orderbook_exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import polars as pl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from datetime import datetime\n",
    "from tqdm import tqdm "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The following rows have pu not equal to the previous last_update_id\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 11)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>symbol</th><th>timestamp</th><th>first_update_id</th><th>last_update_id</th><th>side</th><th>update_type</th><th>price</th><th>qty</th><th>pu</th><th>last_timestamp</th><th>pu_check</th></tr><tr><td>str</td><td>datetime[μs]</td><td>i64</td><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>i64</td><td>datetime[μs]</td><td>bool</td></tr></thead><tbody><tr><td>&quot;BTCUSDT&quot;</td><td>2023-03-31 00:00:00.019</td><td>2695091207346</td><td>2695091211562</td><td>&quot;a&quot;</td><td>&quot;set&quot;</td><td>28015.1</td><td>1.297</td><td>2695091206666</td><td>null</td><td>false</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 11)\n",
       "┌─────────┬─────────────┬────────────┬────────────┬───┬───────┬────────────┬────────────┬──────────┐\n",
       "│ symbol  ┆ timestamp   ┆ first_upda ┆ last_updat ┆ … ┆ qty   ┆ pu         ┆ last_times ┆ pu_check │\n",
       "│ ---     ┆ ---         ┆ te_id      ┆ e_id       ┆   ┆ ---   ┆ ---        ┆ tamp       ┆ ---      │\n",
       "│ str     ┆ datetime[μs ┆ ---        ┆ ---        ┆   ┆ f64   ┆ i64        ┆ ---        ┆ bool     │\n",
       "│         ┆ ]           ┆ i64        ┆ i64        ┆   ┆       ┆            ┆ datetime[μ ┆          │\n",
       "│         ┆             ┆            ┆            ┆   ┆       ┆            ┆ s]         ┆          │\n",
       "╞═════════╪═════════════╪════════════╪════════════╪═══╪═══════╪════════════╪════════════╪══════════╡\n",
       "│ BTCUSDT ┆ 2023-03-31  ┆ 2695091207 ┆ 2695091211 ┆ … ┆ 1.297 ┆ 2695091206 ┆ null       ┆ false    │\n",
       "│         ┆ 00:00:00.01 ┆ 346        ┆ 562        ┆   ┆       ┆ 666        ┆            ┆          │\n",
       "│         ┆ 9           ┆            ┆            ┆   ┆       ┆            ┆            ┆          │\n",
       "└─────────┴─────────────┴────────────┴────────────┴───┴───────┴────────────┴────────────┴──────────┘"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read CSV data to polar datafrae\n",
    "target_date = \"2023-03-31\"\n",
    "df_update = pl.read_csv(f\"binance_exercise/data/binance/orderbooks/BTCUSDT_T_DEPTH_{target_date}_depth_update.csv\",\n",
    "                        dtypes={\n",
    "                            \"symbol\": pl.Utf8,\n",
    "                            \"timestamp\": pl.Int64,\n",
    "                            \"first_update_id\": pl.Int64,\n",
    "                            \"last_update_id\": pl.Int64,\n",
    "                            \"side\": pl.Utf8,\n",
    "                            \"update_type\": pl.Utf8,\n",
    "                            \"price\": pl.Float64,\n",
    "                            \"qty\": pl.Float64,\n",
    "                            \"pu\": pl.Int64\n",
    "                        }).with_columns((pl.col(\"timestamp\") * 1000).cast(pl.Datetime))\n",
    "\n",
    "# Add a column named pu_check which shows if pu is equal to the previous last_update_id\n",
    "df_update_skipped = df_update.unique(subset=[\"timestamp\", \"first_update_id\", \"last_update_id\"]).with_columns((pl.col(\"timestamp\").shift(1)).alias(\"last_timestamp\"), (pl.col(\"pu\") == pl.col(\"last_update_id\").shift(1)).alias(\"pu_check\"))\n",
    "\n",
    "print(\"The following rows have pu not equal to the previous last_update_id\")\n",
    "pl.Config.set_tbl_rows(300)\n",
    "display(df_update_skipped.filter(pl.col(\"pu_check\") == False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Timestamp = 2023-03-31 00:00:08.537000 Best bid = 28008.2 : Best ask = 28008.3 Order book size = 200:   0%|          | 20/847763 [00:03<28:22:56,  8.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning : 2023-03-31 00:00:00.019000 : last_update_id != pu\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Timestamp = 2023-03-31 00:01:46.599000 Best bid = 28022.9 : Best ask = 28023.0 Order book size = 200:   0%|          | 1001/847763 [00:08<1:54:56, 122.79it/s]\n"
     ]
    }
   ],
   "source": [
    "df_bestbidask = pl.DataFrame(\n",
    "    {\n",
    "        \"timestamp\": pl.Series(\"timestamp\", dtype=pl.Datetime),\n",
    "        \"best_bid\": pl.Series(\"best_bid\", dtype=pl.Float64),\n",
    "        \"best_ask\": pl.Series(\"best_ask\", dtype=pl.Float64),\n",
    "    }\n",
    ")\n",
    "\n",
    "df_orderbook_empty = pl.DataFrame(\n",
    "    {\n",
    "        \"price\": pl.Series(\"price\", dtype=pl.Float64),\n",
    "        \"side\": pl.Series(\"side\", dtype=pl.Utf8),\n",
    "        \"qty\": pl.Series(\"qty\", dtype=pl.Float64),\n",
    "    }\n",
    ")\n",
    "\n",
    "df_orderbook = df_orderbook_empty.clone()\n",
    "df_orderbook_integral = df_orderbook_empty.clone()\n",
    "\n",
    "_pbar = tqdm(df_update.partition_by(\"timestamp\"))\n",
    "_last_update_id = None\n",
    "_last_timestamp = None\n",
    "_best_bid = -np.inf\n",
    "_best_ask = np.inf\n",
    "\n",
    "for _idx, _df in enumerate(_pbar):\n",
    "    _timestamp = _df[0, [\"timestamp\"]].item()\n",
    "\n",
    "    # Calc integral of order book\n",
    "    if _last_timestamp != None:\n",
    "        # Assume df_orderbook exists\n",
    "        _df_orderbook_centered = df_orderbook.with_columns([(pl.col(\"price\") - (_best_bid + _best_ask) / 2).alias(\"price\"),\n",
    "                                                            pl.col(\"qty\").alias(\"qty\")])\n",
    "\n",
    "        _df_joined_orderbook_centered = df_orderbook_integral.join(_df_orderbook_centered, on=[\"side\", \"price\"], how=\"outer\")\n",
    "        _df_joined_orderbook_centered = _df_joined_orderbook_centered.with_columns([pl.col(\"qty\").fill_null(0),\n",
    "                                                                                    pl.col(\"qty_right\").fill_null(0)])\n",
    "        df_orderbook_integral = _df_joined_orderbook_centered.with_columns((pl.col(\"qty\") + pl.col(\"qty_right\")).alias(\"qty\")).select([\"side\", \"price\", \"qty\"]).sort(\"price\")\n",
    "        \n",
    "    if _last_update_id != _df[0, [\"pu\"]].item():\n",
    "        df_orderbook = df_orderbook_empty.clone()\n",
    "        print(f\"Warning : {_timestamp} : last_update_id != pu\")\n",
    "\n",
    "    _df_joined_orderbook = df_orderbook.join(_df, on=[\"side\", \"price\"], how=\"outer\").sort([\"side\", \"price\", \"timestamp\"])\n",
    "    _df_joined_orderbook = _df_joined_orderbook.unique(subset=[\"side\", \"price\"], keep=\"last\")\n",
    "    \n",
    "    df_orderbook = _df_joined_orderbook.select([\n",
    "        pl.col(\"side\"),\n",
    "        pl.col(\"price\"),\n",
    "        pl.coalesce([\"qty_right\", \"qty\"]).alias(\"qty\")\n",
    "    ]).filter(pl.col(\"qty\") > 0).sort(\"price\")\n",
    "\n",
    "    _df_orderbook_bid = df_orderbook.filter(pl.col('side') == 'b').tail(100)\n",
    "    _df_orderbook_ask = df_orderbook.filter(pl.col('side') == 'a').head(100)\n",
    "    df_orderbook = pl.concat([_df_orderbook_bid, _df_orderbook_ask], how=\"vertical\")\n",
    "\n",
    "    _best_bid = _df_orderbook_bid[-1, \"price\"]\n",
    "    _best_ask = _df_orderbook_ask[0, \"price\"]\n",
    "    \n",
    "    _df_new_bestbidask = pl.DataFrame({\n",
    "        \"timestamp\": [_timestamp],\n",
    "        \"best_bid\": [_best_bid],\n",
    "        \"best_ask\": [_best_ask],\n",
    "    }, schema={\"timestamp\": pl.Datetime, \"best_bid\": pl.Float64, \"best_ask\": pl.Float64 })\n",
    "\n",
    "    df_bestbidask = pl.concat([df_bestbidask, _df_new_bestbidask], how=\"vertical\")\n",
    "\n",
    "    _pbar.set_description(f\"Timestamp = {_timestamp} Best bid = {_best_bid} : Best ask = {_best_ask} Order book size = {df_orderbook.shape[0]}\")\n",
    "\n",
    "    _last_timestamp = _timestamp\n",
    "    _last_update_id = _df[0, [\"last_update_id\"]].item()\n",
    "\n",
    "    if _idx > 1000:\n",
    "        break\n",
    "\n",
    "df_bestbidask.write_parquet(f\"df_bestbidask_{target_date}.parquet\")\n",
    "series_bid_diff = df_bestbidask[\"best_bid\"] != df_bestbidask[\"best_bid\"].shift(1)\n",
    "series_ask_diff = df_bestbidask[\"best_ask\"] != df_bestbidask[\"best_ask\"].shift(1)\n",
    "mask = series_bid_diff | series_ask_diff\n",
    "\n",
    "df_bestbidask_nodupe = df_bestbidask.filter(mask)\n",
    "df_bestbidask_nodupe.write_parquet(f\"df_bestbidask_nodupe_{target_date}.parquet\")\n",
    "\n",
    "df_orderbook_integral.write_parquet(f\"df_orderbook_integral_{target_date}.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1398, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>side</th><th>price</th><th>qty</th></tr><tr><td>str</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>&quot;b&quot;</td><td>-23015.05</td><td>137.831</td></tr><tr><td>&quot;b&quot;</td><td>-11491.65</td><td>0.009</td></tr><tr><td>&quot;b&quot;</td><td>-8404.45</td><td>0.1</td></tr><tr><td>&quot;b&quot;</td><td>-2661.45</td><td>18.576</td></tr><tr><td>&quot;b&quot;</td><td>-577.35</td><td>14.0</td></tr><tr><td>&quot;b&quot;</td><td>-166.2</td><td>0.074</td></tr><tr><td>&quot;b&quot;</td><td>-166.1</td><td>0.006</td></tr><tr><td>&quot;b&quot;</td><td>-127.7</td><td>0.156</td></tr><tr><td>&quot;b&quot;</td><td>-127.6</td><td>0.022</td></tr><tr><td>&quot;b&quot;</td><td>-124.15</td><td>0.385</td></tr><tr><td>&quot;b&quot;</td><td>-122.85</td><td>0.856</td></tr><tr><td>&quot;b&quot;</td><td>-89.2</td><td>0.323</td></tr><tr><td>&quot;b&quot;</td><td>-86.55</td><td>1.088</td></tr><tr><td>&quot;b&quot;</td><td>-85.25</td><td>0.952</td></tr><tr><td>&quot;b&quot;</td><td>-84.45</td><td>0.712</td></tr><tr><td>&quot;b&quot;</td><td>-83.55</td><td>0.178</td></tr><tr><td>&quot;b&quot;</td><td>-82.85</td><td>0.008</td></tr><tr><td>&quot;b&quot;</td><td>-81.95</td><td>0.002</td></tr><tr><td>&quot;b&quot;</td><td>-81.55</td><td>0.373</td></tr><tr><td>&quot;b&quot;</td><td>-80.95</td><td>1.33</td></tr><tr><td>&quot;b&quot;</td><td>-80.9</td><td>3.405</td></tr><tr><td>&quot;b&quot;</td><td>-80.65</td><td>0.07</td></tr><tr><td>&quot;b&quot;</td><td>-80.05</td><td>0.38</td></tr><tr><td>&quot;b&quot;</td><td>-79.85</td><td>2.61</td></tr><tr><td>&quot;b&quot;</td><td>-79.75</td><td>19.968</td></tr><tr><td>&quot;b&quot;</td><td>-78.95</td><td>0.58</td></tr><tr><td>&quot;b&quot;</td><td>-78.85</td><td>4.992</td></tr><tr><td>&quot;b&quot;</td><td>-78.75</td><td>0.319</td></tr><tr><td>&quot;b&quot;</td><td>-78.15</td><td>1.2</td></tr><tr><td>&quot;b&quot;</td><td>-77.25</td><td>0.3</td></tr><tr><td>&quot;b&quot;</td><td>-76.95</td><td>0.009</td></tr><tr><td>&quot;b&quot;</td><td>-76.05</td><td>0.002</td></tr><tr><td>&quot;b&quot;</td><td>-74.55</td><td>0.656</td></tr><tr><td>&quot;b&quot;</td><td>-73.65</td><td>0.164</td></tr><tr><td>&quot;b&quot;</td><td>-73.25</td><td>0.414</td></tr><tr><td>&quot;b&quot;</td><td>-72.35</td><td>0.092</td></tr><tr><td>&quot;b&quot;</td><td>-71.05</td><td>2.644</td></tr><tr><td>&quot;b&quot;</td><td>-70.15</td><td>0.446</td></tr><tr><td>&quot;b&quot;</td><td>-69.95</td><td>57.321</td></tr><tr><td>&quot;b&quot;</td><td>-69.05</td><td>12.738</td></tr><tr><td>&quot;b&quot;</td><td>-68.55</td><td>2.44</td></tr><tr><td>&quot;b&quot;</td><td>-67.65</td><td>0.61</td></tr><tr><td>&quot;b&quot;</td><td>-66.85</td><td>1.539</td></tr><tr><td>&quot;b&quot;</td><td>-65.95</td><td>0.342</td></tr><tr><td>&quot;b&quot;</td><td>-65.45</td><td>2.408</td></tr><tr><td>&quot;b&quot;</td><td>-64.75</td><td>1.696</td></tr><tr><td>&quot;b&quot;</td><td>-64.55</td><td>0.602</td></tr><tr><td>&quot;b&quot;</td><td>-63.85</td><td>0.424</td></tr><tr><td>&quot;b&quot;</td><td>-62.65</td><td>3.6</td></tr><tr><td>&quot;b&quot;</td><td>-61.75</td><td>0.8</td></tr><tr><td>&quot;b&quot;</td><td>-61.25</td><td>0.96</td></tr><tr><td>&quot;b&quot;</td><td>-60.35</td><td>0.43</td></tr><tr><td>&quot;b&quot;</td><td>-60.05</td><td>0.927</td></tr><tr><td>&quot;b&quot;</td><td>-59.15</td><td>0.206</td></tr><tr><td>&quot;b&quot;</td><td>-58.55</td><td>2.944</td></tr><tr><td>&quot;b&quot;</td><td>-57.75</td><td>2.655</td></tr><tr><td>&quot;b&quot;</td><td>-57.65</td><td>0.736</td></tr><tr><td>&quot;b&quot;</td><td>-56.85</td><td>0.59</td></tr><tr><td>&quot;b&quot;</td><td>-56.3</td><td>0.777</td></tr><tr><td>&quot;b&quot;</td><td>-56.05</td><td>0.444</td></tr><tr><td>&quot;b&quot;</td><td>-55.65</td><td>4.528</td></tr><tr><td>&quot;b&quot;</td><td>-54.95</td><td>0.756</td></tr><tr><td>&quot;b&quot;</td><td>-54.75</td><td>9.18</td></tr><tr><td>&quot;b&quot;</td><td>-54.25</td><td>855.162</td></tr><tr><td>&quot;b&quot;</td><td>-54.05</td><td>0.168</td></tr><tr><td>&quot;b&quot;</td><td>-53.85</td><td>2.012</td></tr><tr><td>&quot;b&quot;</td><td>-53.75</td><td>0.048</td></tr><tr><td>&quot;b&quot;</td><td>-53.35</td><td>189.846</td></tr><tr><td>&quot;b&quot;</td><td>-52.85</td><td>0.012</td></tr><tr><td>&quot;b&quot;</td><td>-52.05</td><td>0.099</td></tr><tr><td>&quot;b&quot;</td><td>-51.15</td><td>0.022</td></tr><tr><td>&quot;b&quot;</td><td>-50.65</td><td>2.556</td></tr><tr><td>&quot;b&quot;</td><td>-50.55</td><td>2.432</td></tr><tr><td>&quot;b&quot;</td><td>-50.35</td><td>4.419</td></tr><tr><td>&quot;b&quot;</td><td>-49.85</td><td>0.705</td></tr><tr><td>&quot;b&quot;</td><td>-49.75</td><td>0.568</td></tr><tr><td>&quot;b&quot;</td><td>-49.65</td><td>0.608</td></tr><tr><td>&quot;b&quot;</td><td>-49.45</td><td>0.001</td></tr><tr><td>&quot;b&quot;</td><td>-49.15</td><td>1.539</td></tr><tr><td>&quot;b&quot;</td><td>-49.05</td><td>4.059</td></tr><tr><td>&quot;b&quot;</td><td>-48.75</td><td>0.078</td></tr><tr><td>&quot;b&quot;</td><td>-47.25</td><td>0.008</td></tr><tr><td>&quot;b&quot;</td><td>-46.55</td><td>0.009</td></tr><tr><td>&quot;b&quot;</td><td>-46.35</td><td>0.002</td></tr><tr><td>&quot;b&quot;</td><td>-46.15</td><td>44.528</td></tr><tr><td>&quot;b&quot;</td><td>-45.75</td><td>0.404</td></tr><tr><td>&quot;b&quot;</td><td>-45.65</td><td>0.002</td></tr><tr><td>&quot;b&quot;</td><td>-45.25</td><td>10.006</td></tr><tr><td>&quot;b&quot;</td><td>-45.05</td><td>0.001</td></tr><tr><td>&quot;b&quot;</td><td>-44.95</td><td>0.056</td></tr><tr><td>&quot;b&quot;</td><td>-44.65</td><td>5.003</td></tr><tr><td>&quot;b&quot;</td><td>-44.05</td><td>0.014</td></tr><tr><td>&quot;b&quot;</td><td>-43.85</td><td>0.904</td></tr><tr><td>&quot;b&quot;</td><td>-43.65</td><td>5.003</td></tr><tr><td>&quot;b&quot;</td><td>-43.55</td><td>0.15</td></tr><tr><td>&quot;b&quot;</td><td>-43.45</td><td>0.007</td></tr><tr><td>&quot;b&quot;</td><td>-43.25</td><td>0.013</td></tr><tr><td>&quot;b&quot;</td><td>-42.95</td><td>0.301</td></tr><tr><td>&quot;b&quot;</td><td>-42.55</td><td>0.563</td></tr><tr><td>&quot;b&quot;</td><td>-42.45</td><td>6.721</td></tr><tr><td>&quot;b&quot;</td><td>-42.35</td><td>0.113</td></tr><tr><td>&quot;b&quot;</td><td>-42.25</td><td>0.013</td></tr><tr><td>&quot;b&quot;</td><td>-42.15</td><td>1.2</td></tr><tr><td>&quot;b&quot;</td><td>-42.05</td><td>0.132</td></tr><tr><td>&quot;b&quot;</td><td>-41.95</td><td>0.075</td></tr><tr><td>&quot;b&quot;</td><td>-41.55</td><td>0.136</td></tr><tr><td>&quot;b&quot;</td><td>-41.45</td><td>6.285</td></tr><tr><td>&quot;b&quot;</td><td>-41.35</td><td>0.226</td></tr><tr><td>&quot;b&quot;</td><td>-41.25</td><td>0.3</td></tr><tr><td>&quot;b&quot;</td><td>-41.05</td><td>11.68</td></tr><tr><td>&quot;b&quot;</td><td>-40.95</td><td>0.068</td></tr><tr><td>&quot;b&quot;</td><td>-40.65</td><td>0.15</td></tr><tr><td>&quot;b&quot;</td><td>-40.15</td><td>2.92</td></tr><tr><td>&quot;b&quot;</td><td>-39.95</td><td>0.136</td></tr><tr><td>&quot;b&quot;</td><td>-39.65</td><td>0.7</td></tr><tr><td>&quot;b&quot;</td><td>-39.55</td><td>1.46</td></tr><tr><td>&quot;b&quot;</td><td>-39.45</td><td>0.054</td></tr><tr><td>&quot;b&quot;</td><td>-38.55</td><td>0.012</td></tr><tr><td>&quot;b&quot;</td><td>-38.55</td><td>2.92</td></tr><tr><td>&quot;b&quot;</td><td>-38.25</td><td>3.31</td></tr><tr><td>&quot;b&quot;</td><td>-38.15</td><td>1.264</td></tr><tr><td>&quot;b&quot;</td><td>-37.95</td><td>0.006</td></tr><tr><td>&quot;b&quot;</td><td>-37.65</td><td>0.136</td></tr><tr><td>&quot;b&quot;</td><td>-37.55</td><td>3.274</td></tr><tr><td>&quot;b&quot;</td><td>-37.35</td><td>0.856</td></tr><tr><td>&quot;b&quot;</td><td>-37.25</td><td>0.316</td></tr><tr><td>&quot;b&quot;</td><td>-36.95</td><td>0.012</td></tr><tr><td>&quot;b&quot;</td><td>-36.85</td><td>0.708</td></tr><tr><td>&quot;b&quot;</td><td>-36.75</td><td>0.034</td></tr><tr><td>&quot;b&quot;</td><td>-36.65</td><td>0.158</td></tr><tr><td>&quot;b&quot;</td><td>-36.45</td><td>0.214</td></tr><tr><td>&quot;b&quot;</td><td>-36.25</td><td>0.007</td></tr><tr><td>&quot;b&quot;</td><td>-36.15</td><td>0.017</td></tr><tr><td>&quot;b&quot;</td><td>-35.85</td><td>0.107</td></tr><tr><td>&quot;b&quot;</td><td>-35.65</td><td>0.572</td></tr><tr><td>&quot;b&quot;</td><td>-35.25</td><td>0.038</td></tr><tr><td>&quot;b&quot;</td><td>-35.15</td><td>0.034</td></tr><tr><td>&quot;b&quot;</td><td>-34.95</td><td>54.018</td></tr><tr><td>&quot;b&quot;</td><td>-34.85</td><td>2.884</td></tr><tr><td>&quot;b&quot;</td><td>-34.25</td><td>0.048</td></tr><tr><td>&quot;b&quot;</td><td>-34.05</td><td>12.004</td></tr><tr><td>&quot;b&quot;</td><td>-33.75</td><td>0.312</td></tr><tr><td>&quot;b&quot;</td><td>-33.45</td><td>3.002</td></tr><tr><td>&quot;b&quot;</td><td>-32.85</td><td>0.078</td></tr><tr><td>&quot;b&quot;</td><td>-32.55</td><td>29.736</td></tr><tr><td>&quot;b&quot;</td><td>-32.45</td><td>0.004</td></tr><tr><td>&quot;b&quot;</td><td>-32.25</td><td>0.065</td></tr><tr><td>&quot;b&quot;</td><td>-32.15</td><td>32.296</td></tr><tr><td>&quot;b&quot;</td><td>-32.05</td><td>0.541</td></tr><tr><td>&quot;b&quot;</td><td>-31.95</td><td>0.458</td></tr><tr><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td></tr><tr><td>&quot;a&quot;</td><td>17.25</td><td>0.877</td></tr><tr><td>&quot;a&quot;</td><td>17.35</td><td>0.87</td></tr><tr><td>&quot;a&quot;</td><td>17.45</td><td>1.044</td></tr><tr><td>&quot;a&quot;</td><td>17.65</td><td>12.25</td></tr><tr><td>&quot;a&quot;</td><td>17.75</td><td>1.382</td></tr><tr><td>&quot;a&quot;</td><td>17.85</td><td>7.99</td></tr><tr><td>&quot;a&quot;</td><td>17.85</td><td>2.256</td></tr><tr><td>&quot;a&quot;</td><td>17.95</td><td>19.816</td></tr><tr><td>&quot;a&quot;</td><td>18.05</td><td>15.995</td></tr><tr><td>&quot;a&quot;</td><td>18.15</td><td>2.999</td></tr><tr><td>&quot;a&quot;</td><td>18.25</td><td>1.6</td></tr><tr><td>&quot;a&quot;</td><td>18.35</td><td>2.972</td></tr><tr><td>&quot;a&quot;</td><td>18.45</td><td>1.16</td></tr><tr><td>&quot;a&quot;</td><td>18.55</td><td>0.748</td></tr><tr><td>&quot;a&quot;</td><td>18.65</td><td>0.178</td></tr><tr><td>&quot;a&quot;</td><td>18.75</td><td>0.484</td></tr><tr><td>&quot;a&quot;</td><td>18.85</td><td>5.128</td></tr><tr><td>&quot;a&quot;</td><td>18.95</td><td>0.556</td></tr><tr><td>&quot;a&quot;</td><td>19.05</td><td>3.877</td></tr><tr><td>&quot;a&quot;</td><td>19.15</td><td>0.07</td></tr><tr><td>&quot;a&quot;</td><td>19.35</td><td>0.011</td></tr><tr><td>&quot;a&quot;</td><td>19.45</td><td>2.232</td></tr><tr><td>&quot;a&quot;</td><td>19.55</td><td>23.24</td></tr><tr><td>&quot;a&quot;</td><td>19.75</td><td>0.001</td></tr><tr><td>&quot;a&quot;</td><td>19.85</td><td>0.035</td></tr><tr><td>&quot;a&quot;</td><td>19.95</td><td>0.84</td></tr><tr><td>&quot;a&quot;</td><td>19.95</td><td>1.522</td></tr><tr><td>&quot;a&quot;</td><td>20.05</td><td>1.388</td></tr><tr><td>&quot;a&quot;</td><td>20.15</td><td>0.007</td></tr><tr><td>&quot;a&quot;</td><td>20.35</td><td>0.096</td></tr><tr><td>&quot;a&quot;</td><td>20.35</td><td>15.206</td></tr><tr><td>&quot;a&quot;</td><td>20.45</td><td>2.8</td></tr><tr><td>&quot;a&quot;</td><td>20.45</td><td>4.643</td></tr><tr><td>&quot;a&quot;</td><td>20.55</td><td>66.003</td></tr><tr><td>&quot;a&quot;</td><td>20.65</td><td>41.66</td></tr><tr><td>&quot;a&quot;</td><td>20.85</td><td>0.035</td></tr><tr><td>&quot;a&quot;</td><td>20.95</td><td>1.446</td></tr><tr><td>&quot;a&quot;</td><td>21.05</td><td>0.362</td></tr><tr><td>&quot;a&quot;</td><td>21.25</td><td>0.452</td></tr><tr><td>&quot;a&quot;</td><td>21.45</td><td>15.606</td></tr><tr><td>&quot;a&quot;</td><td>21.45</td><td>0.42</td></tr><tr><td>&quot;a&quot;</td><td>21.55</td><td>9.253</td></tr><tr><td>&quot;a&quot;</td><td>21.65</td><td>15.457</td></tr><tr><td>&quot;a&quot;</td><td>22.05</td><td>1.333</td></tr><tr><td>&quot;a&quot;</td><td>22.15</td><td>2.395</td></tr><tr><td>&quot;a&quot;</td><td>22.45</td><td>39.639</td></tr><tr><td>&quot;a&quot;</td><td>22.55</td><td>1.044</td></tr><tr><td>&quot;a&quot;</td><td>22.65</td><td>3.187</td></tr><tr><td>&quot;a&quot;</td><td>22.75</td><td>14.973</td></tr><tr><td>&quot;a&quot;</td><td>22.95</td><td>0.112</td></tr><tr><td>&quot;a&quot;</td><td>22.95</td><td>0.378</td></tr><tr><td>&quot;a&quot;</td><td>23.05</td><td>3.405</td></tr><tr><td>&quot;a&quot;</td><td>23.15</td><td>3.824</td></tr><tr><td>&quot;a&quot;</td><td>23.25</td><td>17.852</td></tr><tr><td>&quot;a&quot;</td><td>23.35</td><td>8.12</td></tr><tr><td>&quot;a&quot;</td><td>23.55</td><td>1.16</td></tr><tr><td>&quot;a&quot;</td><td>23.65</td><td>4.278</td></tr><tr><td>&quot;a&quot;</td><td>23.75</td><td>0.015</td></tr><tr><td>&quot;a&quot;</td><td>23.85</td><td>0.084</td></tr><tr><td>&quot;a&quot;</td><td>23.95</td><td>1.465</td></tr><tr><td>&quot;a&quot;</td><td>24.25</td><td>2.139</td></tr><tr><td>&quot;a&quot;</td><td>24.45</td><td>0.276</td></tr><tr><td>&quot;a&quot;</td><td>24.45</td><td>0.042</td></tr><tr><td>&quot;a&quot;</td><td>24.55</td><td>29.45</td></tr><tr><td>&quot;a&quot;</td><td>24.95</td><td>6.784</td></tr><tr><td>&quot;a&quot;</td><td>25.35</td><td>3.536</td></tr><tr><td>&quot;a&quot;</td><td>25.45</td><td>4.289</td></tr><tr><td>&quot;a&quot;</td><td>25.55</td><td>48.504</td></tr><tr><td>&quot;a&quot;</td><td>25.85</td><td>5.048</td></tr><tr><td>&quot;a&quot;</td><td>25.95</td><td>0.336</td></tr><tr><td>&quot;a&quot;</td><td>26.25</td><td>0.884</td></tr><tr><td>&quot;a&quot;</td><td>26.45</td><td>0.004</td></tr><tr><td>&quot;a&quot;</td><td>26.85</td><td>0.084</td></tr><tr><td>&quot;a&quot;</td><td>27.15</td><td>1.08</td></tr><tr><td>&quot;a&quot;</td><td>27.75</td><td>0.752</td></tr><tr><td>&quot;a&quot;</td><td>28.05</td><td>2.783</td></tr><tr><td>&quot;a&quot;</td><td>28.05</td><td>2.317</td></tr><tr><td>&quot;a&quot;</td><td>28.85</td><td>0.009</td></tr><tr><td>&quot;a&quot;</td><td>29.15</td><td>0.008</td></tr><tr><td>&quot;a&quot;</td><td>29.45</td><td>3.67</td></tr><tr><td>&quot;a&quot;</td><td>29.75</td><td>2.834</td></tr><tr><td>&quot;a&quot;</td><td>30.05</td><td>0.002</td></tr><tr><td>&quot;a&quot;</td><td>30.15</td><td>0.613</td></tr><tr><td>&quot;a&quot;</td><td>30.35</td><td>0.744</td></tr><tr><td>&quot;a&quot;</td><td>30.65</td><td>0.708</td></tr><tr><td>&quot;a&quot;</td><td>31.95</td><td>0.728</td></tr><tr><td>&quot;a&quot;</td><td>32.45</td><td>0.088</td></tr><tr><td>&quot;a&quot;</td><td>32.45</td><td>0.024</td></tr><tr><td>&quot;a&quot;</td><td>32.55</td><td>9.664</td></tr><tr><td>&quot;a&quot;</td><td>32.85</td><td>0.182</td></tr><tr><td>&quot;a&quot;</td><td>32.85</td><td>0.639</td></tr><tr><td>&quot;a&quot;</td><td>33.35</td><td>0.002</td></tr><tr><td>&quot;a&quot;</td><td>33.45</td><td>2.412</td></tr><tr><td>&quot;a&quot;</td><td>33.75</td><td>0.142</td></tr><tr><td>&quot;a&quot;</td><td>35.85</td><td>0.504</td></tr><tr><td>&quot;a&quot;</td><td>36.75</td><td>0.126</td></tr><tr><td>&quot;a&quot;</td><td>37.35</td><td>2.097</td></tr><tr><td>&quot;a&quot;</td><td>38.25</td><td>0.466</td></tr><tr><td>&quot;a&quot;</td><td>40.25</td><td>5.87</td></tr><tr><td>&quot;a&quot;</td><td>40.45</td><td>0.876</td></tr><tr><td>&quot;a&quot;</td><td>41.35</td><td>0.292</td></tr><tr><td>&quot;a&quot;</td><td>42.35</td><td>6.416</td></tr><tr><td>&quot;a&quot;</td><td>42.45</td><td>0.009</td></tr><tr><td>&quot;a&quot;</td><td>43.25</td><td>1.604</td></tr><tr><td>&quot;a&quot;</td><td>43.35</td><td>0.002</td></tr><tr><td>&quot;a&quot;</td><td>43.95</td><td>3.368</td></tr><tr><td>&quot;a&quot;</td><td>44.85</td><td>0.522</td></tr><tr><td>&quot;a&quot;</td><td>45.35</td><td>0.648</td></tr><tr><td>&quot;a&quot;</td><td>46.25</td><td>0.162</td></tr><tr><td>&quot;a&quot;</td><td>47.15</td><td>0.784</td></tr><tr><td>&quot;a&quot;</td><td>48.05</td><td>0.196</td></tr><tr><td>&quot;a&quot;</td><td>48.45</td><td>27.36</td></tr><tr><td>&quot;a&quot;</td><td>49.35</td><td>3.42</td></tr><tr><td>&quot;a&quot;</td><td>49.35</td><td>10.062</td></tr><tr><td>&quot;a&quot;</td><td>50.25</td><td>1.118</td></tr><tr><td>&quot;a&quot;</td><td>51.65</td><td>1.066</td></tr><tr><td>&quot;a&quot;</td><td>51.65</td><td>2.597</td></tr><tr><td>&quot;a&quot;</td><td>52.55</td><td>0.239</td></tr><tr><td>&quot;a&quot;</td><td>52.65</td><td>4.952</td></tr><tr><td>&quot;a&quot;</td><td>54.45</td><td>7.216</td></tr><tr><td>&quot;a&quot;</td><td>54.85</td><td>0.421</td></tr><tr><td>&quot;a&quot;</td><td>55.75</td><td>0.828</td></tr><tr><td>&quot;a&quot;</td><td>56.85</td><td>1.098</td></tr><tr><td>&quot;a&quot;</td><td>58.05</td><td>2.7</td></tr><tr><td>&quot;a&quot;</td><td>59.65</td><td>49.424</td></tr><tr><td>&quot;a&quot;</td><td>59.95</td><td>77.355</td></tr><tr><td>&quot;a&quot;</td><td>61.35</td><td>26.248</td></tr><tr><td>&quot;a&quot;</td><td>62.75</td><td>1.416</td></tr><tr><td>&quot;a&quot;</td><td>63.45</td><td>0.909</td></tr><tr><td>&quot;a&quot;</td><td>65.55</td><td>0.704</td></tr><tr><td>&quot;a&quot;</td><td>66.75</td><td>3.51</td></tr><tr><td>&quot;a&quot;</td><td>67.65</td><td>1.032</td></tr><tr><td>&quot;a&quot;</td><td>69.75</td><td>27.213</td></tr><tr><td>&quot;a&quot;</td><td>71.15</td><td>1.431</td></tr><tr><td>&quot;a&quot;</td><td>71.85</td><td>2.096</td></tr><tr><td>&quot;a&quot;</td><td>73.35</td><td>3.942</td></tr><tr><td>&quot;a&quot;</td><td>74.55</td><td>0.924</td></tr><tr><td>&quot;a&quot;</td><td>76.15</td><td>0.054</td></tr><tr><td>&quot;a&quot;</td><td>77.95</td><td>0.009</td></tr><tr><td>&quot;a&quot;</td><td>79.55</td><td>0.092</td></tr><tr><td>&quot;a&quot;</td><td>82.15</td><td>0.264</td></tr><tr><td>&quot;a&quot;</td><td>83.15</td><td>0.191</td></tr><tr><td>&quot;a&quot;</td><td>84.85</td><td>0.433</td></tr><tr><td>&quot;a&quot;</td><td>85.75</td><td>0.013</td></tr><tr><td>&quot;a&quot;</td><td>92.85</td><td>0.135</td></tr><tr><td>&quot;a&quot;</td><td>95.55</td><td>0.852</td></tr><tr><td>&quot;a&quot;</td><td>98.75</td><td>3.007</td></tr><tr><td>&quot;a&quot;</td><td>100.55</td><td>0.192</td></tr><tr><td>&quot;a&quot;</td><td>132.35</td><td>0.086</td></tr><tr><td>&quot;a&quot;</td><td>141.45</td><td>0.081</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1_398, 3)\n",
       "┌──────┬───────────┬─────────┐\n",
       "│ side ┆ price     ┆ qty     │\n",
       "│ ---  ┆ ---       ┆ ---     │\n",
       "│ str  ┆ f64       ┆ f64     │\n",
       "╞══════╪═══════════╪═════════╡\n",
       "│ b    ┆ -23015.05 ┆ 137.831 │\n",
       "│ b    ┆ -11491.65 ┆ 0.009   │\n",
       "│ b    ┆ -8404.45  ┆ 0.1     │\n",
       "│ b    ┆ -2661.45  ┆ 18.576  │\n",
       "│ b    ┆ -577.35   ┆ 14.0    │\n",
       "│ b    ┆ -166.2    ┆ 0.074   │\n",
       "│ b    ┆ -166.1    ┆ 0.006   │\n",
       "│ b    ┆ -127.7    ┆ 0.156   │\n",
       "│ b    ┆ -127.6    ┆ 0.022   │\n",
       "│ b    ┆ -124.15   ┆ 0.385   │\n",
       "│ b    ┆ -122.85   ┆ 0.856   │\n",
       "│ b    ┆ -89.2     ┆ 0.323   │\n",
       "│ b    ┆ -86.55    ┆ 1.088   │\n",
       "│ b    ┆ -85.25    ┆ 0.952   │\n",
       "│ b    ┆ -84.45    ┆ 0.712   │\n",
       "│ b    ┆ -83.55    ┆ 0.178   │\n",
       "│ b    ┆ -82.85    ┆ 0.008   │\n",
       "│ b    ┆ -81.95    ┆ 0.002   │\n",
       "│ b    ┆ -81.55    ┆ 0.373   │\n",
       "│ b    ┆ -80.95    ┆ 1.33    │\n",
       "│ b    ┆ -80.9     ┆ 3.405   │\n",
       "│ b    ┆ -80.65    ┆ 0.07    │\n",
       "│ b    ┆ -80.05    ┆ 0.38    │\n",
       "│ b    ┆ -79.85    ┆ 2.61    │\n",
       "│ b    ┆ -79.75    ┆ 19.968  │\n",
       "│ b    ┆ -78.95    ┆ 0.58    │\n",
       "│ b    ┆ -78.85    ┆ 4.992   │\n",
       "│ b    ┆ -78.75    ┆ 0.319   │\n",
       "│ b    ┆ -78.15    ┆ 1.2     │\n",
       "│ b    ┆ -77.25    ┆ 0.3     │\n",
       "│ b    ┆ -76.95    ┆ 0.009   │\n",
       "│ b    ┆ -76.05    ┆ 0.002   │\n",
       "│ b    ┆ -74.55    ┆ 0.656   │\n",
       "│ b    ┆ -73.65    ┆ 0.164   │\n",
       "│ b    ┆ -73.25    ┆ 0.414   │\n",
       "│ b    ┆ -72.35    ┆ 0.092   │\n",
       "│ b    ┆ -71.05    ┆ 2.644   │\n",
       "│ b    ┆ -70.15    ┆ 0.446   │\n",
       "│ b    ┆ -69.95    ┆ 57.321  │\n",
       "│ b    ┆ -69.05    ┆ 12.738  │\n",
       "│ b    ┆ -68.55    ┆ 2.44    │\n",
       "│ b    ┆ -67.65    ┆ 0.61    │\n",
       "│ b    ┆ -66.85    ┆ 1.539   │\n",
       "│ b    ┆ -65.95    ┆ 0.342   │\n",
       "│ b    ┆ -65.45    ┆ 2.408   │\n",
       "│ b    ┆ -64.75    ┆ 1.696   │\n",
       "│ b    ┆ -64.55    ┆ 0.602   │\n",
       "│ b    ┆ -63.85    ┆ 0.424   │\n",
       "│ b    ┆ -62.65    ┆ 3.6     │\n",
       "│ b    ┆ -61.75    ┆ 0.8     │\n",
       "│ b    ┆ -61.25    ┆ 0.96    │\n",
       "│ b    ┆ -60.35    ┆ 0.43    │\n",
       "│ b    ┆ -60.05    ┆ 0.927   │\n",
       "│ b    ┆ -59.15    ┆ 0.206   │\n",
       "│ b    ┆ -58.55    ┆ 2.944   │\n",
       "│ b    ┆ -57.75    ┆ 2.655   │\n",
       "│ b    ┆ -57.65    ┆ 0.736   │\n",
       "│ b    ┆ -56.85    ┆ 0.59    │\n",
       "│ b    ┆ -56.3     ┆ 0.777   │\n",
       "│ b    ┆ -56.05    ┆ 0.444   │\n",
       "│ b    ┆ -55.65    ┆ 4.528   │\n",
       "│ b    ┆ -54.95    ┆ 0.756   │\n",
       "│ b    ┆ -54.75    ┆ 9.18    │\n",
       "│ b    ┆ -54.25    ┆ 855.162 │\n",
       "│ b    ┆ -54.05    ┆ 0.168   │\n",
       "│ b    ┆ -53.85    ┆ 2.012   │\n",
       "│ b    ┆ -53.75    ┆ 0.048   │\n",
       "│ b    ┆ -53.35    ┆ 189.846 │\n",
       "│ b    ┆ -52.85    ┆ 0.012   │\n",
       "│ b    ┆ -52.05    ┆ 0.099   │\n",
       "│ b    ┆ -51.15    ┆ 0.022   │\n",
       "│ b    ┆ -50.65    ┆ 2.556   │\n",
       "│ b    ┆ -50.55    ┆ 2.432   │\n",
       "│ b    ┆ -50.35    ┆ 4.419   │\n",
       "│ b    ┆ -49.85    ┆ 0.705   │\n",
       "│ b    ┆ -49.75    ┆ 0.568   │\n",
       "│ b    ┆ -49.65    ┆ 0.608   │\n",
       "│ b    ┆ -49.45    ┆ 0.001   │\n",
       "│ b    ┆ -49.15    ┆ 1.539   │\n",
       "│ b    ┆ -49.05    ┆ 4.059   │\n",
       "│ b    ┆ -48.75    ┆ 0.078   │\n",
       "│ b    ┆ -47.25    ┆ 0.008   │\n",
       "│ b    ┆ -46.55    ┆ 0.009   │\n",
       "│ b    ┆ -46.35    ┆ 0.002   │\n",
       "│ b    ┆ -46.15    ┆ 44.528  │\n",
       "│ b    ┆ -45.75    ┆ 0.404   │\n",
       "│ b    ┆ -45.65    ┆ 0.002   │\n",
       "│ b    ┆ -45.25    ┆ 10.006  │\n",
       "│ b    ┆ -45.05    ┆ 0.001   │\n",
       "│ b    ┆ -44.95    ┆ 0.056   │\n",
       "│ b    ┆ -44.65    ┆ 5.003   │\n",
       "│ b    ┆ -44.05    ┆ 0.014   │\n",
       "│ b    ┆ -43.85    ┆ 0.904   │\n",
       "│ b    ┆ -43.65    ┆ 5.003   │\n",
       "│ b    ┆ -43.55    ┆ 0.15    │\n",
       "│ b    ┆ -43.45    ┆ 0.007   │\n",
       "│ b    ┆ -43.25    ┆ 0.013   │\n",
       "│ b    ┆ -42.95    ┆ 0.301   │\n",
       "│ b    ┆ -42.55    ┆ 0.563   │\n",
       "│ b    ┆ -42.45    ┆ 6.721   │\n",
       "│ b    ┆ -42.35    ┆ 0.113   │\n",
       "│ b    ┆ -42.25    ┆ 0.013   │\n",
       "│ b    ┆ -42.15    ┆ 1.2     │\n",
       "│ b    ┆ -42.05    ┆ 0.132   │\n",
       "│ b    ┆ -41.95    ┆ 0.075   │\n",
       "│ b    ┆ -41.55    ┆ 0.136   │\n",
       "│ b    ┆ -41.45    ┆ 6.285   │\n",
       "│ b    ┆ -41.35    ┆ 0.226   │\n",
       "│ b    ┆ -41.25    ┆ 0.3     │\n",
       "│ b    ┆ -41.05    ┆ 11.68   │\n",
       "│ b    ┆ -40.95    ┆ 0.068   │\n",
       "│ b    ┆ -40.65    ┆ 0.15    │\n",
       "│ b    ┆ -40.15    ┆ 2.92    │\n",
       "│ b    ┆ -39.95    ┆ 0.136   │\n",
       "│ b    ┆ -39.65    ┆ 0.7     │\n",
       "│ b    ┆ -39.55    ┆ 1.46    │\n",
       "│ b    ┆ -39.45    ┆ 0.054   │\n",
       "│ b    ┆ -38.55    ┆ 0.012   │\n",
       "│ b    ┆ -38.55    ┆ 2.92    │\n",
       "│ b    ┆ -38.25    ┆ 3.31    │\n",
       "│ b    ┆ -38.15    ┆ 1.264   │\n",
       "│ b    ┆ -37.95    ┆ 0.006   │\n",
       "│ b    ┆ -37.65    ┆ 0.136   │\n",
       "│ b    ┆ -37.55    ┆ 3.274   │\n",
       "│ b    ┆ -37.35    ┆ 0.856   │\n",
       "│ b    ┆ -37.25    ┆ 0.316   │\n",
       "│ b    ┆ -36.95    ┆ 0.012   │\n",
       "│ b    ┆ -36.85    ┆ 0.708   │\n",
       "│ b    ┆ -36.75    ┆ 0.034   │\n",
       "│ b    ┆ -36.65    ┆ 0.158   │\n",
       "│ b    ┆ -36.45    ┆ 0.214   │\n",
       "│ b    ┆ -36.25    ┆ 0.007   │\n",
       "│ b    ┆ -36.15    ┆ 0.017   │\n",
       "│ b    ┆ -35.85    ┆ 0.107   │\n",
       "│ b    ┆ -35.65    ┆ 0.572   │\n",
       "│ b    ┆ -35.25    ┆ 0.038   │\n",
       "│ b    ┆ -35.15    ┆ 0.034   │\n",
       "│ b    ┆ -34.95    ┆ 54.018  │\n",
       "│ b    ┆ -34.85    ┆ 2.884   │\n",
       "│ b    ┆ -34.25    ┆ 0.048   │\n",
       "│ b    ┆ -34.05    ┆ 12.004  │\n",
       "│ b    ┆ -33.75    ┆ 0.312   │\n",
       "│ b    ┆ -33.45    ┆ 3.002   │\n",
       "│ b    ┆ -32.85    ┆ 0.078   │\n",
       "│ b    ┆ -32.55    ┆ 29.736  │\n",
       "│ b    ┆ -32.45    ┆ 0.004   │\n",
       "│ b    ┆ -32.25    ┆ 0.065   │\n",
       "│ b    ┆ -32.15    ┆ 32.296  │\n",
       "│ b    ┆ -32.05    ┆ 0.541   │\n",
       "│ b    ┆ -31.95    ┆ 0.458   │\n",
       "│ …    ┆ …         ┆ …       │\n",
       "│ a    ┆ 17.25     ┆ 0.877   │\n",
       "│ a    ┆ 17.35     ┆ 0.87    │\n",
       "│ a    ┆ 17.45     ┆ 1.044   │\n",
       "│ a    ┆ 17.65     ┆ 12.25   │\n",
       "│ a    ┆ 17.75     ┆ 1.382   │\n",
       "│ a    ┆ 17.85     ┆ 7.99    │\n",
       "│ a    ┆ 17.85     ┆ 2.256   │\n",
       "│ a    ┆ 17.95     ┆ 19.816  │\n",
       "│ a    ┆ 18.05     ┆ 15.995  │\n",
       "│ a    ┆ 18.15     ┆ 2.999   │\n",
       "│ a    ┆ 18.25     ┆ 1.6     │\n",
       "│ a    ┆ 18.35     ┆ 2.972   │\n",
       "│ a    ┆ 18.45     ┆ 1.16    │\n",
       "│ a    ┆ 18.55     ┆ 0.748   │\n",
       "│ a    ┆ 18.65     ┆ 0.178   │\n",
       "│ a    ┆ 18.75     ┆ 0.484   │\n",
       "│ a    ┆ 18.85     ┆ 5.128   │\n",
       "│ a    ┆ 18.95     ┆ 0.556   │\n",
       "│ a    ┆ 19.05     ┆ 3.877   │\n",
       "│ a    ┆ 19.15     ┆ 0.07    │\n",
       "│ a    ┆ 19.35     ┆ 0.011   │\n",
       "│ a    ┆ 19.45     ┆ 2.232   │\n",
       "│ a    ┆ 19.55     ┆ 23.24   │\n",
       "│ a    ┆ 19.75     ┆ 0.001   │\n",
       "│ a    ┆ 19.85     ┆ 0.035   │\n",
       "│ a    ┆ 19.95     ┆ 0.84    │\n",
       "│ a    ┆ 19.95     ┆ 1.522   │\n",
       "│ a    ┆ 20.05     ┆ 1.388   │\n",
       "│ a    ┆ 20.15     ┆ 0.007   │\n",
       "│ a    ┆ 20.35     ┆ 0.096   │\n",
       "│ a    ┆ 20.35     ┆ 15.206  │\n",
       "│ a    ┆ 20.45     ┆ 2.8     │\n",
       "│ a    ┆ 20.45     ┆ 4.643   │\n",
       "│ a    ┆ 20.55     ┆ 66.003  │\n",
       "│ a    ┆ 20.65     ┆ 41.66   │\n",
       "│ a    ┆ 20.85     ┆ 0.035   │\n",
       "│ a    ┆ 20.95     ┆ 1.446   │\n",
       "│ a    ┆ 21.05     ┆ 0.362   │\n",
       "│ a    ┆ 21.25     ┆ 0.452   │\n",
       "│ a    ┆ 21.45     ┆ 15.606  │\n",
       "│ a    ┆ 21.45     ┆ 0.42    │\n",
       "│ a    ┆ 21.55     ┆ 9.253   │\n",
       "│ a    ┆ 21.65     ┆ 15.457  │\n",
       "│ a    ┆ 22.05     ┆ 1.333   │\n",
       "│ a    ┆ 22.15     ┆ 2.395   │\n",
       "│ a    ┆ 22.45     ┆ 39.639  │\n",
       "│ a    ┆ 22.55     ┆ 1.044   │\n",
       "│ a    ┆ 22.65     ┆ 3.187   │\n",
       "│ a    ┆ 22.75     ┆ 14.973  │\n",
       "│ a    ┆ 22.95     ┆ 0.112   │\n",
       "│ a    ┆ 22.95     ┆ 0.378   │\n",
       "│ a    ┆ 23.05     ┆ 3.405   │\n",
       "│ a    ┆ 23.15     ┆ 3.824   │\n",
       "│ a    ┆ 23.25     ┆ 17.852  │\n",
       "│ a    ┆ 23.35     ┆ 8.12    │\n",
       "│ a    ┆ 23.55     ┆ 1.16    │\n",
       "│ a    ┆ 23.65     ┆ 4.278   │\n",
       "│ a    ┆ 23.75     ┆ 0.015   │\n",
       "│ a    ┆ 23.85     ┆ 0.084   │\n",
       "│ a    ┆ 23.95     ┆ 1.465   │\n",
       "│ a    ┆ 24.25     ┆ 2.139   │\n",
       "│ a    ┆ 24.45     ┆ 0.276   │\n",
       "│ a    ┆ 24.45     ┆ 0.042   │\n",
       "│ a    ┆ 24.55     ┆ 29.45   │\n",
       "│ a    ┆ 24.95     ┆ 6.784   │\n",
       "│ a    ┆ 25.35     ┆ 3.536   │\n",
       "│ a    ┆ 25.45     ┆ 4.289   │\n",
       "│ a    ┆ 25.55     ┆ 48.504  │\n",
       "│ a    ┆ 25.85     ┆ 5.048   │\n",
       "│ a    ┆ 25.95     ┆ 0.336   │\n",
       "│ a    ┆ 26.25     ┆ 0.884   │\n",
       "│ a    ┆ 26.45     ┆ 0.004   │\n",
       "│ a    ┆ 26.85     ┆ 0.084   │\n",
       "│ a    ┆ 27.15     ┆ 1.08    │\n",
       "│ a    ┆ 27.75     ┆ 0.752   │\n",
       "│ a    ┆ 28.05     ┆ 2.783   │\n",
       "│ a    ┆ 28.05     ┆ 2.317   │\n",
       "│ a    ┆ 28.85     ┆ 0.009   │\n",
       "│ a    ┆ 29.15     ┆ 0.008   │\n",
       "│ a    ┆ 29.45     ┆ 3.67    │\n",
       "│ a    ┆ 29.75     ┆ 2.834   │\n",
       "│ a    ┆ 30.05     ┆ 0.002   │\n",
       "│ a    ┆ 30.15     ┆ 0.613   │\n",
       "│ a    ┆ 30.35     ┆ 0.744   │\n",
       "│ a    ┆ 30.65     ┆ 0.708   │\n",
       "│ a    ┆ 31.95     ┆ 0.728   │\n",
       "│ a    ┆ 32.45     ┆ 0.088   │\n",
       "│ a    ┆ 32.45     ┆ 0.024   │\n",
       "│ a    ┆ 32.55     ┆ 9.664   │\n",
       "│ a    ┆ 32.85     ┆ 0.182   │\n",
       "│ a    ┆ 32.85     ┆ 0.639   │\n",
       "│ a    ┆ 33.35     ┆ 0.002   │\n",
       "│ a    ┆ 33.45     ┆ 2.412   │\n",
       "│ a    ┆ 33.75     ┆ 0.142   │\n",
       "│ a    ┆ 35.85     ┆ 0.504   │\n",
       "│ a    ┆ 36.75     ┆ 0.126   │\n",
       "│ a    ┆ 37.35     ┆ 2.097   │\n",
       "│ a    ┆ 38.25     ┆ 0.466   │\n",
       "│ a    ┆ 40.25     ┆ 5.87    │\n",
       "│ a    ┆ 40.45     ┆ 0.876   │\n",
       "│ a    ┆ 41.35     ┆ 0.292   │\n",
       "│ a    ┆ 42.35     ┆ 6.416   │\n",
       "│ a    ┆ 42.45     ┆ 0.009   │\n",
       "│ a    ┆ 43.25     ┆ 1.604   │\n",
       "│ a    ┆ 43.35     ┆ 0.002   │\n",
       "│ a    ┆ 43.95     ┆ 3.368   │\n",
       "│ a    ┆ 44.85     ┆ 0.522   │\n",
       "│ a    ┆ 45.35     ┆ 0.648   │\n",
       "│ a    ┆ 46.25     ┆ 0.162   │\n",
       "│ a    ┆ 47.15     ┆ 0.784   │\n",
       "│ a    ┆ 48.05     ┆ 0.196   │\n",
       "│ a    ┆ 48.45     ┆ 27.36   │\n",
       "│ a    ┆ 49.35     ┆ 3.42    │\n",
       "│ a    ┆ 49.35     ┆ 10.062  │\n",
       "│ a    ┆ 50.25     ┆ 1.118   │\n",
       "│ a    ┆ 51.65     ┆ 1.066   │\n",
       "│ a    ┆ 51.65     ┆ 2.597   │\n",
       "│ a    ┆ 52.55     ┆ 0.239   │\n",
       "│ a    ┆ 52.65     ┆ 4.952   │\n",
       "│ a    ┆ 54.45     ┆ 7.216   │\n",
       "│ a    ┆ 54.85     ┆ 0.421   │\n",
       "│ a    ┆ 55.75     ┆ 0.828   │\n",
       "│ a    ┆ 56.85     ┆ 1.098   │\n",
       "│ a    ┆ 58.05     ┆ 2.7     │\n",
       "│ a    ┆ 59.65     ┆ 49.424  │\n",
       "│ a    ┆ 59.95     ┆ 77.355  │\n",
       "│ a    ┆ 61.35     ┆ 26.248  │\n",
       "│ a    ┆ 62.75     ┆ 1.416   │\n",
       "│ a    ┆ 63.45     ┆ 0.909   │\n",
       "│ a    ┆ 65.55     ┆ 0.704   │\n",
       "│ a    ┆ 66.75     ┆ 3.51    │\n",
       "│ a    ┆ 67.65     ┆ 1.032   │\n",
       "│ a    ┆ 69.75     ┆ 27.213  │\n",
       "│ a    ┆ 71.15     ┆ 1.431   │\n",
       "│ a    ┆ 71.85     ┆ 2.096   │\n",
       "│ a    ┆ 73.35     ┆ 3.942   │\n",
       "│ a    ┆ 74.55     ┆ 0.924   │\n",
       "│ a    ┆ 76.15     ┆ 0.054   │\n",
       "│ a    ┆ 77.95     ┆ 0.009   │\n",
       "│ a    ┆ 79.55     ┆ 0.092   │\n",
       "│ a    ┆ 82.15     ┆ 0.264   │\n",
       "│ a    ┆ 83.15     ┆ 0.191   │\n",
       "│ a    ┆ 84.85     ┆ 0.433   │\n",
       "│ a    ┆ 85.75     ┆ 0.013   │\n",
       "│ a    ┆ 92.85     ┆ 0.135   │\n",
       "│ a    ┆ 95.55     ┆ 0.852   │\n",
       "│ a    ┆ 98.75     ┆ 3.007   │\n",
       "│ a    ┆ 100.55    ┆ 0.192   │\n",
       "│ a    ┆ 132.35    ┆ 0.086   │\n",
       "│ a    ┆ 141.45    ┆ 0.081   │\n",
       "└──────┴───────────┴─────────┘"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_orderbook_integral = pl.read_parquet(f\"df_orderbook_integral_{target_date}.parquet\")\n",
    "\n",
    "df_orderbook_integral"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Order book qty per day'}, xlabel='price_bin', ylabel='qty'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_price_range_max = 100\n",
    "\n",
    "_df = df_orderbook_integral.filter((pl.col(\"price\") >= -_price_range_max) & (pl.col(\"price\") <= _price_range_max)).to_pandas()\n",
    "_bin_width = 0.1\n",
    "_bins = pd.cut(_df[\"price\"], np.arange(-(_price_range_max + _bin_width * (0.5 + 0.01)), _price_range_max + _bin_width * (0.5 + 0.01), _bin_width), right=True)\n",
    "_labels = [(_i.left + _i.right) / 2 for _i in _bins]\n",
    "_df[\"price_bin\"] = _labels\n",
    "\n",
    "_df = _df.groupby(\"price_bin\")[\"qty\"].sum().reset_index()\n",
    "\n",
    "_df.plot(x=\"price_bin\", y=\"qty\", kind=\"scatter\", xlim=(-15, 15), figsize=(20, 5), grid=True, title=\"Order book qty per day\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_price_range_max = 100\n",
    "\n",
    "_df = df_orderbook_integral.filter((pl.col(\"price\") >= -_price_range_max) & (pl.col(\"price\") <= _price_range_max)).to_pandas()\n",
    "_bin_width = 0.1\n",
    "_bins = pd.cut(_df[\"price\"], np.arange(-(_price_range_max + _bin_width * (0.5 + 0.01)), _price_range_max + _bin_width * (0.5 + 0.01), _bin_width), right=True)\n",
    "_labels = [(_i.left + _i.right) / 2 for _i in _bins]\n",
    "_df[\"price_bin\"] = _labels\n",
    "\n",
    "_df_groupby = _df.groupby(\"price_bin\").agg({\"qty\": \"sum\", \"side\": \"first\"}).reset_index()\n",
    "_df_bid = _df_groupby[_df_groupby[\"side\"] == \"b\"].sort_values(\"price_bin\", ascending=False).reset_index(drop=True)\n",
    "_df_bid[\"qty_cumsum\"] = _df_bid[\"qty\"].cumsum() / _df_bid[\"qty\"].sum()\n",
    "_df_ask = _df_groupby[_df_groupby[\"side\"] == \"a\"].sort_values(\"price_bin\", ascending=True).reset_index(drop=True)\n",
    "_df_ask[\"qty_cumsum\"] = _df_ask[\"qty\"].cumsum() / _df_ask[\"qty\"].sum()\n",
    "\n",
    "# Create a line plot with Matplotlib\n",
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "#ax.plot(df_plot['timestamp'], df_plot['best_ask'] - df_plot['best_bid'], label='Spread', color='blue')\n",
    "ax.plot(_df_bid['price_bin'], _df_bid['qty_cumsum'], label=\"Bid\")\n",
    "ax.plot(_df_ask['price_bin'], _df_ask['qty_cumsum'], label=\"Ask\")\n",
    "\n",
    "# Customize the plot\n",
    "ax.set_xlabel('Price')\n",
    "ax.set_ylabel('Probability')\n",
    "ax.set_title('Ask/Bid orderbook qty cumsum')\n",
    "ax.legend()\n",
    "\n",
    "# Display the plot\n",
    "plt.xlim([-15, 15])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_bestbidask_nodupe = pl.read_parquet(f\"df_bestbidask_nodupe_{target_date}.parquet\")\n",
    "\n",
    "df_plot = df_bestbidask_nodupe.to_pandas()\n",
    "\n",
    "# Create a line plot with Matplotlib\n",
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "#ax.plot(df_plot['timestamp'], df_plot['best_ask'] - df_plot['best_bid'], label='Spread', color='blue')\n",
    "ax.plot(df_plot['timestamp'], df_plot['best_ask'], lw = 0.2, label='Best ask')\n",
    "ax.plot(df_plot['timestamp'], df_plot['best_bid'], lw = 0.2, label='Best bid')\n",
    "\n",
    "# Customize the plot\n",
    "ax.set_xlabel('Timestamp')\n",
    "ax.set_ylabel('Price')\n",
    "ax.set_title('Best ask/bid spread')\n",
    "ax.legend()\n",
    "\n",
    "# Display the plot\n",
    "#plt.xlim([datetime.strptime('2023-03-02 01:20:00', '%Y-%m-%d %H:%M:%S%f'), datetime.strptime('2023-03-02 01:35:00', '%Y-%m-%d %H:%M:%S%f')])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_bestbidask = pl.read_parquet(f\"df_bestbidask_{target_date}.parquet\")\n",
    "df_bestbidask = df_bestbidask.with_columns((pl.col(\"best_ask\") - pl.col(\"best_bid\")).alias(\"spread\"))\n",
    "df_bestbidask = df_bestbidask.to_pandas()\n",
    "df_bestbidask['RegularProfitable'] = (df_bestbidask['best_bid'] + df_bestbidask['best_ask']) / 2 * (0.02 / 100) * 2\n",
    "df_bestbidask['VIP1Profitable'] = (df_bestbidask['best_bid'] + df_bestbidask['best_ask']) / 2 * (0.016 / 100) * 2\n",
    "df_bestbidask['VIP2Profitable'] = (df_bestbidask['best_bid'] + df_bestbidask['best_ask']) / 2 * (0.014 / 100) * 2\n",
    "df_bestbidask['VIP3Profitable'] = (df_bestbidask['best_bid'] + df_bestbidask['best_ask']) / 2 * (0.012 / 100) * 2\n",
    "df_bestbidask['VIP4Profitable'] = (df_bestbidask['best_bid'] + df_bestbidask['best_ask']) / 2 * (0.01 / 100) * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calc profitable moments\n",
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "#ax.plot(df_plot['timestamp'], df_plot['best_ask'] - df_plot['best_bid'], label='Spread', color='blue')\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['spread'], label='Spread [USD]', lw = 0.5)\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['RegularProfitable'], label='Regular fee x 2')\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['VIP1Profitable'], label='VIP1 fee x 2')\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['VIP2Profitable'], label='VIP2 fee x 2')\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['VIP3Profitable'], label='VIP3 fee x 2')\n",
    "ax.plot(df_bestbidask['timestamp'], df_bestbidask['VIP4Profitable'], label='VIP4 fee x 2')\n",
    "\n",
    "# Customize the plot\n",
    "ax.set_xlabel('Timestamp')\n",
    "ax.set_ylabel('Spread [USD]')\n",
    "ax.set_title('Binance BTC/USDT future bid/ask spread')\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.10.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}