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 "cells": [
  {
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   "source": [
    "# Integrating Custom Data\n",
    "\n",
    "By combining your custom data with the feed data (order book and trades), you can enhance your strategy while harnessing the full potential of hftbacktest."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47864a60",
   "metadata": {},
   "source": [
    "## Accessing Spot Price\n",
    "\n",
    "In this example, we'll combine the spot BTCUSDT mid-price with the USDM-Futures BTCUSDT feed data. This will enable you to estimate the fair value price, taking the underlying price into consideration.\n",
    "\n",
    "The spot data is used only in the local-side, and thus, should come with a local timestamp. Following this, in your backtesting logic, your task is to identify the most recent data that predates the current timestamp."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bd2277d",
   "metadata": {},
   "source": [
    "The raw spot feed is processed to create spot data, which includes both a local timestamp and the spot mid price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b5b2a572",
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   "source": [
    "import numpy as np\n",
    "import gzip\n",
    "import json\n",
    "\n",
    "spot = np.full((100_000, 2), np.nan, np.float64)\n",
    "i = 0\n",
    "\n",
    "with gzip.open('spot/btcusdt_20240809.gz', 'r') as f:\n",
    "    while True:\n",
    "        line = f.readline()\n",
    "        if line is None or line == b'':\n",
    "            break\n",
    "\n",
    "        line = line.decode().strip()\n",
    "        local_timestamp = int(line[:19])\n",
    "\n",
    "        obj = json.loads(line[20:])\n",
    "        if obj['stream'] == 'btcusdt@bookTicker':\n",
    "            data = obj['data']\n",
    "            mid = (float(data['b']) + float(data['a'])) / 2.0\n",
    "            spot[i] = [local_timestamp, mid]\n",
    "            i += 1\n",
    "            \n",
    "spot = spot[:i]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09180f41",
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   "source": [
    "It displays the basis and spot mid price as it identifies the latest Point-in-Time data that falls before the current timestamp."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d9bab818",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current_timestamp: 1723161602500000000 futures_mid: 61659.85 , spot_mid: 61688.0 , basis: -28.14\n",
      "current_timestamp: 1723161612500000000 futures_mid: 61713.95 , spot_mid: 61727.8 , basis: -13.85\n",
      "current_timestamp: 1723161622500000000 futures_mid: 61713.45 , spot_mid: 61728.94 , basis: -15.5\n",
      "current_timestamp: 1723161632500000000 futures_mid: 61666.05 , spot_mid: 61690.08 , basis: -24.02\n",
      "current_timestamp: 1723161642500000000 futures_mid: 61638.45 , spot_mid: 61661.5 , basis: -23.06\n",
      "current_timestamp: 1723161652500000000 futures_mid: 61632.05 , spot_mid: 61663.98 , basis: -31.93\n",
      "current_timestamp: 1723161662500000000 futures_mid: 61578.15 , spot_mid: 61600.0 , basis: -21.85\n",
      "current_timestamp: 1723161672500000000 futures_mid: 61524.25 , spot_mid: 61562.0 , basis: -37.74\n",
      "current_timestamp: 1723161682500000000 futures_mid: 61552.45 , spot_mid: 61570.0 , basis: -17.54\n",
      "current_timestamp: 1723161692500000000 futures_mid: 61593.05 , spot_mid: 61606.0 , basis: -12.96\n",
      "current_timestamp: 1723161702500000000 futures_mid: 61587.45 , spot_mid: 61608.0 , basis: -20.54\n",
      "current_timestamp: 1723161712500000000 futures_mid: 61561.15 , spot_mid: 61589.88 , basis: -28.73\n",
      "current_timestamp: 1723161722500000000 futures_mid: 61589.95 , spot_mid: 61614.08 , basis: -24.14\n",
      "current_timestamp: 1723161732500000000 futures_mid: 61608.95 , spot_mid: 61632.13 , basis: -23.18\n",
      "current_timestamp: 1723161742500000000 futures_mid: 61653.45 , spot_mid: 61681.74 , basis: -28.29\n",
      "current_timestamp: 1723161752500000000 futures_mid: 61673.45 , spot_mid: 61700.0 , basis: -26.54\n",
      "current_timestamp: 1723161762500000000 futures_mid: 61663.95 , spot_mid: 61683.84 , basis: -19.89\n",
      "current_timestamp: 1723161772500000000 futures_mid: 61640.85 , spot_mid: 61664.0 , basis: -23.15\n",
      "current_timestamp: 1723161782500000000 futures_mid: 61634.15 , spot_mid: 61654.0 , basis: -19.85\n",
      "current_timestamp: 1723161792500000000 futures_mid: 61618.05 , spot_mid: 61666.0 , basis: -47.94\n",
      "current_timestamp: 1723161802500000000 futures_mid: 61626.65 , spot_mid: 61648.34 , basis: -21.69\n",
      "current_timestamp: 1723161812500000000 futures_mid: 61586.25 , spot_mid: 61612.0 , basis: -25.74\n",
      "current_timestamp: 1723161822500000000 futures_mid: 61624.65 , spot_mid: 61649.98 , basis: -25.33\n",
      "current_timestamp: 1723161832500000000 futures_mid: 61611.55 , spot_mid: 61644.0 , basis: -32.46\n",
      "current_timestamp: 1723161842500000000 futures_mid: 61633.95 , spot_mid: 61658.4 , basis: -24.46\n",
      "current_timestamp: 1723161852500000000 futures_mid: 61635.95 , spot_mid: 61656.02 , basis: -20.07\n",
      "current_timestamp: 1723161862500000000 futures_mid: 61671.45 , spot_mid: 61689.92 , basis: -18.47\n",
      "current_timestamp: 1723161872500000000 futures_mid: 61651.55 , spot_mid: 61664.0 , basis: -12.46\n",
      "current_timestamp: 1723161882500000000 futures_mid: 61614.15 , spot_mid: 61640.0 , basis: -25.84\n",
      "current_timestamp: 1723161892500000000 futures_mid: 61605.95 , spot_mid: 61622.12 , basis: -16.18\n",
      "current_timestamp: 1723161902500000000 futures_mid: 61583.95 , spot_mid: 61607.98 , basis: -24.04\n"
     ]
    }
   ],
   "source": [
    "from numba import njit\n",
    "from hftbacktest import BacktestAsset, HashMapMarketDepthBacktest\n",
    "\n",
    "out_dtype = np.dtype([('timestamp', 'i8'), ('mid_price', 'f8'), ('spot_mid_price', 'f8')])\n",
    "\n",
    "@njit\n",
    "def print_basis(hbt, spot):\n",
    "    out = np.empty(1_000_000, out_dtype)\n",
    "\n",
    "    t = 0\n",
    "    spot_row = 0\n",
    "    \n",
    "    # Checks every 60-sec (in nanoseconds)\n",
    "    while hbt.elapse(1_000_000_000) == 0:\n",
    "        # Finds the latest spot mid value.\n",
    "        while spot_row < len(spot) and spot[spot_row, 0] <= hbt.current_timestamp:\n",
    "            spot_row += 1\n",
    "        spot_mid_price = spot[spot_row - 1, 1] if spot_row > 0 else np.nan\n",
    "\n",
    "        depth = hbt.depth(0)\n",
    "        \n",
    "        mid_price = (depth.best_bid + depth.best_ask) / 2.0\n",
    "        basis = mid_price - spot_mid_price\n",
    "\n",
    "        if t % 10 == 0:\n",
    "            print(\n",
    "                'current_timestamp:',\n",
    "                hbt.current_timestamp,\n",
    "                'futures_mid:',\n",
    "                round(mid_price, 2),\n",
    "                ', spot_mid:',\n",
    "                round(spot_mid_price, 2),\n",
    "                ', basis:',\n",
    "                round(basis, 2)\n",
    "            )\n",
    "\n",
    "        out[t].timestamp = hbt.current_timestamp\n",
    "        out[t].mid_price = mid_price\n",
    "        out[t].spot_mid_price = spot_mid_price\n",
    "        t += 1\n",
    "        \n",
    "    return out[:t]\n",
    "\n",
    "asset = (\n",
    "    BacktestAsset()\n",
    "        .data(['usdm/btcusdt_20240809.npz'])\n",
    "        .initial_snapshot('usdm/btcusdt_20240808_eod.npz')\n",
    "        .linear_asset(1.0) \n",
    "        .constant_latency(10_000_000, 10_000_000)\n",
    "        .risk_adverse_queue_model() \n",
    "        .no_partial_fill_exchange()\n",
    "        .trading_value_fee_model(0.0002, 0.0007)\n",
    "        .tick_size(0.1)\n",
    "        .lot_size(0.001)\n",
    ")\n",
    "\n",
    "hbt = HashMapMarketDepthBacktest([asset])\n",
    "\n",
    "out = print_basis(hbt, spot)\n",
    "\n",
    "_ = hbt.close()"
   ]
  },
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   "execution_count": 3,
   "id": "0f18afc8-fd2d-4185-9094-dd7a1027ebf8",
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the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else 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].childNodes[1].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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\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[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "  ),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"d77234e8-97b6-482d-81e1-b28950f89a43\":{\"version\":\"3.4.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"681ba5bca94042d9bf2849c6b065fc41\",\"client_comm_id\":\"db6efe02d08b45739e00a3b05945f5a2\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
       "  var render_items = [{\"docid\":\"d77234e8-97b6-482d-81e1-b28950f89a43\",\"roots\":{\"p1002\":\"fb1b23a0-9dbf-44a4-924c-ac63073f644b\"},\"root_ids\":[\"p1002\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
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       "\t  root_el.id = root_el.id + '-rendered'\n",
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       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
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       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
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       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
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       "        }\n",
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       "    }, 25, root)\n",
       "  }\n",
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fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
       "  var render_items = [{\"docid\":\"de1092b3-74b7-4673-b727-5d4c95ade1ac\",\"roots\":{\"p1004\":\"cbeed9ea-542f-4487-a7b8-eebcc7f80de4\"},\"root_ids\":[\"p1004\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t  for (const child of root_el.children) {\n",
       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":NdOverlay   [Variable]\n",
       "   :Curve   [timestamp]   (value)"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1004"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import polars as pl\n",
    "import holoviews as hv\n",
    "\n",
    "df = pl.DataFrame(out).with_columns(\n",
    "    pl.from_epoch('timestamp', time_unit='ns').alias('timestamp')\n",
    ")\n",
    "\n",
    "hv.extension('bokeh')\n",
    "\n",
    "df.plot(x='timestamp')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d91e0cd-d30a-475e-82ac-ae91516a351e",
   "metadata": {},
   "source": [
    "Although this is a short-period sample, you can observe that the basis is mean-reverting. There may be statistical arbitrage opportunities, particularly if you are eligible for rebates or zero fees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "695f935e-8fbe-43b9-8694-dd50f7a6874b",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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      ],
      "text/plain": [
       ":Curve   [timestamp]   (basis bp)"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1100"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((df['mid_price'] - df['spot_mid_price']) / df['mid_price'] * 10000).alias('basis bp').plot(x='timestamp')"
   ]
  }
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