{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9a51a013-8798-4327-bd2b-5aaf0427cda4",
   "metadata": {},
   "source": [
    "# bifacialvf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "50531b9f-821b-4f17-ae11-535b6241dee6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\KANDERSO\\Software\\Anaconda3\\envs\\dev\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "C:\\Users\\KANDERSO\\Software\\Anaconda3\\envs\\dev\\lib\\site-packages\\numpy\\.libs\\libopenblas.EL2C6PLE4ZYW3ECEVIV3OXXGRN2NRFM2.gfortran-win_amd64.dll\n",
      "C:\\Users\\KANDERSO\\Software\\Anaconda3\\envs\\dev\\lib\\site-packages\\numpy\\.libs\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n"
     ]
    }
   ],
   "source": [
    "import utils\n",
    "import pandas as pd\n",
    "\n",
    "from bokeh.plotting import figure, show\n",
    "from bokeh.models import HoverTool\n",
    "from bokeh.transform import jitter\n",
    "from bokeh.io import output_notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c987023b-ca0a-4ebf-9b9d-33793d3cf8f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "\n",
       "  const force = true;\n",
       "\n",
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       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
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       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const 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",
       "      const cmd_clean = \"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_clean, {\n",
       "        iopub: {\n",
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       "            const id = msg.content.text.trim();\n",
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       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
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       "      // store reference to embed id on output_area\n",
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       "    }\n",
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       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
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       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const 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",
       "      const 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",
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       "     */\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",
       "    const events = require('base/js/events');\n",
       "    const 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",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const 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",
       "    const el = document.getElementById(\"1002\");\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",
       "  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(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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 (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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",
       "  };\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",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const 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  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const 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    const el = document.getElementById(\"1002\");\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  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(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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 (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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  };\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  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (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      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1db589f7-ccf2-435e-9d2d-409251dd9dc3",
   "metadata": {},
   "source": [
    "## ReadTheDocs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6a0f2b3d-1509-4dfb-89a7-6bf7ba0cb460",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = utils.get_rtd_analytics_data('bifacialvf')\n",
    "data_period = df['Date'].min().strftime('%Y-%m-%d') + ' to ' + df['Date'].max().strftime('%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8ca26c51-c832-414b-b747-52ef72b30a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"1c7f8eb4-19ec-49b1-9e93-f87c953a65e4\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"dd4f70f8-c7fe-428c-b7c3-7e232fcdbc57\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1014\"}],\"center\":[{\"id\":\"1016\"},{\"id\":\"1020\"}],\"height\":350,\"left\":[{\"id\":\"1017\"}],\"renderers\":[{\"id\":\"1042\"}],\"title\":{\"id\":\"1004\"},\"toolbar\":{\"id\":\"1029\"},\"x_range\":{\"id\":\"1006\"},\"x_scale\":{\"id\":\"1010\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1012\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1039\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1041\"},\"nonselection_glyph\":{\"id\":\"1040\"},\"view\":{\"id\":\"1043\"}},\"id\":\"1042\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"white\"},\"top\":{\"field\":\"Views\"},\"width\":{\"value\":0.75},\"x\":{\"field\":\"Version\"}},\"id\":\"1039\",\"type\":\"VBar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"white\"},\"top\":{\"field\":\"Views\"},\"width\":{\"value\":0.75},\"x\":{\"field\":\"Version\"}},\"id\":\"1041\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"CategoricalScale\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1051\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Page views by RTD version (2022-09-01 to 2022-12-27)\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1052\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"Total page views\",\"coordinates\":null,\"formatter\":{\"id\":\"1046\"},\"group\":null,\"major_label_policy\":{\"id\":\"1047\"},\"ticker\":{\"id\":\"1018\"}},\"id\":\"1017\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{\"factors\":[\"latest\",\"stable\"]},\"id\":\"1006\",\"type\":\"FactorRange\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"Version\":[\"latest\",\"stable\"],\"Views\":[157,25],\"index\":[0,1]},\"selected\":{\"id\":\"1052\"},\"selection_policy\":{\"id\":\"1051\"}},\"id\":\"1037\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1015\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"white\"},\"top\":{\"field\":\"Views\"},\"width\":{\"value\":0.75},\"x\":{\"field\":\"Version\"}},\"id\":\"1040\",\"type\":\"VBar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1027\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"tools\":[{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"},{\"id\":\"1026\"},{\"id\":\"1028\"}]},\"id\":\"1029\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1050\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1027\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1043\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Version\",\"@Version\"],[\"Views\",\"@Views\"]]},\"id\":\"1028\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1018\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1047\",\"type\":\"AllLabels\"},{\"attributes\":{\"axis\":{\"id\":\"1017\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1049\"},\"group\":null,\"major_label_orientation\":1.57,\"major_label_policy\":{\"id\":\"1050\"},\"ticker\":{\"id\":\"1015\"}},\"id\":\"1014\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1014\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1016\",\"type\":\"Grid\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"dd4f70f8-c7fe-428c-b7c3-7e232fcdbc57\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"1c7f8eb4-19ec-49b1-9e93-f87c953a65e4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_by_version = df.groupby('Version')['Views'].sum().reset_index()\n",
    "\n",
    "p = figure(x_range=total_by_version['Version'], height=350, tooltips=[(\"Version\", \"@Version\"), (\"Views\", \"@Views\")],\n",
    "           title=f\"Page views by RTD version ({data_period})\",)\n",
    "p.vbar(x='Version', top='Views', width=0.75, source=total_by_version,\n",
    "       line_color='white')\n",
    "p.xaxis.major_label_orientation = 3.14/2\n",
    "p.yaxis.axis_label = 'Total page views'\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "933d8564-055a-4880-986a-9ed8a8f06bcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"56b29373-ad97-45ba-8e05-b5f350a40baa\" data-root-id=\"1104\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = 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views by RTD version\"},\"id\":\"1105\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1151\",\"type\":\"AllLabels\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1161\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis_label\":\"Daily page 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icy\":{\"id\":\"1184\"}},\"id\":\"1169\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1152\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1150\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[53]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[53]}},\"selected\":{\"id\":\"1153\"},\"selection_policy\":{\"id\":\"1152\"}},\"id\":\"1139\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1169\"},\"glyph\":{\"id\":\"1170\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1172\"},\"nonselection_glyph\":{\"id\":\"1171\"},\"view\":{\"id\":\"1174\"}},\"id\":\"1173\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"tools\":[{\"id\":\"1123\"},{\"id\":\"1124\"},{\"id\":\"1125\"},{\"id\":\"1126\"},{\"id\":\"1127\"},{\"id\":\"1128\"},{\"id\":\"1137\"}]},\"id\":\"1130\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1129\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"label\":{\"value\":\"latest\"},\"renderers\":[{\"id\":\"1173\"}]},\"id\":\"1199\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1170\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1169\"}},\"id\":\"1174\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1171\",\"type\":\"Line\"}],\"root_ids\":[\"1104\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"dff4c51e-ebec-4e77-80c0-271f4d6317ac\",\"root_ids\":[\"1104\"],\"roots\":{\"1104\":\"56b29373-ad97-45ba-8e05-b5f350a40baa\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1104"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily_views = df.pivot_table(values='Views', index='Date', columns='Version', aggfunc='sum')[['stable', 'latest']].fillna(0)\n",
    "\n",
    "p = figure(x_axis_type=\"datetime\", height=350, title=f\"Daily views by RTD version\")\n",
    "hover_tool = HoverTool(tooltips=[('Date', '@x{%Y-%m-%d}'), ('Views', '@y')],\n",
    "                       formatters={'@x': 'datetime'})\n",
    "hover_tool.point_policy = 'snap_to_data'\n",
    "p.add_tools(hover_tool)\n",
    "p.line(daily_views.index, daily_views['stable'], legend_label='stable')\n",
    "p.line(daily_views.index, daily_views['latest'], legend_label='latest', color='#ff7f0e')\n",
    "p.yaxis.axis_label = 'Daily page views'\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2fc3e48f-70ad-4dfe-b97b-c0dcabb95f3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.loc[(df['Version'] == 'latest'), :].copy()\n",
    "pathviews = df2.groupby('Path')['Views'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f762560-8244-4d28-9d47-678218206ccb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"e75548e9-ab4c-4c08-81d3-c1f66e5400b5\" data-root-id=\"1354\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"ec209a17-febc-4f3a-88e4-a56239897cba\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1365\"}],\"center\":[{\"id\":\"1368\"},{\"id\":\"1371\"}],\"height\":400,\"left\":[{\"id\":\"1369\"}],\"renderers\":[{\"id\":\"1393\"}],\"title\":{\"id\":\"1355\"},\"toolbar\":{\"id\":\"1380\"},\"x_range\":{\"id\":\"1357\"},\"x_scale\":{\"id\":\"1361\"},\"y_range\":{\"id\":\"1359\"},\"y_scale\":{\"id\":\"1363\"}},\"id\":\"1354\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"Total page views\",\"coordinates\":null,\"formatter\":{\"id\":\"1434\"},\"group\":null,\"major_label_policy\":{\"id\":\"1435\"},\"ticker\":{\"id\":\"1366\"}},\"id\":\"1365\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1431\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{},\"id\":\"1366\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1377\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1432\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1431\"},\"group\":null,\"major_label_policy\":{\"id\":\"1432\"},\"ticker\":{\"id\":\"1370\"}},\"id\":\"1369\",\"type\":\"CategoricalAxis\"},{\"attributes\":{},\"id\":\"1363\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"axis\":{\"id\":\"1365\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1368\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1434\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"URL\",\"@Path\"],[\"Views\",\"@Views\"]]},\"id\":\"1379\",\"type\":\"HoverTool\"},{\"attributes\":{\"axis\":{\"id\":\"1369\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1371\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1435\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1370\",\"type\":\"CategoricalTicker\"},{\"attributes\":{},\"id\":\"1373\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1372\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1378\"}},\"id\":\"1374\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1361\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1375\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1376\",\"type\":\"ResetTool\"},{\"attributes\":{\"factors\":[\"/index.html\",\"/api.html\",\"/_modules/bifacialvf/vf.html\",\"/installation.html\",\"/whatsnew.html\",\"/_modules/index.html\"]},\"id\":\"1359\",\"type\":\"FactorRange\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"height\":{\"value\":0.75},\"line_color\":{\"value\":\"white\"},\"right\":{\"field\":\"Views\"},\"y\":{\"field\":\"Path\"}},\"id\":\"1390\",\"type\":\"HBar\"},{\"attributes\":{},\"id\":\"1436\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1378\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1388\"},\"glyph\":{\"id\":\"1390\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1392\"},\"nonselection_glyph\":{\"id\":\"1391\"},\"view\":{\"id\":\"1394\"}},\"id\":\"1393\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1437\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"Path\":[\"/index.html\",\"/api.html\",\"/_modules/bifacialvf/vf.html\",\"/installation.html\",\"/whatsnew.html\",\"/_modules/index.html\"],\"Views\":[54,42,21,20,19,1],\"index\":[3,2,0,4,5,1]},\"selected\":{\"id\":\"1437\"},\"selection_policy\":{\"id\":\"1436\"}},\"id\":\"1388\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1357\",\"type\":\"DataRange1d\"},{\"attributes\":{\"tools\":[{\"id\":\"1372\"},{\"id\":\"1373\"},{\"id\":\"1374\"},{\"id\":\"1375\"},{\"id\":\"1376\"},{\"id\":\"1377\"},{\"id\":\"1379\"}]},\"id\":\"1380\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Views by URL (2022-09-01 to 2022-12-27)\"},\"id\":\"1355\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"height\":{\"value\":0.75},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"white\"},\"right\":{\"field\":\"Views\"},\"y\":{\"field\":\"Path\"}},\"id\":\"1392\",\"type\":\"HBar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"height\":{\"value\":0.75},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"white\"},\"right\":{\"field\":\"Views\"},\"y\":{\"field\":\"Path\"}},\"id\":\"1391\",\"type\":\"HBar\"},{\"attributes\":{\"source\":{\"id\":\"1388\"}},\"id\":\"1394\",\"type\":\"CDSView\"}],\"root_ids\":[\"1354\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"ec209a17-febc-4f3a-88e4-a56239897cba\",\"root_ids\":[\"1354\"],\"roots\":{\"1354\":\"e75548e9-ab4c-4c08-81d3-c1f66e5400b5\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1354"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "subset = pathviews.sort_values('Views', ascending=False)\n",
    "p = figure(y_range=subset['Path'], height=400, tooltips=[(\"URL\", \"@Path\"), (\"Views\", \"@Views\")],\n",
    "           title=f\"Views by URL ({data_period})\")\n",
    "p.hbar(y='Path', right='Views', source=subset, height=0.75,\n",
    "       line_color='white')\n",
    "p.xaxis.axis_label = 'Total page views'\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c7aa143-21e7-4508-b326-4d29d815c3a0",
   "metadata": {},
   "source": [
    "## GitHub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0a7abd61-24ed-46e1-9686-4af7333fbf76",
   "metadata": {},
   "outputs": [],
   "source": [
    "gh = utils.get_github_stars('nrel/bifacialvf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "23ab6b53-3aa0-4912-a1e9-a72af06fa48e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"6f9da549-c8c9-4dd6-8b5c-5a894771c7a9\" data-root-id=\"1489\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = 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Stars\",\"@y\"]]},\"id\":\"1520\",\"type\":\"HoverTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1525\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1492\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1496\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1489\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"a5847e9b-675a-446d-8a42-728458f1430c\",\"root_ids\":[\"1489\"],\"roots\":{\"1489\":\"6f9da549-c8c9-4dd6-8b5c-5a894771c7a9\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1489"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = utils.plot_github_stars_timeseries(gh)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d6dc5028-3553-4e9e-9e18-18f53bfa6e84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"94f2e82a-9574-4fbb-9fb6-454c87411140\" data-root-id=\"1710\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
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Contributors\",\"@y\"]]},\"id\":\"1741\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1715\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1743\"}},\"id\":\"1748\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1743\"},\"glyph\":{\"id\":\"1744\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1746\"},\"nonselection_glyph\":{\"id\":\"1745\"},\"view\":{\"id\":\"1748\"}},\"id\":\"1747\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1733\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"Date\",\"coordinates\":null,\"formatter\":{\"id\":\"1822\"},\"group\":null,\"major_label_policy\":{\"id\":\"1823\"},\"ticker\":{\"id\":\"1720\"}},\"id\":\"1719\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"1727\",\"type\":\"PanTool\"},{\"attributes\":{\"axis\":{\"id\":\"1723\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1726\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1730\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1717\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1719\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1722\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"1733\"}},\"id\":\"1729\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"1710\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"1c6bf5c9-3f94-4cc4-b2ff-f5416157e449\",\"root_ids\":[\"1710\"],\"roots\":{\"1710\":\"94f2e82a-9574-4fbb-9fb6-454c87411140\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1710"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "contributor_ts, _ = utils.get_github_contributor_timeseries(\"nrel/bifacialvf\")\n",
    "p = utils.plot_github_contributors_timeseries(contributor_ts)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7bb362de-d900-48f8-bd7e-a69d08d18f76",
   "metadata": {},
   "outputs": [],
   "source": [
    "contributors = utils.get_github_contributors('nrel/bifacialvf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b244773a-1c99-4329-aebd-36e8088480e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=645x60 at 0x25B21BEC850>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mosaic = utils.make_github_contributors_mosaic(contributors)\n",
    "mosaic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d101941-d71b-4429-a3ac-f665b820f28c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}