Last active
October 6, 2024 20:51
-
-
Save danwagnerco/fa5d94efdc196b8572699a7fd4fde0da to your computer and use it in GitHub Desktop.
Get Flow Alert trades for a specific ticker from the UW API then filter for opening trades and finally add helpful calculations
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <div id=\"znGTpc\"></div>\n", | |
| " <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n", | |
| " if(!window.letsPlotCallQueue) {\n", | |
| " window.letsPlotCallQueue = [];\n", | |
| " }; \n", | |
| " window.letsPlotCall = function(f) {\n", | |
| " window.letsPlotCallQueue.push(f);\n", | |
| " };\n", | |
| " (function() {\n", | |
| " var script = document.createElement(\"script\");\n", | |
| " script.type = \"text/javascript\";\n", | |
| " script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/[email protected]/js-package/distr/lets-plot.min.js\";\n", | |
| " script.onload = function() {\n", | |
| " window.letsPlotCall = function(f) {f();};\n", | |
| " window.letsPlotCallQueue.forEach(function(f) {f();});\n", | |
| " window.letsPlotCallQueue = [];\n", | |
| " \n", | |
| " };\n", | |
| " script.onerror = function(event) {\n", | |
| " window.letsPlotCall = function(f) {}; // noop\n", | |
| " window.letsPlotCallQueue = [];\n", | |
| " var div = document.createElement(\"div\");\n", | |
| " div.style.color = 'darkred';\n", | |
| " div.textContent = 'Error loading Lets-Plot JS';\n", | |
| " document.getElementById(\"znGTpc\").appendChild(div);\n", | |
| " };\n", | |
| " var e = document.getElementById(\"znGTpc\");\n", | |
| " e.appendChild(script);\n", | |
| " })()\n", | |
| " </script>\n", | |
| " " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "polars.config.Config" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import os\n", | |
| "import csv\n", | |
| "import requests\n", | |
| "import polars as pl\n", | |
| "from pathlib import Path\n", | |
| "from datetime import datetime\n", | |
| "from lets_plot import *\n", | |
| "LetsPlot.setup_html()\n", | |
| "\n", | |
| "uw_token = os.environ['UW_TOKEN']\n", | |
| "headers = {'Accept': 'application/json, text/plain', 'Authorization': uw_token}\n", | |
| "pl.Config.set_tbl_cols(40)\n", | |
| "pl.Config.set_fmt_str_lengths(40)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "**Get recent Flow Alert-type trades for a particular symbol**\n", | |
| "- Data from option-trades/flow alerts endpoint: [https://api.unusualwhales.com/docs#/operations/PublicApi.OptionTradeController.flow_alerts](https://api.unusualwhales.com/docs#/operations/PublicApi.OptionTradeController.flow_alerts)\n", | |
| "- We use a `params` dictionary to send some additional criteria to the endpoint:\n", | |
| "- `ticker_symbol` = TSLA\n", | |
| "- `min_dte` = 1, which means we will always skip 0dte trades\n", | |
| "- `min_premium` = 200000, which means only trades involving $200K or more will be returned\n", | |
| "- `min_volume_oi_ratio` = 1.0, which helps us narrow down the universe to potentially opening trades\n", | |
| "\n", | |
| "We execute the API call in the next cell:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "url = 'https://api.unusualwhales.com/api/option-trades/flow-alerts'\n", | |
| "params = {\n", | |
| " 'ticker_symbol': 'TSLA',\n", | |
| " 'min_dte': 1,\n", | |
| " 'min_premium': 200000,\n", | |
| " 'min_volume_oi_ratio': 1.0,\n", | |
| "}\n", | |
| "r = requests.get(url, headers=headers, params=params)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "**Use a DataFrame package (like `polars`) to process the response**\n", | |
| "- First step is to ingest the `json` response into a `polars` DataFrame\n", | |
| "- Then we will convert some columns that are expressed as strings into floats\n", | |
| "\n", | |
| "Let's have at it:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div><style>\n", | |
| ".dataframe > thead > tr,\n", | |
| ".dataframe > tbody > tr {\n", | |
| " text-align: right;\n", | |
| " white-space: pre-wrap;\n", | |
| "}\n", | |
| "</style>\n", | |
| "<small>shape: (250, 28)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>alert_rule</th><th>all_opening_trades</th><th>created_at</th><th>end_time</th><th>expiry</th><th>expiry_count</th><th>has_floor</th><th>has_multileg</th><th>has_singleleg</th><th>has_sweep</th><th>id</th><th>open_interest</th><th>option_chain</th><th>price</th><th>rule_id</th><th>sector</th><th>start_time</th><th>strike</th><th>ticker</th><th>total_ask_side_prem</th><th>total_bid_side_prem</th><th>total_premium</th><th>total_size</th><th>trade_count</th><th>type</th><th>underlying_price</th><th>volume</th><th>volume_oi_ratio</th></tr><tr><td>str</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>i64</td><td>bool</td><td>bool</td><td>bool</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>f64</td><td>str</td><td>str</td><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>f64</td><td>i64</td><td>i64</td><td>str</td><td>f64</td><td>i64</td><td>f64</td></tr></thead><tbody><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:59:19.420968Z"</td><td>1728071952913</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"375544bc-bda6-40a8-a67f-614254d36b71"</td><td>8862</td><td>"TSLA241011C00265000"</td><td>4.8</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728071952870</td><td>"265"</td><td>"TSLA"</td><td>307200.0</td><td>955.0</td><td>308155.0</td><td>642</td><td>40</td><td>"call"</td><td>250.06</td><td>9389</td><td>1.059467</td></tr><tr><td>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-04T19:34:23.579208Z"</td><td>1728070454384</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"9c9503bb-3d36-4d60-97ea-9ab53d6f9739"</td><td>7888</td><td>"TSLA241011C00255000"</td><td>8.25</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Consumer Cyclical"</td><td>1728070454111</td><td>"255"</td><td>"TSLA"</td><td>0.0</td><td>556953.0</td><td>556953.0</td><td>675</td><td>27</td><td>"call"</td><td>250.01</td><td>14163</td><td>1.795512</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T18:52:23.858472Z"</td><td>1728067936231</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"18fee235-41cc-45ff-8c8f-fd3e07748f76"</td><td>9626</td><td>"TSLA241011P00240000"</td><td>6.0</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728067936208</td><td>"240"</td><td>"TSLA"</td><td>0.0</td><td>304200.0</td><td>304200.0</td><td>507</td><td>15</td><td>"put"</td><td>248.86</td><td>19089</td><td>1.983067</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T18:26:27.251181Z"</td><td>1728066376296</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"7066f6dd-95a7-4c7e-a604-84c5e298c250"</td><td>9626</td><td>"TSLA241011P00240000"</td><td>6.0</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728066376178</td><td>"240"</td><td>"TSLA"</td><td>54000.0</td><td>253800.0</td><td>360000.0</td><td>600</td><td>16</td><td>"put"</td><td>249.5499</td><td>18368</td><td>1.908165</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T17:46:28.530581Z"</td><td>1728063979803</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"2f0f845e-3cc0-4d32-816b-52e6fe216b1d"</td><td>3963</td><td>"TSLA241011C00247500"</td><td>11.7</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728063979797</td><td>"247.5"</td><td>"TSLA"</td><td>0.0</td><td>234000.0</td><td>234000.0</td><td>200</td><td>21</td><td>"call"</td><td>249.76</td><td>13070</td><td>3.298007</td></tr><tr><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-16T19:23:13.169420Z"</td><td>1721157786793</td><td>"2025-06-20"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"8611f6c3-3395-461f-ad9d-d56bb3fc8ff8"</td><td>834</td><td>"TSLA250620C00480000"</td><td>15.4</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721157786793</td><td>"480"</td><td>"TSLA"</td><td>385000.0</td><td>0.0</td><td>385000.0</td><td>250</td><td>17</td><td>"call"</td><td>255.8799</td><td>1858</td><td>2.227818</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-16T19:22:31.258516Z"</td><td>1721157743643</td><td>"2025-06-20"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"e8f76544-0fd3-4fa6-8789-498fa4a63dd0"</td><td>834</td><td>"TSLA250620C00480000"</td><td>15.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721157743639</td><td>"480"</td><td>"TSLA"</td><td>383750.0</td><td>0.0</td><td>383750.0</td><td>250</td><td>11</td><td>"call"</td><td>255.6913</td><td>1358</td><td>1.628297</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-16T19:21:51.513276Z"</td><td>1721157703142</td><td>"2025-06-20"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"d5f87744-24b8-4ae3-b42a-b63763d37e2d"</td><td>834</td><td>"TSLA250620C00480000"</td><td>15.3</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721157703125</td><td>"480"</td><td>"TSLA"</td><td>382500.0</td><td>0.0</td><td>382500.0</td><td>250</td><td>7</td><td>"call"</td><td>255.62</td><td>1108</td><td>1.328537</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-07-11T18:26:56.073817Z"</td><td>1720722409078</td><td>"2024-10-18"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"fdcc005f-8713-4e51-9a19-69fd21cca0bd"</td><td>5071</td><td>"TSLA241018C00300000"</td><td>12.8</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Consumer Cyclical"</td><td>1720722408982</td><td>"300"</td><td>"TSLA"</td><td>954540.0</td><td>0.0</td><td>954540.0</td><td>743</td><td>38</td><td>"call"</td><td>243.7901</td><td>8440</td><td>1.664366</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-11T17:22:21.953475Z"</td><td>1720718535366</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"60b1fe58-79b7-437a-be93-07b2c3eadd4e"</td><td>10805</td><td>"TSLA241115C00325000"</td><td>14.4</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1720718535363</td><td>"325"</td><td>"TSLA"</td><td>0.0</td><td>920160.0</td><td>920160.0</td><td>639</td><td>14</td><td>"call"</td><td>247.53</td><td>14555</td><td>1.347062</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (250, 28)\n", | |
| "┌─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┐\n", | |
| "│ ale ┆ all ┆ cre ┆ end ┆ exp ┆ exp ┆ has ┆ has ┆ has ┆ has ┆ id ┆ ope ┆ opt ┆ pri ┆ rul ┆ sec ┆ sta ┆ str ┆ tic ┆ tot ┆ tot ┆ tot ┆ tot ┆ tra ┆ typ ┆ und ┆ vol ┆ vol │\n", | |
| "│ rt_ ┆ _op ┆ ate ┆ _ti ┆ iry ┆ iry ┆ _fl ┆ _mu ┆ _si ┆ _sw ┆ --- ┆ n_i ┆ ion ┆ ce ┆ e_i ┆ tor ┆ rt_ ┆ ike ┆ ker ┆ al_ ┆ al_ ┆ al_ ┆ al_ ┆ de_ ┆ e ┆ erl ┆ ume ┆ ume │\n", | |
| "│ rul ┆ eni ┆ d_a ┆ me ┆ --- ┆ _co ┆ oor ┆ lti ┆ ngl ┆ eep ┆ str ┆ nte ┆ _ch ┆ --- ┆ d ┆ --- ┆ tim ┆ --- ┆ --- ┆ ask ┆ bid ┆ pre ┆ siz ┆ cou ┆ --- ┆ yin ┆ --- ┆ _oi │\n", | |
| "│ e ┆ ng_ ┆ t ┆ --- ┆ str ┆ unt ┆ --- ┆ leg ┆ ele ┆ --- ┆ ┆ res ┆ ain ┆ f64 ┆ --- ┆ str ┆ e ┆ str ┆ str ┆ _si ┆ _si ┆ miu ┆ e ┆ nt ┆ str ┆ g_p ┆ i64 ┆ _ra │\n", | |
| "│ --- ┆ tra ┆ --- ┆ i64 ┆ ┆ --- ┆ boo ┆ --- ┆ g ┆ boo ┆ ┆ t ┆ --- ┆ ┆ str ┆ ┆ --- ┆ ┆ ┆ de_ ┆ de_ ┆ m ┆ --- ┆ --- ┆ ┆ ric ┆ ┆ tio │\n", | |
| "│ str ┆ des ┆ str ┆ ┆ ┆ i64 ┆ l ┆ boo ┆ --- ┆ l ┆ ┆ --- ┆ str ┆ ┆ ┆ ┆ i64 ┆ ┆ ┆ pre ┆ pre ┆ --- ┆ i64 ┆ i64 ┆ ┆ e ┆ ┆ --- │\n", | |
| "│ ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ l ┆ boo ┆ ┆ ┆ i64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ m ┆ m ┆ f64 ┆ ┆ ┆ ┆ --- ┆ ┆ f64 │\n", | |
| "│ ┆ boo ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ │\n", | |
| "│ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "╞═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╡\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 375 ┆ 886 ┆ TSL ┆ 4.8 ┆ e6b ┆ Con ┆ 172 ┆ 265 ┆ TSL ┆ 307 ┆ 955 ┆ 308 ┆ 642 ┆ 40 ┆ cal ┆ 250 ┆ 938 ┆ 1.0 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 544 ┆ 2 ┆ A24 ┆ ┆ 9f0 ┆ sum ┆ 807 ┆ ┆ A ┆ 200 ┆ .0 ┆ 155 ┆ ┆ ┆ l ┆ .06 ┆ 9 ┆ 594 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 195 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ bc- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 195 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 67 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 291 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ bda ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 287 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 026 ┆ ┆ 9-4 ┆ lic ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0a8 ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a6 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 209 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7f- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 68Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 614 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 254 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d36 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b71 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 9c9 ┆ 788 ┆ TSL ┆ 8.2 ┆ a09 ┆ Con ┆ 172 ┆ 255 ┆ TSL ┆ 0.0 ┆ 556 ┆ 556 ┆ 675 ┆ 27 ┆ cal ┆ 250 ┆ 141 ┆ 1.7 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 503 ┆ 8 ┆ A24 ┆ 5 ┆ 79b ┆ sum ┆ 807 ┆ ┆ A ┆ ┆ 953 ┆ 953 ┆ ┆ ┆ l ┆ .01 ┆ 63 ┆ 955 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 045 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ bb- ┆ ┆ 101 ┆ ┆ 52- ┆ er ┆ 045 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 12 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 438 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 3d3 ┆ ┆ 1C0 ┆ ┆ 28e ┆ Cyc ┆ 411 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 9:3 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 025 ┆ ┆ 4-4 ┆ lic ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 4:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d60 ┆ ┆ 500 ┆ ┆ 585 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 3.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -97 ┆ ┆ 0 ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 792 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ea- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 08Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9ab ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 53d ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6f9 ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 739 ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 18f ┆ 962 ┆ TSL ┆ 6.0 ┆ e6b ┆ Con ┆ 172 ┆ 240 ┆ TSL ┆ 0.0 ┆ 304 ┆ 304 ┆ 507 ┆ 15 ┆ put ┆ 248 ┆ 190 ┆ 1.9 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 806 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ee2 ┆ 6 ┆ A24 ┆ ┆ 9f0 ┆ sum ┆ 806 ┆ ┆ A ┆ ┆ 200 ┆ 200 ┆ ┆ ┆ ┆ .86 ┆ 89 ┆ 830 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 793 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 35- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 793 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 67 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 623 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 41c ┆ ┆ 1P0 ┆ ┆ fcd ┆ Cyc ┆ 620 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:5 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ c-4 ┆ ┆ 024 ┆ ┆ 9-4 ┆ lic ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5ff ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -8c ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 584 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8f- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 72Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fd3 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e07 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 748 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f76 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 706 ┆ 962 ┆ TSL ┆ 6.0 ┆ e6b ┆ Con ┆ 172 ┆ 240 ┆ TSL ┆ 540 ┆ 253 ┆ 360 ┆ 600 ┆ 16 ┆ put ┆ 249 ┆ 183 ┆ 1.9 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 806 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 6f6 ┆ 6 ┆ A24 ┆ ┆ 9f0 ┆ sum ┆ 806 ┆ ┆ A ┆ 00. ┆ 800 ┆ 000 ┆ ┆ ┆ ┆ .54 ┆ 68 ┆ 081 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 637 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ dd- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 637 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ 99 ┆ ┆ 65 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 629 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 95a ┆ ┆ 1P0 ┆ ┆ fcd ┆ Cyc ┆ 617 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:2 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 024 ┆ ┆ 9-4 ┆ lic ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c7e ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7.2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a6 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 511 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 04- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 81Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 84c ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5e2 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 98c ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 250 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 2f0 ┆ 396 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 247 ┆ TSL ┆ 0.0 ┆ 234 ┆ 234 ┆ 200 ┆ 21 ┆ cal ┆ 249 ┆ 130 ┆ 3.2 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 806 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ f84 ┆ 3 ┆ A24 ┆ 7 ┆ 9f0 ┆ sum ┆ 806 ┆ .5 ┆ A ┆ ┆ 000 ┆ 000 ┆ ┆ ┆ l ┆ .76 ┆ 70 ┆ 980 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 397 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 5e- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 397 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 07 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 980 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 3cc ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 979 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:4 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0-4 ┆ ┆ 024 ┆ ┆ 9-4 ┆ lic ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d32 ┆ ┆ 750 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -81 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 305 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6b- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 81Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 52e ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6fe ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 216 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b1d ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 861 ┆ 834 ┆ TSL ┆ 15. ┆ e6b ┆ Con ┆ 172 ┆ 480 ┆ TSL ┆ 385 ┆ 0.0 ┆ 385 ┆ 250 ┆ 17 ┆ cal ┆ 255 ┆ 185 ┆ 2.2 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 115 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1f6 ┆ ┆ A25 ┆ 4 ┆ 9f0 ┆ sum ┆ 115 ┆ ┆ A ┆ 000 ┆ ┆ 000 ┆ ┆ ┆ l ┆ .87 ┆ 8 ┆ 278 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 778 ┆ 6-2 ┆ ┆ ┆ ┆ ┆ ┆ c3- ┆ ┆ 062 ┆ ┆ b6- ┆ er ┆ 778 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ 99 ┆ ┆ 18 │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 679 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ 339 ┆ ┆ 0C0 ┆ ┆ fcd ┆ Cyc ┆ 679 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:2 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5-4 ┆ ┆ 048 ┆ ┆ 9-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 61f ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3.1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -ad ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 694 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9d- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 20Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d56 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bb3 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fc8 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ff8 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ e8f ┆ 834 ┆ TSL ┆ 15. ┆ e6b ┆ Con ┆ 172 ┆ 480 ┆ TSL ┆ 383 ┆ 0.0 ┆ 383 ┆ 250 ┆ 11 ┆ cal ┆ 255 ┆ 135 ┆ 1.6 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 115 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 765 ┆ ┆ A25 ┆ 35 ┆ 9f0 ┆ sum ┆ 115 ┆ ┆ A ┆ 750 ┆ ┆ 750 ┆ ┆ ┆ l ┆ .69 ┆ 8 ┆ 282 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 774 ┆ 6-2 ┆ ┆ ┆ ┆ ┆ ┆ 44- ┆ ┆ 062 ┆ ┆ b6- ┆ er ┆ 774 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ 13 ┆ ┆ 97 │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 364 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ 0fd ┆ ┆ 0C0 ┆ ┆ fcd ┆ Cyc ┆ 363 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:2 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 048 ┆ ┆ 9-4 ┆ lic ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fa6 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -87 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 585 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 16Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 498 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fa4 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a63 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dd0 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ d5f ┆ 834 ┆ TSL ┆ 15. ┆ e6b ┆ Con ┆ 172 ┆ 480 ┆ TSL ┆ 382 ┆ 0.0 ┆ 382 ┆ 250 ┆ 7 ┆ cal ┆ 255 ┆ 110 ┆ 1.3 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 115 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 877 ┆ ┆ A25 ┆ 3 ┆ 9f0 ┆ sum ┆ 115 ┆ ┆ A ┆ 500 ┆ ┆ 500 ┆ ┆ ┆ l ┆ .62 ┆ 8 ┆ 285 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 770 ┆ 6-2 ┆ ┆ ┆ ┆ ┆ ┆ 44- ┆ ┆ 062 ┆ ┆ b6- ┆ er ┆ 770 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 37 │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 314 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ 24b ┆ ┆ 0C0 ┆ ┆ fcd ┆ Cyc ┆ 312 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:2 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8-4 ┆ ┆ 048 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ae3 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b4 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 132 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2a- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 76Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b63 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 763 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d37 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e2d ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ fdc ┆ 507 ┆ TSL ┆ 12. ┆ 5ce ┆ Con ┆ 172 ┆ 300 ┆ TSL ┆ 954 ┆ 0.0 ┆ 954 ┆ 743 ┆ 38 ┆ cal ┆ 243 ┆ 844 ┆ 1.6 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 072 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ c00 ┆ 1 ┆ A24 ┆ 8 ┆ 5ec ┆ sum ┆ 072 ┆ ┆ A ┆ 540 ┆ ┆ 540 ┆ ┆ ┆ l ┆ .79 ┆ 0 ┆ 643 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 240 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 5f- ┆ ┆ 101 ┆ ┆ 11- ┆ er ┆ 240 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ 01 ┆ ┆ 66 │\n", | |
| "│ its ┆ ┆ 1T1 ┆ 907 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ 871 ┆ ┆ 8C0 ┆ ┆ 087 ┆ Cyc ┆ 898 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 8:2 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 030 ┆ ┆ c-4 ┆ lic ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 6:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e51 ┆ ┆ 000 ┆ ┆ c00 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 6.0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -9a ┆ ┆ 0 ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 738 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 17Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 69f ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d21 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ cca ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0bd ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 60b ┆ 108 ┆ TSL ┆ 14. ┆ e6b ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 0.0 ┆ 920 ┆ 920 ┆ 639 ┆ 14 ┆ cal ┆ 247 ┆ 145 ┆ 1.3 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 071 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1fe ┆ 05 ┆ A24 ┆ 4 ┆ 9f0 ┆ sum ┆ 071 ┆ ┆ A ┆ ┆ 160 ┆ 160 ┆ ┆ ┆ l ┆ .53 ┆ 55 ┆ 470 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 853 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 58- ┆ ┆ 111 ┆ ┆ b6- ┆ er ┆ 853 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 62 │\n", | |
| "│ its ┆ ┆ 1T1 ┆ 536 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 79b ┆ ┆ 5C0 ┆ ┆ fcd ┆ Cyc ┆ 536 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:2 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 032 ┆ ┆ 9-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 37a ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -be ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 534 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 93- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 75Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 07b ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ead ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d4e ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "raw_df = pl.DataFrame(r.json()['data'])\n", | |
| "clean_df = (\n", | |
| " raw_df\n", | |
| " .with_columns(\n", | |
| " [\n", | |
| " pl.col('price').cast(pl.Float64),\n", | |
| " pl.col('total_ask_side_prem').cast(pl.Float64),\n", | |
| " pl.col('total_bid_side_prem').cast(pl.Float64),\n", | |
| " pl.col('total_premium').cast(pl.Float64),\n", | |
| " pl.col('underlying_price').cast(pl.Float64),\n", | |
| " pl.col('volume_oi_ratio').cast(pl.Float64),\n", | |
| " ]\n", | |
| " )\n", | |
| ")\n", | |
| "clean_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "**Use our knowledge of `total_size` vs. `open_interest` for more filtering**\n", | |
| "- We can be a LOT more certain that a trade was an opener if the size of the trade itself is greater than the open interest on that contract\n", | |
| "- So with that in mind, let's filter out trades where the size of the trade is less than the open interest\n", | |
| "\n", | |
| "Filtering a DataFrame in `polars` is pretty easy so let's knock that out next:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div><style>\n", | |
| ".dataframe > thead > tr,\n", | |
| ".dataframe > tbody > tr {\n", | |
| " text-align: right;\n", | |
| " white-space: pre-wrap;\n", | |
| "}\n", | |
| "</style>\n", | |
| "<small>shape: (55, 28)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>alert_rule</th><th>all_opening_trades</th><th>created_at</th><th>end_time</th><th>expiry</th><th>expiry_count</th><th>has_floor</th><th>has_multileg</th><th>has_singleleg</th><th>has_sweep</th><th>id</th><th>open_interest</th><th>option_chain</th><th>price</th><th>rule_id</th><th>sector</th><th>start_time</th><th>strike</th><th>ticker</th><th>total_ask_side_prem</th><th>total_bid_side_prem</th><th>total_premium</th><th>total_size</th><th>trade_count</th><th>type</th><th>underlying_price</th><th>volume</th><th>volume_oi_ratio</th></tr><tr><td>str</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>i64</td><td>bool</td><td>bool</td><td>bool</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>f64</td><td>str</td><td>str</td><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>f64</td><td>i64</td><td>i64</td><td>str</td><td>f64</td><td>i64</td><td>f64</td></tr></thead><tbody><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T14:57:41.567771Z"</td><td>1728053855764</td><td>"2024-11-01"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"eb5ee4fd-492b-4f8d-b95e-ee9d1b763d66"</td><td>560</td><td>"TSLA241101P00235000"</td><td>11.7</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728053855738</td><td>"235"</td><td>"TSLA"</td><td>0.0</td><td>680946.0</td><td>680946.0</td><td>582</td><td>36</td><td>"put"</td><td>249.49</td><td>692</td><td>1.235714</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T18:21:51.460301Z"</td><td>1727979704402</td><td>"2025-09-19"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"e462d7c2-4bb6-4d28-9121-83db65761375"</td><td>220</td><td>"TSLA250919C00470000"</td><td>11.0</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727979704384</td><td>"470"</td><td>"TSLA"</td><td>544488.0</td><td>0.0</td><td>544488.0</td><td>495</td><td>28</td><td>"call"</td><td>239.23</td><td>498</td><td>2.263636</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:48:12.982676Z"</td><td>1727966886831</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"ade4a1d5-2a8a-4f9d-b79f-493b85fc27a3"</td><td>1284</td><td>"TSLA241011C00247500"</td><td>10.45</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727966886816</td><td>"247.5"</td><td>"TSLA"</td><td>0.0</td><td>1.759792e6</td><td>1.759792e6</td><td>1684</td><td>51</td><td>"call"</td><td>245.05</td><td>4680</td><td>3.64486</td></tr><tr><td>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-02T14:32:46.764642Z"</td><td>1727879554097</td><td>"2024-11-01"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"0cec5f8e-457a-41c2-85d5-e5c8e52f77d7"</td><td>441</td><td>"TSLA241101C00245000"</td><td>19.1</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Consumer Cyclical"</td><td>1727879553943</td><td>"245"</td><td>"TSLA"</td><td>103140.0</td><td>1.661934e6</td><td>1.765074e6</td><td>924</td><td>46</td><td>"call"</td><td>243.1</td><td>2814</td><td>6.380952</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-01T19:56:32.724449Z"</td><td>1727812586401</td><td>"2024-12-20"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"4580d4f3-9795-4d55-854b-5b1cf0158f89"</td><td>70</td><td>"TSLA241220C00315000"</td><td>12.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727812586385</td><td>"315"</td><td>"TSLA"</td><td>275405.0</td><td>1232.0</td><td>276637.0</td><td>224</td><td>12</td><td>"call"</td><td>258.03</td><td>4775</td><td>68.214286</td></tr><tr><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td></tr><tr><td>"VolumeOverOi"</td><td>false</td><td>"2024-07-26T15:22:24.345023Z"</td><td>1722007337119</td><td>"2025-03-21"</td><td>1</td><td>true</td><td>false</td><td>true</td><td>true</td><td>"092b95fb-2ce7-43de-9ec8-0941f6f35ea2"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.55</td><td>"e01e2fa5-458d-40f5-8daa-0df55b3ae90a"</td><td>"Consumer Cyclical"</td><td>1722000600000</td><td>"325"</td><td>"TSLA"</td><td>4.387548e6</td><td>840545.0</td><td>5.936043e6</td><td>500</td><td>139</td><td>"call"</td><td>216.0801</td><td>5074</td><td>10.397541</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-26T15:19:14.744895Z"</td><td>1722007148615</td><td>"2025-03-21"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"5ba4dbf6-e573-482b-aab1-461e8f8ea95f"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.55</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1722007148555</td><td>"325"</td><td>"TSLA"</td><td>577481.0</td><td>0.0</td><td>577481.0</td><td>500</td><td>20</td><td>"call"</td><td>216.04</td><td>4572</td><td>9.368852</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-26T15:15:24.026656Z"</td><td>1722006916756</td><td>"2025-03-21"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"d0b3813b-fbb0-485e-87cc-09ffee0b148e"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.65</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1722006916753</td><td>"325"</td><td>"TSLA"</td><td>582500.0</td><td>0.0</td><td>582500.0</td><td>500</td><td>5</td><td>"call"</td><td>216.43</td><td>2822</td><td>5.782787</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-17T18:14:36.330974Z"</td><td>1721240066152</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"8771b31d-5676-4a77-a2d2-d39e9aa71670"</td><td>959</td><td>"TSLA241115C00330000"</td><td>12.5</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721240066146</td><td>"330"</td><td>"TSLA"</td><td>1.925e6</td><td>0.0</td><td>1.925e6</td><td>1540</td><td>38</td><td>"call"</td><td>247.89</td><td>1715</td><td>1.788321</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-17T17:59:59.877866Z"</td><td>1721239178080</td><td>"2025-01-17"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"88b1a04f-fc08-4152-a980-15e4f13f5888"</td><td>162</td><td>"TSLA250117C00295000"</td><td>26.1</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721239178052</td><td>"295"</td><td>"TSLA"</td><td>5220.0</td><td>3.118979e6</td><td>3.124199e6</td><td>1197</td><td>57</td><td>"call"</td><td>248.5356</td><td>1234</td><td>7.617284</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (55, 28)\n", | |
| "┌─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┐\n", | |
| "│ ale ┆ all ┆ cre ┆ end ┆ exp ┆ exp ┆ has ┆ has ┆ has ┆ has ┆ id ┆ ope ┆ opt ┆ pri ┆ rul ┆ sec ┆ sta ┆ str ┆ tic ┆ tot ┆ tot ┆ tot ┆ tot ┆ tra ┆ typ ┆ und ┆ vol ┆ vol │\n", | |
| "│ rt_ ┆ _op ┆ ate ┆ _ti ┆ iry ┆ iry ┆ _fl ┆ _mu ┆ _si ┆ _sw ┆ --- ┆ n_i ┆ ion ┆ ce ┆ e_i ┆ tor ┆ rt_ ┆ ike ┆ ker ┆ al_ ┆ al_ ┆ al_ ┆ al_ ┆ de_ ┆ e ┆ erl ┆ ume ┆ ume │\n", | |
| "│ rul ┆ eni ┆ d_a ┆ me ┆ --- ┆ _co ┆ oor ┆ lti ┆ ngl ┆ eep ┆ str ┆ nte ┆ _ch ┆ --- ┆ d ┆ --- ┆ tim ┆ --- ┆ --- ┆ ask ┆ bid ┆ pre ┆ siz ┆ cou ┆ --- ┆ yin ┆ --- ┆ _oi │\n", | |
| "│ e ┆ ng_ ┆ t ┆ --- ┆ str ┆ unt ┆ --- ┆ leg ┆ ele ┆ --- ┆ ┆ res ┆ ain ┆ f64 ┆ --- ┆ str ┆ e ┆ str ┆ str ┆ _si ┆ _si ┆ miu ┆ e ┆ nt ┆ str ┆ g_p ┆ i64 ┆ _ra │\n", | |
| "│ --- ┆ tra ┆ --- ┆ i64 ┆ ┆ --- ┆ boo ┆ --- ┆ g ┆ boo ┆ ┆ t ┆ --- ┆ ┆ str ┆ ┆ --- ┆ ┆ ┆ de_ ┆ de_ ┆ m ┆ --- ┆ --- ┆ ┆ ric ┆ ┆ tio │\n", | |
| "│ str ┆ des ┆ str ┆ ┆ ┆ i64 ┆ l ┆ boo ┆ --- ┆ l ┆ ┆ --- ┆ str ┆ ┆ ┆ ┆ i64 ┆ ┆ ┆ pre ┆ pre ┆ --- ┆ i64 ┆ i64 ┆ ┆ e ┆ ┆ --- │\n", | |
| "│ ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ l ┆ boo ┆ ┆ ┆ i64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ m ┆ m ┆ f64 ┆ ┆ ┆ ┆ --- ┆ ┆ f64 │\n", | |
| "│ ┆ boo ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ │\n", | |
| "│ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "╞═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╡\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ eb5 ┆ 560 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 235 ┆ TSL ┆ 0.0 ┆ 680 ┆ 680 ┆ 582 ┆ 36 ┆ put ┆ 249 ┆ 692 ┆ 1.2 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 805 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ee4 ┆ ┆ A24 ┆ 7 ┆ 9f0 ┆ sum ┆ 805 ┆ ┆ A ┆ ┆ 946 ┆ 946 ┆ ┆ ┆ ┆ .49 ┆ ┆ 357 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 385 ┆ 1-0 ┆ ┆ ┆ ┆ ┆ ┆ fd- ┆ ┆ 110 ┆ ┆ b6- ┆ er ┆ 385 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 14 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 576 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 492 ┆ ┆ 1P0 ┆ ┆ fcd ┆ Cyc ┆ 573 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ b-4 ┆ ┆ 023 ┆ ┆ 9-4 ┆ lic ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f8d ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b9 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 677 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5e- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 71Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ee9 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d1b ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 763 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d66 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ e46 ┆ 220 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 470 ┆ TSL ┆ 544 ┆ 0.0 ┆ 544 ┆ 495 ┆ 28 ┆ cal ┆ 239 ┆ 498 ┆ 2.2 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 797 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 2d7 ┆ ┆ A25 ┆ 0 ┆ 9f0 ┆ sum ┆ 797 ┆ ┆ A ┆ 488 ┆ ┆ 488 ┆ ┆ ┆ l ┆ .23 ┆ ┆ 636 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 970 ┆ 9-1 ┆ ┆ ┆ ┆ ┆ ┆ c2- ┆ ┆ 091 ┆ ┆ b6- ┆ er ┆ 970 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 36 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 440 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ 4bb ┆ ┆ 9C0 ┆ ┆ fcd ┆ Cyc ┆ 438 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:2 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 047 ┆ ┆ 9-4 ┆ lic ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d28 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -91 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 603 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 21- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 01Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 83d ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b65 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 761 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 375 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ ade ┆ 128 ┆ TSL ┆ 10. ┆ e6b ┆ Con ┆ 172 ┆ 247 ┆ TSL ┆ 0.0 ┆ 1.7 ┆ 1.7 ┆ 168 ┆ 51 ┆ cal ┆ 245 ┆ 468 ┆ 3.6 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 4a1 ┆ 4 ┆ A24 ┆ 45 ┆ 9f0 ┆ sum ┆ 796 ┆ .5 ┆ A ┆ ┆ 597 ┆ 597 ┆ 4 ┆ ┆ l ┆ .05 ┆ 0 ┆ 448 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 688 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ d5- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 688 ┆ ┆ ┆ ┆ 92e ┆ 92e ┆ ┆ ┆ ┆ ┆ ┆ 6 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 683 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 2a8 ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 681 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:4 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 024 ┆ ┆ 9-4 ┆ lic ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f9d ┆ ┆ 750 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b7 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 826 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9f- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 76Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 493 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b85 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fc2 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7a3 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 0ce ┆ 441 ┆ TSL ┆ 19. ┆ a09 ┆ Con ┆ 172 ┆ 245 ┆ TSL ┆ 103 ┆ 1.6 ┆ 1.7 ┆ 924 ┆ 46 ┆ cal ┆ 243 ┆ 281 ┆ 6.3 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 787 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c5f ┆ ┆ A24 ┆ 1 ┆ 79b ┆ sum ┆ 787 ┆ ┆ A ┆ 140 ┆ 619 ┆ 650 ┆ ┆ ┆ l ┆ .1 ┆ 4 ┆ 809 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 955 ┆ 1-0 ┆ ┆ ┆ ┆ ┆ ┆ 8e- ┆ ┆ 110 ┆ ┆ 52- ┆ er ┆ 955 ┆ ┆ ┆ .0 ┆ 34e ┆ 74e ┆ ┆ ┆ ┆ ┆ ┆ 52 │\n", | |
| "│ its ┆ ┆ 2T1 ┆ 409 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 457 ┆ ┆ 1C0 ┆ ┆ 28e ┆ Cyc ┆ 394 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 4:3 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 024 ┆ ┆ 4-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 2:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1c2 ┆ ┆ 500 ┆ ┆ 585 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 6.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -85 ┆ ┆ 0 ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 646 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d5- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 42Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e5c ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8e5 ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2f7 ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7d7 ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 458 ┆ 70 ┆ TSL ┆ 12. ┆ e6b ┆ Con ┆ 172 ┆ 315 ┆ TSL ┆ 275 ┆ 123 ┆ 276 ┆ 224 ┆ 12 ┆ cal ┆ 258 ┆ 477 ┆ 68. │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 781 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 0d4 ┆ ┆ A24 ┆ 35 ┆ 9f0 ┆ sum ┆ 781 ┆ ┆ A ┆ 405 ┆ 2.0 ┆ 637 ┆ ┆ ┆ l ┆ .03 ┆ 5 ┆ 214 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 258 ┆ 2-2 ┆ ┆ ┆ ┆ ┆ ┆ f3- ┆ ┆ 122 ┆ ┆ b6- ┆ er ┆ 258 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 286 │\n", | |
| "│ its ┆ ┆ 1T1 ┆ 640 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ 979 ┆ ┆ 0C0 ┆ ┆ fcd ┆ Cyc ┆ 638 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5-4 ┆ ┆ 031 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d55 ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -85 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 244 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4b- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 49Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5b1 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ cf0 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 158 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f89 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Vol ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ tru ┆ fal ┆ tru ┆ tru ┆ 092 ┆ 488 ┆ TSL ┆ 11. ┆ e01 ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 4.3 ┆ 840 ┆ 5.9 ┆ 500 ┆ 139 ┆ cal ┆ 216 ┆ 507 ┆ 10. │\n", | |
| "│ ume ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ e ┆ se ┆ e ┆ e ┆ b95 ┆ ┆ A25 ┆ 55 ┆ e2f ┆ sum ┆ 200 ┆ ┆ A ┆ 875 ┆ 545 ┆ 360 ┆ ┆ ┆ l ┆ .08 ┆ 4 ┆ 397 │\n", | |
| "│ Ove ┆ ┆ 7-2 ┆ 733 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ fb- ┆ ┆ 032 ┆ ┆ a5- ┆ er ┆ 060 ┆ ┆ ┆ 48e ┆ .0 ┆ 43e ┆ ┆ ┆ ┆ 01 ┆ ┆ 541 │\n", | |
| "│ rOi ┆ ┆ 6T1 ┆ 711 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 2ce ┆ ┆ 1C0 ┆ ┆ 458 ┆ Cyc ┆ 000 ┆ ┆ ┆ 6 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:2 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 032 ┆ ┆ d-4 ┆ lic ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3de ┆ ┆ 500 ┆ ┆ 0f5 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -9e ┆ ┆ 0 ┆ ┆ -8d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 450 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c8- ┆ ┆ ┆ ┆ aa- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 23Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 094 ┆ ┆ ┆ ┆ 0df ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1f6 ┆ ┆ ┆ ┆ 55b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f35 ┆ ┆ ┆ ┆ 3ae ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ea2 ┆ ┆ ┆ ┆ 90a ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 5ba ┆ 488 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 577 ┆ 0.0 ┆ 577 ┆ 500 ┆ 20 ┆ cal ┆ 216 ┆ 457 ┆ 9.3 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 4db ┆ ┆ A25 ┆ 55 ┆ 9f0 ┆ sum ┆ 200 ┆ ┆ A ┆ 481 ┆ ┆ 481 ┆ ┆ ┆ l ┆ .04 ┆ 2 ┆ 688 │\n", | |
| "│ edH ┆ ┆ 7-2 ┆ 714 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ f6- ┆ ┆ 032 ┆ ┆ b6- ┆ er ┆ 714 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 52 │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 861 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ e57 ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 855 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:1 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 032 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 82b ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -aa ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 448 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b1- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 95Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 461 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e8f ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8ea ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 95f ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ d0b ┆ 488 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 582 ┆ 0.0 ┆ 582 ┆ 500 ┆ 5 ┆ cal ┆ 216 ┆ 282 ┆ 5.7 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 381 ┆ ┆ A25 ┆ 65 ┆ 9f0 ┆ sum ┆ 200 ┆ ┆ A ┆ 500 ┆ ┆ 500 ┆ ┆ ┆ l ┆ .43 ┆ 2 ┆ 827 │\n", | |
| "│ edH ┆ ┆ 7-2 ┆ 691 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ 032 ┆ ┆ b6- ┆ er ┆ 691 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 87 │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 675 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ fbb ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 675 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:1 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0-4 ┆ ┆ 032 ┆ ┆ 9-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 85e ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -87 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 266 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ cc- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 56Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 09f ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fee ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0b1 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48e ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 877 ┆ 959 ┆ TSL ┆ 12. ┆ e6b ┆ Con ┆ 172 ┆ 330 ┆ TSL ┆ 1.9 ┆ 0.0 ┆ 1.9 ┆ 154 ┆ 38 ┆ cal ┆ 247 ┆ 171 ┆ 1.7 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 124 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1b3 ┆ ┆ A24 ┆ 5 ┆ 9f0 ┆ sum ┆ 124 ┆ ┆ A ┆ 25e ┆ ┆ 25e ┆ 0 ┆ ┆ l ┆ .89 ┆ 5 ┆ 883 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 006 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 1d- ┆ ┆ 111 ┆ ┆ b6- ┆ er ┆ 006 ┆ ┆ ┆ 6 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ 21 │\n", | |
| "│ its ┆ ┆ 7T1 ┆ 615 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 567 ┆ ┆ 5C0 ┆ ┆ fcd ┆ Cyc ┆ 614 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:1 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 033 ┆ ┆ 9-4 ┆ lic ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a77 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6.3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a2 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 309 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d2- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 74Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d39 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e9a ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a71 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 670 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 88b ┆ 162 ┆ TSL ┆ 26. ┆ e6b ┆ Con ┆ 172 ┆ 295 ┆ TSL ┆ 522 ┆ 3.1 ┆ 3.1 ┆ 119 ┆ 57 ┆ cal ┆ 248 ┆ 123 ┆ 7.6 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 123 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1a0 ┆ ┆ A25 ┆ 1 ┆ 9f0 ┆ sum ┆ 123 ┆ ┆ A ┆ 0.0 ┆ 189 ┆ 241 ┆ 7 ┆ ┆ l ┆ .53 ┆ 4 ┆ 172 │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 917 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 4f- ┆ ┆ 011 ┆ ┆ b6- ┆ er ┆ 917 ┆ ┆ ┆ ┆ 79e ┆ 99e ┆ ┆ ┆ ┆ 56 ┆ ┆ 84 │\n", | |
| "│ its ┆ ┆ 7T1 ┆ 808 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ fc0 ┆ ┆ 7C0 ┆ ┆ fcd ┆ Cyc ┆ 805 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:5 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8-4 ┆ ┆ 029 ┆ ┆ 9-4 ┆ lic ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 152 ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a9 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 778 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 80- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 66Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15e ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4f1 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3f5 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 888 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "opener_df = (\n", | |
| " clean_df\n", | |
| " .filter(\n", | |
| " (\n", | |
| " pl.col('total_size') > pl.col('open_interest')\n", | |
| " )\n", | |
| " )\n", | |
| ")\n", | |
| "opener_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "**Can we add some informative and convenient calculations for display?**\n", | |
| "- Execution time (eastern time zone)\n", | |
| "- % Bid and % Ask\n", | |
| "- Bullish, Bearish, or Mixed (we'll use 80% as our side threshold)\n", | |
| "- Days To Expiration\n", | |
| "- Strike and Type Combined\n", | |
| "\n", | |
| "Lots of column manipulation in the `polars` DataFrame in the next cell, but hopefully the \"clustering\" of these tasks makes it relatively easy to see what is happening each step of the way:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div><style>\n", | |
| ".dataframe > thead > tr,\n", | |
| ".dataframe > tbody > tr {\n", | |
| " text-align: right;\n", | |
| " white-space: pre-wrap;\n", | |
| "}\n", | |
| "</style>\n", | |
| "<small>shape: (55, 39)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>alert_rule</th><th>all_opening_trades</th><th>created_at</th><th>end_time</th><th>expiry</th><th>expiry_count</th><th>has_floor</th><th>has_multileg</th><th>has_singleleg</th><th>has_sweep</th><th>id</th><th>open_interest</th><th>option_chain</th><th>price</th><th>rule_id</th><th>sector</th><th>start_time</th><th>strike</th><th>ticker</th><th>total_ask_side_prem</th><th>total_bid_side_prem</th><th>total_premium</th><th>total_size</th><th>trade_count</th><th>type</th><th>underlying_price</th><th>volume</th><th>volume_oi_ratio</th><th>created_at_datetime</th><th>created_at_datetime_eastern</th><th>created_at_eastern_str</th><th>pct_ask</th><th>pct_bid</th><th>side</th><th>pct_ask_bid_str</th><th>direction</th><th>expiry_date</th><th>dte</th><th>strike_and_type</th></tr><tr><td>str</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>i64</td><td>bool</td><td>bool</td><td>bool</td><td>bool</td><td>str</td><td>i64</td><td>str</td><td>f64</td><td>str</td><td>str</td><td>i64</td><td>str</td><td>str</td><td>f64</td><td>f64</td><td>f64</td><td>i64</td><td>i64</td><td>str</td><td>f64</td><td>i64</td><td>f64</td><td>datetime[ns]</td><td>datetime[ns, America/New_York]</td><td>str</td><td>f64</td><td>f64</td><td>str</td><td>str</td><td>str</td><td>date</td><td>duration[ms]</td><td>str</td></tr></thead><tbody><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T14:57:41.567771Z"</td><td>1728053855764</td><td>"2024-11-01"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"eb5ee4fd-492b-4f8d-b95e-ee9d1b763d66"</td><td>560</td><td>"TSLA241101P00235000"</td><td>11.7</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728053855738</td><td>"235"</td><td>"TSLA"</td><td>0.0</td><td>680946.0</td><td>680946.0</td><td>582</td><td>36</td><td>"put"</td><td>249.49</td><td>692</td><td>1.235714</td><td>2024-10-04 14:57:41.567771</td><td>2024-10-04 10:57:41.567771 EDT</td><td>"2024-10-04 10:57:41 AM"</td><td>0.0</td><td>1.0</td><td>"bid"</td><td>"0% Ask / 100% Bid"</td><td>"bullish"</td><td>2024-11-01</td><td>26d</td><td>"235P"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T18:21:51.460301Z"</td><td>1727979704402</td><td>"2025-09-19"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"e462d7c2-4bb6-4d28-9121-83db65761375"</td><td>220</td><td>"TSLA250919C00470000"</td><td>11.0</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727979704384</td><td>"470"</td><td>"TSLA"</td><td>544488.0</td><td>0.0</td><td>544488.0</td><td>495</td><td>28</td><td>"call"</td><td>239.23</td><td>498</td><td>2.263636</td><td>2024-10-03 18:21:51.460301</td><td>2024-10-03 14:21:51.460301 EDT</td><td>"2024-10-03 02:21:51 PM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2025-09-19</td><td>348d</td><td>"4C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:48:12.982676Z"</td><td>1727966886831</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"ade4a1d5-2a8a-4f9d-b79f-493b85fc27a3"</td><td>1284</td><td>"TSLA241011C00247500"</td><td>10.45</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727966886816</td><td>"247.5"</td><td>"TSLA"</td><td>0.0</td><td>1.759792e6</td><td>1.759792e6</td><td>1684</td><td>51</td><td>"call"</td><td>245.05</td><td>4680</td><td>3.64486</td><td>2024-10-03 14:48:12.982676</td><td>2024-10-03 10:48:12.982676 EDT</td><td>"2024-10-03 10:48:12 AM"</td><td>0.0</td><td>1.0</td><td>"bid"</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>2024-10-11</td><td>5d</td><td>"247.5C"</td></tr><tr><td>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-02T14:32:46.764642Z"</td><td>1727879554097</td><td>"2024-11-01"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"0cec5f8e-457a-41c2-85d5-e5c8e52f77d7"</td><td>441</td><td>"TSLA241101C00245000"</td><td>19.1</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Consumer Cyclical"</td><td>1727879553943</td><td>"245"</td><td>"TSLA"</td><td>103140.0</td><td>1.661934e6</td><td>1.765074e6</td><td>924</td><td>46</td><td>"call"</td><td>243.1</td><td>2814</td><td>6.380952</td><td>2024-10-02 14:32:46.764642</td><td>2024-10-02 10:32:46.764642 EDT</td><td>"2024-10-02 10:32:46 AM"</td><td>0.058434</td><td>0.941566</td><td>"bid"</td><td>"6% Ask / 94% Bid"</td><td>"bearish"</td><td>2024-11-01</td><td>26d</td><td>"245C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-01T19:56:32.724449Z"</td><td>1727812586401</td><td>"2024-12-20"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"4580d4f3-9795-4d55-854b-5b1cf0158f89"</td><td>70</td><td>"TSLA241220C00315000"</td><td>12.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1727812586385</td><td>"315"</td><td>"TSLA"</td><td>275405.0</td><td>1232.0</td><td>276637.0</td><td>224</td><td>12</td><td>"call"</td><td>258.03</td><td>4775</td><td>68.214286</td><td>2024-10-01 19:56:32.724449</td><td>2024-10-01 15:56:32.724449 EDT</td><td>"2024-10-01 03:56:32 PM"</td><td>0.995547</td><td>0.004453</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2024-12-20</td><td>75d</td><td>"315C"</td></tr><tr><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td></tr><tr><td>"VolumeOverOi"</td><td>false</td><td>"2024-07-26T15:22:24.345023Z"</td><td>1722007337119</td><td>"2025-03-21"</td><td>1</td><td>true</td><td>false</td><td>true</td><td>true</td><td>"092b95fb-2ce7-43de-9ec8-0941f6f35ea2"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.55</td><td>"e01e2fa5-458d-40f5-8daa-0df55b3ae90a"</td><td>"Consumer Cyclical"</td><td>1722000600000</td><td>"325"</td><td>"TSLA"</td><td>4.387548e6</td><td>840545.0</td><td>5.936043e6</td><td>500</td><td>139</td><td>"call"</td><td>216.0801</td><td>5074</td><td>10.397541</td><td>2024-07-26 15:22:24.345023</td><td>2024-07-26 11:22:24.345023 EDT</td><td>"2024-07-26 11:22:24 AM"</td><td>0.739137</td><td>0.1416</td><td>"mixed"</td><td>"74% Ask / 14.000000000000002% Bid"</td><td>"mixed"</td><td>2025-03-21</td><td>166d</td><td>"325C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-26T15:19:14.744895Z"</td><td>1722007148615</td><td>"2025-03-21"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"5ba4dbf6-e573-482b-aab1-461e8f8ea95f"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.55</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1722007148555</td><td>"325"</td><td>"TSLA"</td><td>577481.0</td><td>0.0</td><td>577481.0</td><td>500</td><td>20</td><td>"call"</td><td>216.04</td><td>4572</td><td>9.368852</td><td>2024-07-26 15:19:14.744895</td><td>2024-07-26 11:19:14.744895 EDT</td><td>"2024-07-26 11:19:14 AM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2025-03-21</td><td>166d</td><td>"325C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-26T15:15:24.026656Z"</td><td>1722006916756</td><td>"2025-03-21"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"d0b3813b-fbb0-485e-87cc-09ffee0b148e"</td><td>488</td><td>"TSLA250321C00325000"</td><td>11.65</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1722006916753</td><td>"325"</td><td>"TSLA"</td><td>582500.0</td><td>0.0</td><td>582500.0</td><td>500</td><td>5</td><td>"call"</td><td>216.43</td><td>2822</td><td>5.782787</td><td>2024-07-26 15:15:24.026656</td><td>2024-07-26 11:15:24.026656 EDT</td><td>"2024-07-26 11:15:24 AM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2025-03-21</td><td>166d</td><td>"325C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-17T18:14:36.330974Z"</td><td>1721240066152</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"8771b31d-5676-4a77-a2d2-d39e9aa71670"</td><td>959</td><td>"TSLA241115C00330000"</td><td>12.5</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721240066146</td><td>"330"</td><td>"TSLA"</td><td>1.925e6</td><td>0.0</td><td>1.925e6</td><td>1540</td><td>38</td><td>"call"</td><td>247.89</td><td>1715</td><td>1.788321</td><td>2024-07-17 18:14:36.330974</td><td>2024-07-17 14:14:36.330974 EDT</td><td>"2024-07-17 02:14:36 PM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2024-11-15</td><td>40d</td><td>"3C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-07-17T17:59:59.877866Z"</td><td>1721239178080</td><td>"2025-01-17"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"88b1a04f-fc08-4152-a980-15e4f13f5888"</td><td>162</td><td>"TSLA250117C00295000"</td><td>26.1</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1721239178052</td><td>"295"</td><td>"TSLA"</td><td>5220.0</td><td>3.118979e6</td><td>3.124199e6</td><td>1197</td><td>57</td><td>"call"</td><td>248.5356</td><td>1234</td><td>7.617284</td><td>2024-07-17 17:59:59.877866</td><td>2024-07-17 13:59:59.877866 EDT</td><td>"2024-07-17 01:59:59 PM"</td><td>0.001671</td><td>0.998329</td><td>"bid"</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>2025-01-17</td><td>103d</td><td>"295C"</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (55, 39)\n", | |
| "┌─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┐\n", | |
| "│ ale ┆ all ┆ cre ┆ end ┆ exp ┆ exp ┆ has ┆ has ┆ has ┆ has ┆ id ┆ ope ┆ opt ┆ pri ┆ rul ┆ sec ┆ sta ┆ str ┆ tic ┆ tot ┆ tot ┆ tot ┆ tot ┆ tra ┆ typ ┆ und ┆ vol ┆ vol ┆ cre ┆ cre ┆ cre ┆ pct ┆ pct ┆ sid ┆ pct ┆ dir ┆ exp ┆ dte ┆ str │\n", | |
| "│ rt_ ┆ _op ┆ ate ┆ _ti ┆ iry ┆ iry ┆ _fl ┆ _mu ┆ _si ┆ _sw ┆ --- ┆ n_i ┆ ion ┆ ce ┆ e_i ┆ tor ┆ rt_ ┆ ike ┆ ker ┆ al_ ┆ al_ ┆ al_ ┆ al_ ┆ de_ ┆ e ┆ erl ┆ ume ┆ ume ┆ ate ┆ ate ┆ ate ┆ _as ┆ _bi ┆ e ┆ _as ┆ ect ┆ iry ┆ --- ┆ ike │\n", | |
| "│ rul ┆ eni ┆ d_a ┆ me ┆ --- ┆ _co ┆ oor ┆ lti ┆ ngl ┆ eep ┆ str ┆ nte ┆ _ch ┆ --- ┆ d ┆ --- ┆ tim ┆ --- ┆ --- ┆ ask ┆ bid ┆ pre ┆ siz ┆ cou ┆ --- ┆ yin ┆ --- ┆ _oi ┆ d_a ┆ d_a ┆ d_a ┆ k ┆ d ┆ --- ┆ k_b ┆ ion ┆ _da ┆ dur ┆ _an │\n", | |
| "│ e ┆ ng_ ┆ t ┆ --- ┆ str ┆ unt ┆ --- ┆ leg ┆ ele ┆ --- ┆ ┆ res ┆ ain ┆ f64 ┆ --- ┆ str ┆ e ┆ str ┆ str ┆ _si ┆ _si ┆ miu ┆ e ┆ nt ┆ str ┆ g_p ┆ i64 ┆ _ra ┆ t_d ┆ t_d ┆ t_e ┆ --- ┆ --- ┆ str ┆ id_ ┆ --- ┆ te ┆ ati ┆ d_t │\n", | |
| "│ --- ┆ tra ┆ --- ┆ i64 ┆ ┆ --- ┆ boo ┆ --- ┆ g ┆ boo ┆ ┆ t ┆ --- ┆ ┆ str ┆ ┆ --- ┆ ┆ ┆ de_ ┆ de_ ┆ m ┆ --- ┆ --- ┆ ┆ ric ┆ ┆ tio ┆ ate ┆ ate ┆ ast ┆ f64 ┆ f64 ┆ ┆ str ┆ str ┆ --- ┆ on[ ┆ ype │\n", | |
| "│ str ┆ des ┆ str ┆ ┆ ┆ i64 ┆ l ┆ boo ┆ --- ┆ l ┆ ┆ --- ┆ str ┆ ┆ ┆ ┆ i64 ┆ ┆ ┆ pre ┆ pre ┆ --- ┆ i64 ┆ i64 ┆ ┆ e ┆ ┆ --- ┆ tim ┆ tim ┆ ern ┆ ┆ ┆ ┆ --- ┆ ┆ dat ┆ ms] ┆ --- │\n", | |
| "│ ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ l ┆ boo ┆ ┆ ┆ i64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ m ┆ m ┆ f64 ┆ ┆ ┆ ┆ --- ┆ ┆ f64 ┆ e ┆ e_e ┆ _st ┆ ┆ ┆ ┆ str ┆ ┆ e ┆ ┆ str │\n", | |
| "│ ┆ boo ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ ┆ --- ┆ ast ┆ r ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dat ┆ ern ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ eti ┆ --- ┆ str ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ me[ ┆ dat ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ns] ┆ eti ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ me[ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ns, ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Ame ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ric ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a/N ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ew_ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Yor ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ k] ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "╞═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╡\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ eb5 ┆ 560 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 235 ┆ TSL ┆ 0.0 ┆ 680 ┆ 680 ┆ 582 ┆ 36 ┆ put ┆ 249 ┆ 692 ┆ 1.2 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 1.0 ┆ bid ┆ 0% ┆ bul ┆ 202 ┆ 26d ┆ 235 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 805 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ee4 ┆ ┆ A24 ┆ 7 ┆ 9f0 ┆ sum ┆ 805 ┆ ┆ A ┆ ┆ 946 ┆ 946 ┆ ┆ ┆ ┆ .49 ┆ ┆ 357 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ Ask ┆ lis ┆ 4-1 ┆ ┆ P │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 385 ┆ 1-0 ┆ ┆ ┆ ┆ ┆ ┆ fd- ┆ ┆ 110 ┆ ┆ b6- ┆ er ┆ 385 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 14 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ / ┆ h ┆ 1-0 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 576 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 492 ┆ ┆ 1P0 ┆ ┆ fcd ┆ Cyc ┆ 573 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ 100 ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ b-4 ┆ ┆ 023 ┆ ┆ 9-4 ┆ lic ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f8d ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 57: ┆ 57: ┆ 57: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b9 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 41. ┆ 41. ┆ 41 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 677 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5e- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 567 ┆ 567 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 71Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ee9 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 771 ┆ 771 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d1b ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 763 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d66 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ e46 ┆ 220 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 470 ┆ TSL ┆ 544 ┆ 0.0 ┆ 544 ┆ 495 ┆ 28 ┆ cal ┆ 239 ┆ 498 ┆ 2.2 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 348 ┆ 4C │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 797 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 2d7 ┆ ┆ A25 ┆ 0 ┆ 9f0 ┆ sum ┆ 797 ┆ ┆ A ┆ 488 ┆ ┆ 488 ┆ ┆ ┆ l ┆ .23 ┆ ┆ 636 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ % ┆ lis ┆ 5-0 ┆ d ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 970 ┆ 9-1 ┆ ┆ ┆ ┆ ┆ ┆ c2- ┆ ┆ 091 ┆ ┆ b6- ┆ er ┆ 970 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 36 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 9-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 440 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ 4bb ┆ ┆ 9C0 ┆ ┆ fcd ┆ Cyc ┆ 438 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ / ┆ ┆ 9 ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:2 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 047 ┆ ┆ 9-4 ┆ lic ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 18: ┆ 14: ┆ 02: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d28 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 21: ┆ 21: ┆ 21: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -91 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 51. ┆ 51. ┆ 51 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 603 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 21- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 460 ┆ 460 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 01Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 83d ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 301 ┆ 301 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b65 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 761 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 375 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ ade ┆ 128 ┆ TSL ┆ 10. ┆ e6b ┆ Con ┆ 172 ┆ 247 ┆ TSL ┆ 0.0 ┆ 1.7 ┆ 1.7 ┆ 168 ┆ 51 ┆ cal ┆ 245 ┆ 468 ┆ 3.6 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 1.0 ┆ bid ┆ 0% ┆ bea ┆ 202 ┆ 5d ┆ 247 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 4a1 ┆ 4 ┆ A24 ┆ 45 ┆ 9f0 ┆ sum ┆ 796 ┆ .5 ┆ A ┆ ┆ 597 ┆ 597 ┆ 4 ┆ ┆ l ┆ .05 ┆ 0 ┆ 448 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ Ask ┆ ris ┆ 4-1 ┆ ┆ .5C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 688 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ d5- ┆ ┆ 101 ┆ ┆ b6- ┆ er ┆ 688 ┆ ┆ ┆ ┆ 92e ┆ 92e ┆ ┆ ┆ ┆ ┆ ┆ 6 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ / ┆ h ┆ 0-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 683 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 2a8 ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 681 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ 100 ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:4 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 024 ┆ ┆ 9-4 ┆ lic ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f9d ┆ ┆ 750 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48: ┆ 48: ┆ 48: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b7 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 12. ┆ 12. ┆ 12 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 826 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9f- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 982 ┆ 982 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 76Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 493 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 676 ┆ 676 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b85 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fc2 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7a3 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 0ce ┆ 441 ┆ TSL ┆ 19. ┆ a09 ┆ Con ┆ 172 ┆ 245 ┆ TSL ┆ 103 ┆ 1.6 ┆ 1.7 ┆ 924 ┆ 46 ┆ cal ┆ 243 ┆ 281 ┆ 6.3 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 0.9 ┆ bid ┆ 6% ┆ bea ┆ 202 ┆ 26d ┆ 245 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 787 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c5f ┆ ┆ A24 ┆ 1 ┆ 79b ┆ sum ┆ 787 ┆ ┆ A ┆ 140 ┆ 619 ┆ 650 ┆ ┆ ┆ l ┆ .1 ┆ 4 ┆ 809 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 584 ┆ 415 ┆ ┆ Ask ┆ ris ┆ 4-1 ┆ ┆ C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 955 ┆ 1-0 ┆ ┆ ┆ ┆ ┆ ┆ 8e- ┆ ┆ 110 ┆ ┆ 52- ┆ er ┆ 955 ┆ ┆ ┆ .0 ┆ 34e ┆ 74e ┆ ┆ ┆ ┆ ┆ ┆ 52 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 34 ┆ 66 ┆ ┆ / ┆ h ┆ 1-0 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 2T1 ┆ 409 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 457 ┆ ┆ 1C0 ┆ ┆ 28e ┆ Cyc ┆ 394 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 ┆ 2 ┆ 2 ┆ ┆ ┆ ┆ 94% ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 4:3 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 024 ┆ ┆ 4-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 2:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1c2 ┆ ┆ 500 ┆ ┆ 585 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 32: ┆ 32: ┆ 32: ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 6.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -85 ┆ ┆ 0 ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 46. ┆ 46. ┆ 46 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 646 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d5- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 764 ┆ 764 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 42Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e5c ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 642 ┆ 642 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8e5 ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2f7 ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7d7 ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 458 ┆ 70 ┆ TSL ┆ 12. ┆ e6b ┆ Con ┆ 172 ┆ 315 ┆ TSL ┆ 275 ┆ 123 ┆ 276 ┆ 224 ┆ 12 ┆ cal ┆ 258 ┆ 477 ┆ 68. ┆ 202 ┆ 202 ┆ 202 ┆ 0.9 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 75d ┆ 315 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 781 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 0d4 ┆ ┆ A24 ┆ 35 ┆ 9f0 ┆ sum ┆ 781 ┆ ┆ A ┆ 405 ┆ 2.0 ┆ 637 ┆ ┆ ┆ l ┆ .03 ┆ 5 ┆ 214 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 955 ┆ 044 ┆ ┆ % ┆ lis ┆ 4-1 ┆ ┆ C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 258 ┆ 2-2 ┆ ┆ ┆ ┆ ┆ ┆ f3- ┆ ┆ 122 ┆ ┆ b6- ┆ er ┆ 258 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 286 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 47 ┆ 53 ┆ ┆ Ask ┆ h ┆ 2-2 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 1T1 ┆ 640 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ 979 ┆ ┆ 0C0 ┆ ┆ fcd ┆ Cyc ┆ 638 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 ┆ 1 ┆ 1 ┆ ┆ ┆ ┆ / ┆ ┆ 0 ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5-4 ┆ ┆ 031 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d55 ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 56: ┆ 56: ┆ 56: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -85 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 32. ┆ 32. ┆ 32 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 244 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4b- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 724 ┆ 724 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 49Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5b1 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 449 ┆ 449 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ cf0 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 158 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f89 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Vol ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ tru ┆ fal ┆ tru ┆ tru ┆ 092 ┆ 488 ┆ TSL ┆ 11. ┆ e01 ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 4.3 ┆ 840 ┆ 5.9 ┆ 500 ┆ 139 ┆ cal ┆ 216 ┆ 507 ┆ 10. ┆ 202 ┆ 202 ┆ 202 ┆ 0.7 ┆ 0.1 ┆ mix ┆ 74% ┆ mix ┆ 202 ┆ 166 ┆ 325 │\n", | |
| "│ ume ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ e ┆ se ┆ e ┆ e ┆ b95 ┆ ┆ A25 ┆ 55 ┆ e2f ┆ sum ┆ 200 ┆ ┆ A ┆ 875 ┆ 545 ┆ 360 ┆ ┆ ┆ l ┆ .08 ┆ 4 ┆ 397 ┆ 4-0 ┆ 4-0 ┆ 4-0 ┆ 391 ┆ 416 ┆ ed ┆ Ask ┆ ed ┆ 5-0 ┆ d ┆ C │\n", | |
| "│ Ove ┆ ┆ 7-2 ┆ 733 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ fb- ┆ ┆ 032 ┆ ┆ a5- ┆ er ┆ 060 ┆ ┆ ┆ 48e ┆ .0 ┆ 43e ┆ ┆ ┆ ┆ 01 ┆ ┆ 541 ┆ 7-2 ┆ 7-2 ┆ 7-2 ┆ 37 ┆ ┆ ┆ / ┆ ┆ 3-2 ┆ ┆ │\n", | |
| "│ rOi ┆ ┆ 6T1 ┆ 711 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 2ce ┆ ┆ 1C0 ┆ ┆ 458 ┆ Cyc ┆ 000 ┆ ┆ ┆ 6 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ 14. ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:2 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 032 ┆ ┆ d-4 ┆ lic ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15: ┆ 11: ┆ 11: ┆ ┆ ┆ ┆ 000 ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3de ┆ ┆ 500 ┆ ┆ 0f5 ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 22: ┆ 22: ┆ 22: ┆ ┆ ┆ ┆ 000 ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -9e ┆ ┆ 0 ┆ ┆ -8d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 24. ┆ 24. ┆ 24 ┆ ┆ ┆ ┆ 000 ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 450 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c8- ┆ ┆ ┆ ┆ aa- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 345 ┆ 345 ┆ AM ┆ ┆ ┆ ┆ 000 ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 23Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 094 ┆ ┆ ┆ ┆ 0df ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 023 ┆ 023 ┆ ┆ ┆ ┆ ┆ 002 ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1f6 ┆ ┆ ┆ ┆ 55b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f35 ┆ ┆ ┆ ┆ 3ae ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ea2 ┆ ┆ ┆ ┆ 90a ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 5ba ┆ 488 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 577 ┆ 0.0 ┆ 577 ┆ 500 ┆ 20 ┆ cal ┆ 216 ┆ 457 ┆ 9.3 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 166 ┆ 325 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 4db ┆ ┆ A25 ┆ 55 ┆ 9f0 ┆ sum ┆ 200 ┆ ┆ A ┆ 481 ┆ ┆ 481 ┆ ┆ ┆ l ┆ .04 ┆ 2 ┆ 688 ┆ 4-0 ┆ 4-0 ┆ 4-0 ┆ ┆ ┆ ┆ % ┆ lis ┆ 5-0 ┆ d ┆ C │\n", | |
| "│ edH ┆ ┆ 7-2 ┆ 714 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ f6- ┆ ┆ 032 ┆ ┆ b6- ┆ er ┆ 714 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 52 ┆ 7-2 ┆ 7-2 ┆ 7-2 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 3-2 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 861 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ e57 ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 855 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ / ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:1 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 032 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15: ┆ 11: ┆ 11: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 82b ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 19: ┆ 19: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.7 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -aa ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14. ┆ 14. ┆ 14 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 448 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b1- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 744 ┆ 744 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 95Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 461 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 895 ┆ 895 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e8f ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8ea ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 95f ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ d0b ┆ 488 ┆ TSL ┆ 11. ┆ e6b ┆ Con ┆ 172 ┆ 325 ┆ TSL ┆ 582 ┆ 0.0 ┆ 582 ┆ 500 ┆ 5 ┆ cal ┆ 216 ┆ 282 ┆ 5.7 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 166 ┆ 325 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 200 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 381 ┆ ┆ A25 ┆ 65 ┆ 9f0 ┆ sum ┆ 200 ┆ ┆ A ┆ 500 ┆ ┆ 500 ┆ ┆ ┆ l ┆ .43 ┆ 2 ┆ 827 ┆ 4-0 ┆ 4-0 ┆ 4-0 ┆ ┆ ┆ ┆ % ┆ lis ┆ 5-0 ┆ d ┆ C │\n", | |
| "│ edH ┆ ┆ 7-2 ┆ 691 ┆ 3-2 ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ 032 ┆ ┆ b6- ┆ er ┆ 691 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 87 ┆ 7-2 ┆ 7-2 ┆ 7-2 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 3-2 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 6T1 ┆ 675 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ fbb ┆ ┆ 1C0 ┆ ┆ fcd ┆ Cyc ┆ 675 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ / ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:1 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0-4 ┆ ┆ 032 ┆ ┆ 9-4 ┆ lic ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15: ┆ 11: ┆ 11: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 5:2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 85e ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15: ┆ 15: ┆ 15: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -87 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 24. ┆ 24. ┆ 24 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 266 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ cc- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 026 ┆ 026 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 56Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 09f ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 656 ┆ 656 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fee ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0b1 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48e ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 877 ┆ 959 ┆ TSL ┆ 12. ┆ e6b ┆ Con ┆ 172 ┆ 330 ┆ TSL ┆ 1.9 ┆ 0.0 ┆ 1.9 ┆ 154 ┆ 38 ┆ cal ┆ 247 ┆ 171 ┆ 1.7 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 40d ┆ 3C │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 124 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1b3 ┆ ┆ A24 ┆ 5 ┆ 9f0 ┆ sum ┆ 124 ┆ ┆ A ┆ 25e ┆ ┆ 25e ┆ 0 ┆ ┆ l ┆ .89 ┆ 5 ┆ 883 ┆ 4-0 ┆ 4-0 ┆ 4-0 ┆ ┆ ┆ ┆ % ┆ lis ┆ 4-1 ┆ ┆ │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 006 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 1d- ┆ ┆ 111 ┆ ┆ b6- ┆ er ┆ 006 ┆ ┆ ┆ 6 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ 21 ┆ 7-1 ┆ 7-1 ┆ 7-1 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 7T1 ┆ 615 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 567 ┆ ┆ 5C0 ┆ ┆ fcd ┆ Cyc ┆ 614 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 ┆ 7 ┆ 7 ┆ ┆ ┆ ┆ / ┆ ┆ 5 ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:1 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 033 ┆ ┆ 9-4 ┆ lic ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 18: ┆ 14: ┆ 02: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a77 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 14: ┆ 14: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6.3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a2 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 36. ┆ 36. ┆ 36 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 309 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d2- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 330 ┆ 330 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 74Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d39 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 974 ┆ 974 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e9a ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a71 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 670 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 88b ┆ 162 ┆ TSL ┆ 26. ┆ e6b ┆ Con ┆ 172 ┆ 295 ┆ TSL ┆ 522 ┆ 3.1 ┆ 3.1 ┆ 119 ┆ 57 ┆ cal ┆ 248 ┆ 123 ┆ 7.6 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 0.9 ┆ bid ┆ 0% ┆ bea ┆ 202 ┆ 103 ┆ 295 │\n", | |
| "│ eat ┆ se ┆ 4-0 ┆ 123 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 1a0 ┆ ┆ A25 ┆ 1 ┆ 9f0 ┆ sum ┆ 123 ┆ ┆ A ┆ 0.0 ┆ 189 ┆ 241 ┆ 7 ┆ ┆ l ┆ .53 ┆ 4 ┆ 172 ┆ 4-0 ┆ 4-0 ┆ 4-0 ┆ 016 ┆ 983 ┆ ┆ Ask ┆ ris ┆ 5-0 ┆ d ┆ C │\n", | |
| "│ edH ┆ ┆ 7-1 ┆ 917 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 4f- ┆ ┆ 011 ┆ ┆ b6- ┆ er ┆ 917 ┆ ┆ ┆ ┆ 79e ┆ 99e ┆ ┆ ┆ ┆ 56 ┆ ┆ 84 ┆ 7-1 ┆ 7-1 ┆ 7-1 ┆ 71 ┆ 29 ┆ ┆ / ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 7T1 ┆ 808 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ fc0 ┆ ┆ 7C0 ┆ ┆ fcd ┆ Cyc ┆ 805 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 ┆ 7 ┆ 7 ┆ ┆ ┆ ┆ 100 ┆ ┆ 7 ┆ ┆ │\n", | |
| "│ ┆ ┆ 7:5 ┆ 0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8-4 ┆ ┆ 029 ┆ ┆ 9-4 ┆ lic ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 17: ┆ 13: ┆ 01: ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 152 ┆ ┆ 500 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 59: ┆ 59: ┆ 59: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a9 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 59. ┆ 59. ┆ 59 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 778 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 80- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 877 ┆ 877 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 66Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15e ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 866 ┆ 866 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4f1 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3f5 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 888 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "opener_df = (\n", | |
| " opener_df\n", | |
| " .with_columns(\n", | |
| " pl.col('created_at').str.strptime(pl.Datetime, '%Y-%m-%dT%H:%M:%S%.fZ').alias('created_at_datetime')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " pl.col('created_at_datetime').dt.convert_time_zone('America/New_York').alias('created_at_datetime_eastern')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " pl.col('created_at_datetime_eastern').dt.strftime('%Y-%m-%d %I:%M:%S %p').alias('created_at_eastern_str')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " [\n", | |
| " (pl.col('total_ask_side_prem') / pl.col('total_premium')).alias('pct_ask'),\n", | |
| " (pl.col('total_bid_side_prem') / pl.col('total_premium')).alias('pct_bid')\n", | |
| " ]\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " pl.when(pl.col('pct_ask') > 0.80).then(pl.lit('ask'))\n", | |
| " .when(pl.col('pct_bid') > 0.80).then(pl.lit('bid'))\n", | |
| " .otherwise(pl.lit('mixed')).alias('side')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " (\n", | |
| " ((pl.col('pct_ask').round(2) * 100).cast(pl.Utf8)) +\n", | |
| " '% Ask / ' +\n", | |
| " ((pl.col('pct_bid').round(2) * 100).cast(pl.Utf8)) +\n", | |
| " '% Bid'\n", | |
| " ).str.replace_all('.0%', '%').alias('pct_ask_bid_str')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " pl.when((pl.col('side') == 'ask') & (pl.col('type') == 'call')).then(pl.lit('bullish'))\n", | |
| " .when((pl.col('side') == 'ask') & (pl.col('type') == 'put')).then(pl.lit('bearish'))\n", | |
| " .when((pl.col('side') == 'bid') & (pl.col('type') == 'call')).then(pl.lit('bearish'))\n", | |
| " .when((pl.col('side') == 'bid') & (pl.col('type') == 'put')).then(pl.lit('bullish'))\n", | |
| " .otherwise(pl.lit('mixed')).alias('direction')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " pl.col('expiry').str.strptime(pl.Date, '%Y-%m-%d').alias('expiry_date')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " (pl.col('expiry_date') - pl.lit(datetime.today().date())).alias('dte')\n", | |
| " )\n", | |
| " .with_columns(\n", | |
| " (\n", | |
| " pl.when(pl.col('type') == 'call')\n", | |
| " .then(pl.col('strike') + 'C')\n", | |
| " .otherwise(pl.col('strike') + 'P')\n", | |
| " ).str.replace_all('.0C', 'C').str.replace_all('.0P', 'P').alias('strike_and_type')\n", | |
| " )\n", | |
| ")\n", | |
| "opener_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "**Select specific columns for display to the end user**\n", | |
| "- We've got all the data a trader might want to see at-a-glance, let's cut down this polars DataFrame to fewer columns so it's easier to read\n", | |
| "- Then let's export the DataFrame to a list of lists for easy display\n", | |
| "\n", | |
| "Final manipulation before we are finished here! Let's go:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div><style>\n", | |
| ".dataframe > thead > tr,\n", | |
| ".dataframe > tbody > tr {\n", | |
| " text-align: right;\n", | |
| " white-space: pre-wrap;\n", | |
| "}\n", | |
| "</style>\n", | |
| "<small>shape: (55, 9)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>created_at_eastern_str</th><th>expiry</th><th>strike_and_type</th><th>total_size</th><th>price</th><th>total_premium</th><th>pct_ask_bid_str</th><th>direction</th><th>dte</th></tr><tr><td>str</td><td>str</td><td>str</td><td>i64</td><td>f64</td><td>f64</td><td>str</td><td>str</td><td>duration[ms]</td></tr></thead><tbody><tr><td>"2024-10-04 10:57:41 AM"</td><td>"2024-11-01"</td><td>"235P"</td><td>582</td><td>11.7</td><td>680946.0</td><td>"0% Ask / 100% Bid"</td><td>"bullish"</td><td>26d</td></tr><tr><td>"2024-10-03 02:21:51 PM"</td><td>"2025-09-19"</td><td>"4C"</td><td>495</td><td>11.0</td><td>544488.0</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>348d</td></tr><tr><td>"2024-10-03 10:48:12 AM"</td><td>"2024-10-11"</td><td>"247.5C"</td><td>1684</td><td>10.45</td><td>1.759792e6</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>5d</td></tr><tr><td>"2024-10-02 10:32:46 AM"</td><td>"2024-11-01"</td><td>"245C"</td><td>924</td><td>19.1</td><td>1.765074e6</td><td>"6% Ask / 94% Bid"</td><td>"bearish"</td><td>26d</td></tr><tr><td>"2024-10-01 03:56:32 PM"</td><td>"2024-12-20"</td><td>"315C"</td><td>224</td><td>12.35</td><td>276637.0</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>75d</td></tr><tr><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td></tr><tr><td>"2024-07-26 11:22:24 AM"</td><td>"2025-03-21"</td><td>"325C"</td><td>500</td><td>11.55</td><td>5.936043e6</td><td>"74% Ask / 14.000000000000002% Bid"</td><td>"mixed"</td><td>166d</td></tr><tr><td>"2024-07-26 11:19:14 AM"</td><td>"2025-03-21"</td><td>"325C"</td><td>500</td><td>11.55</td><td>577481.0</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>166d</td></tr><tr><td>"2024-07-26 11:15:24 AM"</td><td>"2025-03-21"</td><td>"325C"</td><td>500</td><td>11.65</td><td>582500.0</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>166d</td></tr><tr><td>"2024-07-17 02:14:36 PM"</td><td>"2024-11-15"</td><td>"3C"</td><td>1540</td><td>12.5</td><td>1.925e6</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>40d</td></tr><tr><td>"2024-07-17 01:59:59 PM"</td><td>"2025-01-17"</td><td>"295C"</td><td>1197</td><td>26.1</td><td>3.124199e6</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>103d</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (55, 9)\n", | |
| "┌───────────┬───────────┬───────────┬──────────┬───────┬──────────┬──────────┬──────────┬──────────┐\n", | |
| "│ created_a ┆ expiry ┆ strike_an ┆ total_si ┆ price ┆ total_pr ┆ pct_ask_ ┆ directio ┆ dte │\n", | |
| "│ t_eastern ┆ --- ┆ d_type ┆ ze ┆ --- ┆ emium ┆ bid_str ┆ n ┆ --- │\n", | |
| "│ _str ┆ str ┆ --- ┆ --- ┆ f64 ┆ --- ┆ --- ┆ --- ┆ duration │\n", | |
| "│ --- ┆ ┆ str ┆ i64 ┆ ┆ f64 ┆ str ┆ str ┆ [ms] │\n", | |
| "│ str ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "╞═══════════╪═══════════╪═══════════╪══════════╪═══════╪══════════╪══════════╪══════════╪══════════╡\n", | |
| "│ 2024-10-0 ┆ 2024-11-0 ┆ 235P ┆ 582 ┆ 11.7 ┆ 680946.0 ┆ 0% Ask / ┆ bullish ┆ 26d │\n", | |
| "│ 4 ┆ 1 ┆ ┆ ┆ ┆ ┆ 100% Bid ┆ ┆ │\n", | |
| "│ 10:57:41 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-10-0 ┆ 2025-09-1 ┆ 4C ┆ 495 ┆ 11.0 ┆ 544488.0 ┆ 100% Ask ┆ bullish ┆ 348d │\n", | |
| "│ 3 ┆ 9 ┆ ┆ ┆ ┆ ┆ / 0% Bid ┆ ┆ │\n", | |
| "│ 02:21:51 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-10-0 ┆ 2024-10-1 ┆ 247.5C ┆ 1684 ┆ 10.45 ┆ 1.759792 ┆ 0% Ask / ┆ bearish ┆ 5d │\n", | |
| "│ 3 ┆ 1 ┆ ┆ ┆ ┆ e6 ┆ 100% Bid ┆ ┆ │\n", | |
| "│ 10:48:12 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-10-0 ┆ 2024-11-0 ┆ 245C ┆ 924 ┆ 19.1 ┆ 1.765074 ┆ 6% Ask / ┆ bearish ┆ 26d │\n", | |
| "│ 2 ┆ 1 ┆ ┆ ┆ ┆ e6 ┆ 94% Bid ┆ ┆ │\n", | |
| "│ 10:32:46 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-10-0 ┆ 2024-12-2 ┆ 315C ┆ 224 ┆ 12.35 ┆ 276637.0 ┆ 100% Ask ┆ bullish ┆ 75d │\n", | |
| "│ 1 ┆ 0 ┆ ┆ ┆ ┆ ┆ / 0% Bid ┆ ┆ │\n", | |
| "│ 03:56:32 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ 2024-07-2 ┆ 2025-03-2 ┆ 325C ┆ 500 ┆ 11.55 ┆ 5.936043 ┆ 74% Ask ┆ mixed ┆ 166d │\n", | |
| "│ 6 ┆ 1 ┆ ┆ ┆ ┆ e6 ┆ / 14.000 ┆ ┆ │\n", | |
| "│ 11:22:24 ┆ ┆ ┆ ┆ ┆ ┆ 00000000 ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ 0002% ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ │\n", | |
| "│ 2024-07-2 ┆ 2025-03-2 ┆ 325C ┆ 500 ┆ 11.55 ┆ 577481.0 ┆ 100% Ask ┆ bullish ┆ 166d │\n", | |
| "│ 6 ┆ 1 ┆ ┆ ┆ ┆ ┆ / 0% Bid ┆ ┆ │\n", | |
| "│ 11:19:14 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-07-2 ┆ 2025-03-2 ┆ 325C ┆ 500 ┆ 11.65 ┆ 582500.0 ┆ 100% Ask ┆ bullish ┆ 166d │\n", | |
| "│ 6 ┆ 1 ┆ ┆ ┆ ┆ ┆ / 0% Bid ┆ ┆ │\n", | |
| "│ 11:15:24 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-07-1 ┆ 2024-11-1 ┆ 3C ┆ 1540 ┆ 12.5 ┆ 1.925e6 ┆ 100% Ask ┆ bullish ┆ 40d │\n", | |
| "│ 7 ┆ 5 ┆ ┆ ┆ ┆ ┆ / 0% Bid ┆ ┆ │\n", | |
| "│ 02:14:36 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ 2024-07-1 ┆ 2025-01-1 ┆ 295C ┆ 1197 ┆ 26.1 ┆ 3.124199 ┆ 0% Ask / ┆ bearish ┆ 103d │\n", | |
| "│ 7 ┆ 7 ┆ ┆ ┆ ┆ e6 ┆ 100% Bid ┆ ┆ │\n", | |
| "│ 01:59:59 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└───────────┴───────────┴───────────┴──────────┴───────┴──────────┴──────────┴──────────┴──────────┘" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "final_df = (\n", | |
| " opener_df\n", | |
| " .select(\n", | |
| " [\n", | |
| " 'created_at_eastern_str',\n", | |
| " 'expiry',\n", | |
| " 'strike_and_type',\n", | |
| " 'total_size',\n", | |
| " 'price',\n", | |
| " 'total_premium',\n", | |
| " 'pct_ask_bid_str',\n", | |
| " 'direction',\n", | |
| " 'dte'\n", | |
| " ]\n", | |
| " )\n", | |
| ")\n", | |
| "final_df" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "dans-magic-house-uvW-KuUb-py3.10", | |
| "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": "3.10.12" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment