"axis_label\":\"Player Marked\",\"formatter\":{\"id\":\"1457\",\"type\":\"CategoricalTickFormatter\"},\"major_label_standoff\":0,\"major_label_text_font_size\":{\"value\":\"10pt\"},\"ticker\":{\"id\":\"1393\",\"type\":\"CategoricalTicker\"}},\"id\":\"1392\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"axis_label\":\"Player Marking\",\"formatter\":{\"id\":\"1459\",\"type\":\"CategoricalTickFormatter\"},\"major_label_standoff\":0,\"major_label_text_font_size\":{\"value\":\"10pt\"},\"ticker\":{\"id\":\"1397\",\"type\":\"CategoricalTicker\"}},\"id\":\"1396\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"format\":\"%d\"},\"id\":\"1448\",\"type\":\"PrintfTickFormatter\"},{\"attributes\":{\"color_mapper\":{\"id\":\"1416\",\"type\":\"LogColorMapper\"},\"formatter\":{\"id\":\"1448\",\"type\":\"PrintfTickFormatter\"},\"label_standoff\":6,\"location\":[0,0],\"major_label_text_font_size\":{\"value\":\"7pt\"},\"ticker\":{\"id\":\"1447\",\"type\":\"BasicTicker\"}},\"id\":\"1449\",\"type\":\"ColorBar\"},{\"attributes\":{\"axis_label\":\"Player Marked\",\"formatter\":{\"id\":\"1461\",\"type\":\"CategoricalTickFormatter\"},\"major_label_standoff\":0,\"major_label_text_font_size\":{\"value\":\"10pt\"},\"ticker\":{\"id\":\"1430\",\"type\":\"CategoricalTicker\"}},\"id\":\"1429\",\"type\":\"CategoricalAxis\"},{\"attributes\":{},\"id\":\"1430\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"callback\":null,\"factors\":[\"Drummond\",\"Jackson\",\"Morris\",\"Caldwell-Pope\",\"Ilyasova\"]},\"id\":\"1384\",\"type\":\"FactorRange\"},{\"attributes\":{\"grid_line_color\":null,\"ticker\":{\"id\":\"1430\",\"type\":\"CategoricalTicker\"}},\"id\":\"1432\",\"type\":\"Grid\"}],\"root_ids\":[\"1453\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"008bc553-0105-4bdf-82ae-1f9a66beea88\",\"roots\":{\"1453\":\"289b11c3-c25a-421f-b9fa-ab819c1f8c2f\"}}];\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": "1453"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from Animation.marking_details import marking_stats\n",
    "\n",
    "\n",
    "marking = marking_stats(df=df, id_def=id_def, id_att = id_att,\n",
    "                           time_steps=1,\n",
    "                           headers = [\"x\", \"y\", \"team_id\", \"player_id\",\"time\"], \n",
    "                           attack=True,threshold = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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