diff --git a/notebook/indicator.ipynb b/notebook/indicator.ipynb
index 0d7f2f2..b0725e6 100644
--- a/notebook/indicator.ipynb
+++ b/notebook/indicator.ipynb
@@ -7,8 +7,8 @@
      "variableName$1": "dailies_df"
     },
     "ExecuteTime": {
-     "end_time": "2026-01-28T06:57:21.310184Z",
-     "start_time": "2026-01-28T06:57:14.416129Z"
+     "end_time": "2026-01-28T09:02:14.676305Z",
+     "start_time": "2026-01-28T09:02:07.695819Z"
     }
    },
    "cell_type": "code",
@@ -199,26 +199,26 @@
        "</div>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 18
+   "execution_count": 115
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-01-28T06:57:23.888645Z",
-     "start_time": "2026-01-28T06:57:23.837853Z"
+     "end_time": "2026-01-28T09:02:14.810005Z",
+     "start_time": "2026-01-28T09:02:14.717550Z"
     }
    },
    "cell_type": "code",
    "source": [
     "import pandas as pd\n",
     "\n",
-    "dailies_df['trade_date'] = pd.to_datetime(dailies_df['trade_date'], format='%Y-%m-%d')\n",
-    "dailies_df.set_index('trade_date', inplace=True)\n",
+    "dailies_df[\"trade_date\"] = pd.to_datetime(dailies_df[\"trade_date\"], format='%Y-%m-%d')\n",
+    "dailies_df.set_index(\"trade_date\", inplace=True)\n",
     "dailies_df"
    ],
    "id": "4a56612617ffcebe",
@@ -398,18 +398,18 @@
        "</div>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 19
+   "execution_count": 116
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-01-28T06:57:27.063408Z",
-     "start_time": "2026-01-28T06:57:27.035139Z"
+     "end_time": "2026-01-28T09:02:15.548521Z",
+     "start_time": "2026-01-28T09:02:15.510447Z"
     }
    },
    "cell_type": "code",
@@ -697,18 +697,18 @@
        "</div>"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 20
+   "execution_count": 117
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-01-28T07:06:16.204280Z",
-     "start_time": "2026-01-28T07:06:15.674005Z"
+     "end_time": "2026-01-28T09:02:16.150130Z",
+     "start_time": "2026-01-28T09:02:15.595633Z"
     }
    },
    "cell_type": "code",
@@ -748,7 +748,126 @@
      }
     }
    ],
-   "execution_count": 41
+   "execution_count": 118
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-01-28T09:02:16.319469Z",
+     "start_time": "2026-01-28T09:02:16.309796Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "dailies_df.reset_index(inplace=True)\n",
+    "dailies_df_inc = dailies_df[dailies_df[\"Close\"] > dailies_df[\"Open\"]]\n",
+    "dailies_df_dec = dailies_df[dailies_df[\"Close\"] < dailies_df[\"Open\"]]"
+   ],
+   "id": "29759a1d33476c0f",
+   "outputs": [],
+   "execution_count": 119
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-01-28T09:07:40.981251Z",
+     "start_time": "2026-01-28T09:07:40.392017Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from bokeh.io import show, output_notebook\n",
+    "from bokeh.plotting import figure\n",
+    "\n",
+    "output_notebook()\n",
+    "\n",
+    "p = figure(\n",
+    "    x_axis_type=\"datetime\",\n",
+    "    sizing_mode=\"stretch_width\",\n",
+    "    tools=\"pan,wheel_zoom,box_zoom,reset,save,hover\",\n",
+    ")\n",
+    "p.min_border = 0\n",
+    "\n",
+    "p.xaxis.major_label_overrides = {\n",
+    "    i: date.strftime(\"%Y-%m-%d\") for i, date in zip(dailies_df.index, dailies_df[\"trade_date\"])\n",
+    "}\n",
+    "\n",
+    "p.segment(dailies_df.index, dailies_df[\"High\"], dailies_df.index, dailies_df[\"Low\"], color=\"black\")\n",
+    "\n",
+    "p.vbar(dailies_df_inc.index, 0.6, dailies_df_inc[\"Open\"], dailies_df_inc[\"Close\"], color=\"grey\")\n",
+    "p.vbar(dailies_df_dec.index, 0.6, dailies_df_dec[\"Open\"], dailies_df_dec[\"Close\"], color=\"black\")\n",
+    "\n",
+    "p.line(dailies_df.index, dailies_df[\"sma30\"], color=\"orange\")\n",
+    "p.line(dailies_df.index, dailies_df[\"sma60\"], color=\"red\")\n",
+    "\n",
+    "show(p)"
+   ],
+   "id": "96bdbedea2ddc1c",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "    <style>\n",
+       "        .bk-notebook-logo {\n",
+       "            display: block;\n",
+       "            width: 20px;\n",
+       "            height: 20px;\n",
+       "            background-image: url(data:image/png;base64,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);\n",
+       "        }\n",
+       "    </style>\n",
+       "    <div>\n",
+       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
+       "        <span id=\"b86774a5-59b5-4032-84a1-593268fb9b24\">Loading BokehJS ...</span>\n",
+       "    </div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
+      "application/javascript": "'use strict';\n(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\nconst 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   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    function drop(id) {\n      const view = Bokeh.index.get_by_id(id)\n      if (view != null) {\n        view.model.document.clear()\n        Bokeh.index.delete(view)\n      }\n    }\n\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\n    // Clean up Bokeh references\n    if (id != null) {\n      drop(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          output: function(msg) {\n            const id = msg.content.text.trim()\n            drop(id)\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const 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      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      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      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     * 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    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(error = null) {\n    const el = document.getElementById(\"b86774a5-59b5-4032-84a1-593268fb9b24\");\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 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-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.8.2.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      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {display_loaded(error);throw error;\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(\"b86774a5-59b5-4032-84a1-593268fb9b24\")).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": "'use strict';\n(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(error = null) {\n    const el = document.getElementById(\"b86774a5-59b5-4032-84a1-593268fb9b24\");\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 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-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.8.2.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      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {display_loaded(error);throw error;\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(\"b86774a5-59b5-4032-84a1-593268fb9b24\")).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",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div id=\"caf1a2ad-09d2-4ce5-bf68-6763f01a2967\" data-root-id=\"p5747\" style=\"display: contents;\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
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%Y\",\"seconds\":\"\",\"minsec\":\"\",\"minutes\":\"\",\"hourmin\":\"\",\"hours\":\"\",\"days\":\"\",\"months\":\"\",\"years\":\"\",\"boundary_scaling\":false,\"hide_repeats\":true}},\"context_which\":\"all\"}},\"context_which\":\"all\"}},\"axis_label_standoff\":10,\"axis_label_text_color\":\"#5B5B5B\",\"axis_label_text_font\":\"Helvetica\",\"axis_label_text_font_size\":\"1.25em\",\"axis_label_text_font_style\":\"normal\",\"major_label_overrides\":{\"type\":\"map\",\"entries\":[[0,\"2025-01-02\"],[1,\"2025-01-03\"],[2,\"2025-01-06\"],[3,\"2025-01-07\"],[4,\"2025-01-08\"],[5,\"2025-01-09\"],[6,\"2025-01-10\"],[7,\"2025-01-13\"],[8,\"2025-01-14\"],[9,\"2025-01-15\"],[10,\"2025-01-16\"],[11,\"2025-01-17\"],[12,\"2025-01-20\"],[13,\"2025-01-21\"],[14,\"2025-01-22\"],[15,\"2025-01-23\"],[16,\"2025-01-24\"],[17,\"2025-01-27\"],[18,\"2025-02-05\"],[19,\"2025-02-06\"],[20,\"2025-02-07\"],[21,\"2025-02-10\"],[22,\"2025-02-11\"],[23,\"2025-02-12\"],[24,\"2025-02-13\"],[25,\"2025-02-14\"],[26,\"2025-02-17\"],[27,\"2025-02-18\"],[28,\"2025-02-19\"],[29,\"2025-02-20\"],[30,\"2025-02-21\"],[31,\"2025-02-24\"],[32,\"2025-02-25\"],[33,\"2025-02-26\"],[34,\"2025-02-27\"],[35,\"2025-02-28\"],[36,\"2025-03-03\"],[37,\"2025-03-04\"],[38,\"2025-03-05\"],[39,\"2025-03-06\"],[40,\"2025-03-07\"],[41,\"2025-03-10\"],[42,\"2025-03-11\"],[43,\"2025-03-12\"],[44,\"2025-03-13\"],[45,\"2025-03-14\"],[46,\"2025-03-17\"],[47,\"2025-03-18\"],[48,\"2025-03-19\"],[49,\"2025-03-20\"],[50,\"2025-03-21\"],[51,\"2025-03-24\"],[52,\"2025-03-25\"],[53,\"2025-03-26\"],[54,\"2025-03-27\"],[55,\"2025-03-28\"],[56,\"2025-03-31\"],[57,\"2025-04-01\"],[58,\"2025-04-02\"],[59,\"2025-04-03\"],[60,\"2025-04-07\"],[61,\"2025-04-08\"],[62,\"2025-04-09\"],[63,\"2025-04-10\"],[64,\"2025-04-11\"],[65,\"2025-04-14\"],[66,\"2025-04-15\"],[67,\"2025-04-16\"],[68,\"2025-04-17\"],[69,\"2025-04-18\"],[70,\"2025-04-21\"],[71,\"2025-04-22\"],[72,\"2025-04-23\"],[73,\"2025-04-24\"],[74,\"2025-04-25\"],[75,\"2025-04-28\"],[76,\"2025-04-29\"],[77,\"2025-04-30\"],[78,\"2025-05-06\"],[79,\"2025-05-07\"],[80,\"2025-05-08\"],[81,\"2025-05-09\"],[82,\"2025-05-12\"],[83,\"2025-05-13\"],[84,\"2025-05-14\"],[85,\"2025-05-15\"],[86,\"2025-05-16\"],[87,\"2025-05-19\"],[88,\"2025-05-20\"],[89,\"2025-05-21\"],[90,\"2025-05-22\"],[91,\"2025-05-23\"],[92,\"2025-05-26\"],[93,\"2025-05-27\"],[94,\"2025-05-28\"],[95,\"2025-05-29\"],[96,\"2025-05-30\"],[97,\"2025-06-03\"],[98,\"2025-06-04\"],[99,\"2025-06-05\"],[100,\"2025-06-06\"],[101,\"2025-06-09\"],[102,\"2025-06-10\"],[103,\"2025-06-11\"],[104,\"2025-06-12\"],[105,\"2025-06-13\"],[106,\"2025-06-16\"],[107,\"2025-06-17\"],[108,\"2025-06-18\"],[109,\"2025-06-19\"],[110,\"2025-06-20\"],[111,\"2025-06-23\"],[112,\"2025-06-24\"],[113,\"2025-06-25\"],[114,\"2025-06-26\"],[115,\"2025-06-27\"],[116,\"2025-06-30\"],[117,\"2025-07-01\"],[118,\"2025-07-02\"],[119,\"2025-07-03\"],[120,\"2025-07-04\"],[121,\"2025-07-07\"],[122,\"2025-07-08\"],[123,\"2025-07-09\"],[124,\"2025-07-10\"],[125,\"2025-07-11\"],[126,\"2025-07-14\"],[127,\"2025-07-15\"],[128,\"2025-07-16\"],[129,\"2025-07-17\"],[130,\"2025-07-18\"],[131,\"2025-07-21\"],[132,\"2025-07-22\"],[133,\"2025-07-23\"],[134,\"2025-07-24\"],[135,\"2025-07-25\"],[136,\"2025-07-28\"],[137,\"2025-07-29\"],[138,\"2025-07-30\"],[139,\"2025-07-31\"],[140,\"2025-08-01\"],[141,\"2025-08-04\"],[142,\"2025-08-05\"],[143,\"2025-08-06\"],[144,\"2025-08-07\"],[145,\"2025-08-08\"],[146,\"2025-08-11\"],[147,\"2025-08-12\"],[148,\"2025-08-13\"],[149,\"2025-08-14\"],[150,\"2025-08-15\"],[151,\"2025-08-18\"],[152,\"2025-08-19\"],[153,\"2025-08-20\"],[154,\"2025-08-21\"],[155,\"2025-08-22\"],[156,\"2025-08-25\"],[157,\"2025-08-26\"],[158,\"2025-08-27\"],[159,\"2025-08-28\"],[160,\"2025-08-29\"],[161,\"2025-09-01\"],[162,\"2025-09-02\"],[163,\"2025-09-03\"],[164,\"2025-09-04\"],[165,\"2025-09-05\"],[166,\"2025-09-08\"],[167,\"2025-09-09\"],[168,\"2025-09-10\"],[169,\"2025-09-11\"],[170,\"2025-09-12\"],[171,\"2025-09-15\"],[172,\"2025-09-16\"],[173,\"2025-09-17\"],[174,\"2025-09-18\"],[175,\"2025-09-19\"],[176,\"2025-09-22\"],[177,\"2025-09-23\"],[178,\"2025-09-24\"],[179,\"2025-09-25\"],[180,\"2025-09-26\"],[181,\"2025-09-29\"],[182,\"2025-09-30\"],[183,\"2025-10-09\"],[184,\"2025-10-10\"],[185,\"2025-10-13\"],[186,\"2025-10-14\"],[187,\"2025-10-15\"]]},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p5775\"},\"major_label_text_color\":\"#5B5B5B\",\"major_label_text_font\":\"Helvetica\",\"major_label_text_font_size\":\"1.025em\",\"axis_line_color\":\"#5B5B5B\",\"axis_line_alpha\":0,\"major_tick_line_color\":\"#5B5B5B\",\"major_tick_line_alpha\":0,\"minor_tick_line_color\":\"#5B5B5B\",\"minor_tick_line_alpha\":0}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5776\",\"attributes\":{\"axis\":{\"id\":\"p5758\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5781\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p5777\"}}}],\"min_border\":0}}]}};\n  const render_items = [{\"docid\":\"b6a8a91e-b91f-4fb3-afc0-b28b4ee0ed96\",\"roots\":{\"p5747\":\"caf1a2ad-09d2-4ce5-bf68-6763f01a2967\"},\"root_ids\":[\"p5747\"]}];\n  void 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": "p5747"
+      }
+     },
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 130
   }
  ],
  "metadata": {
diff --git a/pyproject.toml b/pyproject.toml
index 7268ea0..cf47c79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,6 +7,7 @@ dependencies = [
     "backtesting~=0.6.5",
     "duckdb>=1.4.3",
     "jupyter~=1.1.1",
+    "jupyter-bokeh>=4.0.5",
     "matplotlib~=3.10.8",
     "mplfinance>=0.12.10b0",
     "pandas~=2.3.3",
diff --git a/uv.lock b/uv.lock
index 0261d48..6f51b76 100644
--- a/uv.lock
+++ b/uv.lock
@@ -672,6 +672,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/38/64/285f20a31679bf547b75602702f7800e74dbabae36ef324f716c02804753/jupyter-1.1.1-py2.py3-none-any.whl", hash = "sha256:7a59533c22af65439b24bbe60373a4e95af8f16ac65a6c00820ad378e3f7cc83", size = 2657, upload-time = "2024-08-30T07:15:47.045Z" },
 ]
 
+[[package]]
+name = "jupyter-bokeh"
+version = "4.0.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "bokeh" },
+    { name = "ipywidgets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b4/fd/8f0213c704bf36b5f523ae5bf7dc367f3687e75dcc2354084b75c05d2b53/jupyter_bokeh-4.0.5.tar.gz", hash = "sha256:a33d6ab85588f13640b30765fa15d1111b055cbe44f67a65ca57d3593af8245d", size = 149140, upload-time = "2024-06-03T06:33:33.488Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/47/78/33b2294aad62e5f95b89a89379c5995c2bd978018387ef8bec79f6dc272c/jupyter_bokeh-4.0.5-py3-none-any.whl", hash = "sha256:1110076c14c779071cf492646a1a871aefa8a477261e4721327a666e65df1a2c", size = 148593, upload-time = "2024-06-03T06:33:35.82Z" },
+]
+
 [[package]]
 name = "jupyter-client"
 version = "8.8.0"
@@ -904,6 +917,7 @@ dependencies = [
     { name = "backtesting" },
     { name = "duckdb" },
     { name = "jupyter" },
+    { name = "jupyter-bokeh" },
     { name = "matplotlib" },
     { name = "mplfinance" },
     { name = "pandas" },
@@ -921,6 +935,7 @@ requires-dist = [
     { name = "backtesting", specifier = "~=0.6.5" },
     { name = "duckdb", specifier = ">=1.4.3" },
     { name = "jupyter", specifier = "~=1.1.1" },
+    { name = "jupyter-bokeh", specifier = ">=4.0.5" },
     { name = "matplotlib", specifier = "~=3.10.8" },
     { name = "mplfinance", specifier = ">=0.12.10b0" },
     { name = "pandas", specifier = "~=2.3.3" },