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October 6, 2024 22:40
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Use the flow alerts endpoint from the Unusual Whales API to get urgent screen trades that were likely openers
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| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
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| " script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/[email protected]/js-package/distr/lets-plot.min.js\";\n", | |
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| "metadata": {}, | |
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| { | |
| "data": { | |
| "text/plain": [ | |
| "polars.config.Config" | |
| ] | |
| }, | |
| "execution_count": 1, | |
| "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 single-name equities**\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", | |
| "- `issue_types[]` = `['Common Stock', 'ADR']` to skip ETFs and indexes\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", | |
| "- `rule_name[]` = `['RepeatedHits', 'RepeatedHitsAscendingFill', 'RepeatedHitsDescendingFill']` to focus specifically on \"urgent\" multi-exchange screen trades\n", | |
| "\n", | |
| "We execute the API call in the next cell:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "url = 'https://api.unusualwhales.com/api/option-trades/flow-alerts'\n", | |
| "params = {\n", | |
| " 'issue_types[]': ['Common Stock', 'ADR'],\n", | |
| " 'min_dte': 1,\n", | |
| " 'min_premium': 200000,\n", | |
| " 'min_volume_oi_ratio': 1.0,\n", | |
| " 'rule_name[]': ['RepeatedHits', 'RepeatedHitsAscendingFill', 'RepeatedHitsDescendingFill']\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": 3, | |
| "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>"2024-10-04T19:59:41.509377Z"</td><td>1728071974726</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"5dffe43a-589a-4d72-b554-89c1a922d708"</td><td>721</td><td>"MRNA241115C00065000"</td><td>3.9</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Healthcare"</td><td>1728071974629</td><td>"65"</td><td>"MRNA"</td><td>390.0</td><td>530411.0</td><td>530801.0</td><td>1361</td><td>48</td><td>"call"</td><td>60.22</td><td>1444</td><td>2.002774</td></tr><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>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:58:43.098167Z"</td><td>1728071916053</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"c2232aee-92ef-401d-890c-eee5a13ce425"</td><td>52151</td><td>"NVDA241011C00124000"</td><td>3.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1728071916046</td><td>"124"</td><td>"NVDA"</td><td>0.0</td><td>235500.0</td><td>235500.0</td><td>700</td><td>17</td><td>"call"</td><td>124.855</td><td>95464</td><td>1.830531</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-04T19:57:37.831790Z"</td><td>1728071851664</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"117c934d-f743-4967-933b-4585d2c48a2b"</td><td>1911</td><td>"GOOGL241011C00172500"</td><td>0.57</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Communication Services"</td><td>1728071851354</td><td>"172.5"</td><td>"GOOGL"</td><td>68546.0</td><td>125355.0</td><td>237734.0</td><td>4143</td><td>93</td><td>"call"</td><td>167.15</td><td>14376</td><td>7.522763</td></tr><tr><td>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-04T19:55:10.972455Z"</td><td>1728071700334</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"ede39f69-2d5f-429d-9e5d-4437103fdfd1"</td><td>11817</td><td>"AAPL241011C00225000"</td><td>3.85</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Technology"</td><td>1728071700032</td><td>"225"</td><td>"AAPL"</td><td>211085.0</td><td>0.0</td><td>211450.0</td><td>560</td><td>25</td><td>"call"</td><td>226.86</td><td>21638</td><td>1.831091</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>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-03T14:24:04.467863Z"</td><td>1727965436604</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"062e970a-c2e3-4952-afbc-6f915f38baf8"</td><td>74</td><td>"ELV241115C00500000"</td><td>21.6</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Healthcare"</td><td>1727965436602</td><td>"500"</td><td>"ELV"</td><td>77760.0</td><td>150710.0</td><td>228470.0</td><td>106</td><td>16</td><td>"call"</td><td>499.51</td><td>107</td><td>1.445946</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:22:54.655149Z"</td><td>1727965368069</td><td>"2024-10-25"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"33bac5a5-c5bd-4a6c-aeb2-f02dbbe849db"</td><td>2283</td><td>"SMCI241025P00035000"</td><td>0.65</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1727965368061</td><td>"35"</td><td>"SMCI"</td><td>356785.0</td><td>0.0</td><td>356785.0</td><td>5489</td><td>31</td><td>"put"</td><td>42.955</td><td>8103</td><td>3.549277</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-03T14:19:49.660497Z"</td><td>1727965182409</td><td>"2025-12-19"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"ec0a5109-7576-42ad-b280-6f67a949b609"</td><td>6482</td><td>"NVDA251219C00150000"</td><td>20.29</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Technology"</td><td>1727965182409</td><td>"150"</td><td>"NVDA"</td><td>0.0</td><td>1.015234e6</td><td>1.015234e6</td><td>500</td><td>7</td><td>"call"</td><td>122.9</td><td>27282</td><td>4.208886</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-03T14:19:36.833599Z"</td><td>1727965170993</td><td>"2024-10-18"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"4d698b72-210a-4a4e-a0bc-f19bd7d13001"</td><td>1339</td><td>"FUTU241018C00150000"</td><td>5.0</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Financial Services"</td><td>1727965170972</td><td>"150"</td><td>"FUTU"</td><td>0.0</td><td>228508.0</td><td>228508.0</td><td>457</td><td>27</td><td>"call"</td><td>121.91</td><td>2133</td><td>1.59298</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:18:42.050292Z"</td><td>1727965109012</td><td>"2024-10-18"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"a38a4a68-51fe-4e45-bbbe-87413381bee4"</td><td>1339</td><td>"FUTU241018C00150000"</td><td>5.0</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Financial Services"</td><td>1727965109002</td><td>"150"</td><td>"FUTU"</td><td>0.0</td><td>250000.0</td><td>250000.0</td><td>500</td><td>31</td><td>"call"</td><td>122.3001</td><td>1634</td><td>1.220314</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 ┆ tru ┆ 5df ┆ 721 ┆ MRN ┆ 3.9 ┆ e6b ┆ Hea ┆ 172 ┆ 65 ┆ MRN ┆ 390 ┆ 530 ┆ 530 ┆ 136 ┆ 48 ┆ cal ┆ 60. ┆ 144 ┆ 2.0 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ fe4 ┆ ┆ A24 ┆ ┆ 9f0 ┆ lth ┆ 807 ┆ ┆ A ┆ .0 ┆ 411 ┆ 801 ┆ 1 ┆ ┆ l ┆ 22 ┆ 4 ┆ 027 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 197 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 3a- ┆ ┆ 111 ┆ ┆ b6- ┆ car ┆ 197 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 74 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 472 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 589 ┆ ┆ 5C0 ┆ ┆ fcd ┆ e ┆ 462 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 006 ┆ ┆ 9-4 ┆ ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d72 ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b5 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 093 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 54- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 77Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89c ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1a9 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 22d ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 708 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\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 ┆ c22 ┆ 521 ┆ NVD ┆ 3.3 ┆ e6b ┆ Tec ┆ 172 ┆ 124 ┆ NVD ┆ 0.0 ┆ 235 ┆ 235 ┆ 700 ┆ 17 ┆ cal ┆ 124 ┆ 954 ┆ 1.8 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 32a ┆ 51 ┆ A24 ┆ 5 ┆ 9f0 ┆ hno ┆ 807 ┆ ┆ A ┆ ┆ 500 ┆ 500 ┆ ┆ ┆ l ┆ .85 ┆ 64 ┆ 305 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 191 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ ee- ┆ ┆ 101 ┆ ┆ b6- ┆ log ┆ 191 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ 5 ┆ ┆ 31 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 605 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 92e ┆ ┆ 1C0 ┆ ┆ fcd ┆ y ┆ 604 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ f-4 ┆ ┆ 012 ┆ ┆ 9-4 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 01d ┆ ┆ 400 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3.0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -89 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 981 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0c- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 67Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ eee ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5a1 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3ce ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 425 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 117 ┆ 191 ┆ GOO ┆ 0.5 ┆ 5ce ┆ Com ┆ 172 ┆ 172 ┆ GOO ┆ 685 ┆ 125 ┆ 237 ┆ 414 ┆ 93 ┆ cal ┆ 167 ┆ 143 ┆ 7.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c93 ┆ 1 ┆ GL2 ┆ 7 ┆ 5ec ┆ mun ┆ 807 ┆ .5 ┆ GL ┆ 46. ┆ 355 ┆ 734 ┆ 3 ┆ ┆ l ┆ .15 ┆ 76 ┆ 227 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 185 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 4d- ┆ ┆ 410 ┆ ┆ 11- ┆ ica ┆ 185 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 63 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 166 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ f74 ┆ ┆ 11C ┆ ┆ 087 ┆ tio ┆ 135 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 9:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 001 ┆ ┆ c-4 ┆ n ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 7:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 967 ┆ ┆ 725 ┆ ┆ c00 ┆ Ser ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 7.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -93 ┆ ┆ 00 ┆ ┆ -b1 ┆ vic ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 317 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ ┆ ┆ 64- ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 90Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 458 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5d2 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c48 ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a2b ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ ede ┆ 118 ┆ AAP ┆ 3.8 ┆ a09 ┆ Tec ┆ 172 ┆ 225 ┆ AAP ┆ 211 ┆ 0.0 ┆ 211 ┆ 560 ┆ 25 ┆ cal ┆ 226 ┆ 216 ┆ 1.8 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ 39f ┆ 17 ┆ L24 ┆ 5 ┆ 79b ┆ hno ┆ 807 ┆ ┆ L ┆ 085 ┆ ┆ 450 ┆ ┆ ┆ l ┆ .86 ┆ 38 ┆ 310 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 170 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 69- ┆ ┆ 101 ┆ ┆ 52- ┆ log ┆ 170 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 91 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 033 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ 2d5 ┆ ┆ 1C0 ┆ ┆ 28e ┆ y ┆ 003 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 9:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ f-4 ┆ ┆ 022 ┆ ┆ 4-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 5:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 29d ┆ ┆ 500 ┆ ┆ 585 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 0.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -9e ┆ ┆ 0 ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 724 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5d- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 55Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 443 ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 710 ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3fd ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fd1 ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 062 ┆ 74 ┆ ELV ┆ 21. ┆ 5ce ┆ Hea ┆ 172 ┆ 500 ┆ ELV ┆ 777 ┆ 150 ┆ 228 ┆ 106 ┆ 16 ┆ cal ┆ 499 ┆ 107 ┆ 1.4 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ e97 ┆ ┆ 241 ┆ 6 ┆ 5ec ┆ lth ┆ 796 ┆ ┆ ┆ 60. ┆ 710 ┆ 470 ┆ ┆ ┆ l ┆ .51 ┆ ┆ 459 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 543 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 0a- ┆ ┆ 115 ┆ ┆ 11- ┆ car ┆ 543 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 46 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 660 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c2e ┆ ┆ C00 ┆ ┆ 087 ┆ e ┆ 660 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 4:2 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 500 ┆ ┆ c-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 4:0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 952 ┆ ┆ 000 ┆ ┆ c00 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 4.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -af ┆ ┆ ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 678 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bc- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 63Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6f9 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15f ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 38b ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ af8 ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 33b ┆ 228 ┆ SMC ┆ 0.6 ┆ e6b ┆ Tec ┆ 172 ┆ 35 ┆ SMC ┆ 356 ┆ 0.0 ┆ 356 ┆ 548 ┆ 31 ┆ put ┆ 42. ┆ 810 ┆ 3.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ac5 ┆ 3 ┆ I24 ┆ 5 ┆ 9f0 ┆ hno ┆ 796 ┆ ┆ I ┆ 785 ┆ ┆ 785 ┆ 9 ┆ ┆ ┆ 955 ┆ 3 ┆ 492 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 536 ┆ 0-2 ┆ ┆ ┆ ┆ ┆ ┆ a5- ┆ ┆ 102 ┆ ┆ b6- ┆ log ┆ 536 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 77 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 806 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c5b ┆ ┆ 5P0 ┆ ┆ fcd ┆ y ┆ 806 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:2 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ d-4 ┆ ┆ 003 ┆ ┆ 9-4 ┆ ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a6c ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -ae ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 551 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b2- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 49Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f02 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dbb ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e84 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9db ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ ec0 ┆ 648 ┆ NVD ┆ 20. ┆ 5ce ┆ Tec ┆ 172 ┆ 150 ┆ NVD ┆ 0.0 ┆ 1.0 ┆ 1.0 ┆ 500 ┆ 7 ┆ cal ┆ 122 ┆ 272 ┆ 4.2 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 5-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ a51 ┆ 2 ┆ A25 ┆ 29 ┆ 5ec ┆ hno ┆ 796 ┆ ┆ A ┆ ┆ 152 ┆ 152 ┆ ┆ ┆ l ┆ .9 ┆ 82 ┆ 088 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 518 ┆ 2-1 ┆ ┆ ┆ ┆ ┆ ┆ 09- ┆ ┆ 121 ┆ ┆ 11- ┆ log ┆ 518 ┆ ┆ ┆ ┆ 34e ┆ 34e ┆ ┆ ┆ ┆ ┆ ┆ 86 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 240 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ 757 ┆ ┆ 9C0 ┆ ┆ 087 ┆ y ┆ 240 ┆ ┆ ┆ ┆ 6 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 4:1 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6-4 ┆ ┆ 015 ┆ ┆ c-4 ┆ ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 9:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2ad ┆ ┆ 000 ┆ ┆ c00 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 9.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b2 ┆ ┆ 0 ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 604 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 80- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 97Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6f6 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7a9 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49b ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 609 ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 4d6 ┆ 133 ┆ FUT ┆ 5.0 ┆ 5ce ┆ Fin ┆ 172 ┆ 150 ┆ FUT ┆ 0.0 ┆ 228 ┆ 228 ┆ 457 ┆ 27 ┆ cal ┆ 121 ┆ 213 ┆ 1.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 98b ┆ 9 ┆ U24 ┆ ┆ 5ec ┆ anc ┆ 796 ┆ ┆ U ┆ ┆ 508 ┆ 508 ┆ ┆ ┆ l ┆ .91 ┆ 3 ┆ 929 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 517 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 72- ┆ ┆ 101 ┆ ┆ 11- ┆ ial ┆ 517 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 8 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 099 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ 210 ┆ ┆ 8C0 ┆ ┆ 087 ┆ Ser ┆ 097 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 4:1 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 015 ┆ ┆ c-4 ┆ vic ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 9:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a4e ┆ ┆ 000 ┆ ┆ c00 ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 6.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a0 ┆ ┆ 0 ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 335 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bc- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 99Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f19 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bd7 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d13 ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 001 ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ a38 ┆ 133 ┆ FUT ┆ 5.0 ┆ e6b ┆ Fin ┆ 172 ┆ 150 ┆ FUT ┆ 0.0 ┆ 250 ┆ 250 ┆ 500 ┆ 31 ┆ cal ┆ 122 ┆ 163 ┆ 1.2 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ a4a ┆ 9 ┆ U24 ┆ ┆ 9f0 ┆ anc ┆ 796 ┆ ┆ U ┆ ┆ 000 ┆ 000 ┆ ┆ ┆ l ┆ .30 ┆ 4 ┆ 203 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 510 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 68- ┆ ┆ 101 ┆ ┆ b6- ┆ ial ┆ 510 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ 01 ┆ ┆ 14 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 901 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ 51f ┆ ┆ 8C0 ┆ ┆ fcd ┆ Ser ┆ 900 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:1 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ e-4 ┆ ┆ 015 ┆ ┆ 9-4 ┆ vic ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e45 ┆ ┆ 000 ┆ ┆ 4fe ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -bb ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 502 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ be- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 92Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 874 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 133 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 81b ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ee4 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "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": 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: (124, 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>"2024-10-04T19:59:41.509377Z"</td><td>1728071974726</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"5dffe43a-589a-4d72-b554-89c1a922d708"</td><td>721</td><td>"MRNA241115C00065000"</td><td>3.9</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Healthcare"</td><td>1728071974629</td><td>"65"</td><td>"MRNA"</td><td>390.0</td><td>530411.0</td><td>530801.0</td><td>1361</td><td>48</td><td>"call"</td><td>60.22</td><td>1444</td><td>2.002774</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-04T19:57:37.831790Z"</td><td>1728071851664</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"117c934d-f743-4967-933b-4585d2c48a2b"</td><td>1911</td><td>"GOOGL241011C00172500"</td><td>0.57</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Communication Services"</td><td>1728071851354</td><td>"172.5"</td><td>"GOOGL"</td><td>68546.0</td><td>125355.0</td><td>237734.0</td><td>4143</td><td>93</td><td>"call"</td><td>167.15</td><td>14376</td><td>7.522763</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:51:16.925757Z"</td><td>1728071469256</td><td>"2025-05-16"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"e8dd19ee-a567-45b5-a70b-d31a0048ef46"</td><td>10</td><td>"SMCI250516P00041000"</td><td>8.8</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1728071469242</td><td>"41"</td><td>"SMCI"</td><td>224400.0</td><td>0.0</td><td>224400.0</td><td>255</td><td>17</td><td>"put"</td><td>41.2</td><td>259</td><td>25.9</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:48:53.297991Z"</td><td>1728071325646</td><td>"2026-01-16"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"fdaaf993-a5eb-47f2-88b6-3f6c4e58f847"</td><td>1288</td><td>"BABA260116P00080000"</td><td>4.57</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728071325645</td><td>"80"</td><td>"BABA"</td><td>621227.0</td><td>0.0</td><td>621227.0</td><td>1341</td><td>5</td><td>"put"</td><td>114.54</td><td>1342</td><td>1.041925</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:43:32.580181Z"</td><td>1728071006319</td><td>"2025-07-18"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"1738ce7b-a00d-4fc0-8aef-0747132db15a"</td><td>14</td><td>"BAC250718C00047000"</td><td>1.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Financial Services"</td><td>1728071006319</td><td>"47"</td><td>"BAC"</td><td>218025.0</td><td>0.0</td><td>218025.0</td><td>1615</td><td>13</td><td>"call"</td><td>40.225</td><td>1633</td><td>116.642857</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>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-03T14:49:38.650319Z"</td><td>1727966972512</td><td>"2025-01-17"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"8cdc093b-129a-41cc-a989-7e03db5e466c"</td><td>193</td><td>"CEG250117C00400000"</td><td>4.8</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Utilities"</td><td>1727966972256</td><td>"400"</td><td>"CEG"</td><td>347135.0</td><td>7950.0</td><td>366365.0</td><td>769</td><td>70</td><td>"call"</td><td>276.77</td><td>1067</td><td>5.528497</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>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:36:01.643375Z"</td><td>1727966156113</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"b63e6e26-dc6a-46c8-a334-a5fca99e50db"</td><td>2006</td><td>"BEKE241115P00022500"</td><td>1.52</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Real Estate"</td><td>1727966156111</td><td>"22.5"</td><td>"BEKE"</td><td>0.0</td><td>359936.0</td><td>359936.0</td><td>2368</td><td>59</td><td>"put"</td><td>24.705</td><td>3024</td><td>1.507478</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-03T14:24:04.467863Z"</td><td>1727965436604</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"062e970a-c2e3-4952-afbc-6f915f38baf8"</td><td>74</td><td>"ELV241115C00500000"</td><td>21.6</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Healthcare"</td><td>1727965436602</td><td>"500"</td><td>"ELV"</td><td>77760.0</td><td>150710.0</td><td>228470.0</td><td>106</td><td>16</td><td>"call"</td><td>499.51</td><td>107</td><td>1.445946</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:22:54.655149Z"</td><td>1727965368069</td><td>"2024-10-25"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"33bac5a5-c5bd-4a6c-aeb2-f02dbbe849db"</td><td>2283</td><td>"SMCI241025P00035000"</td><td>0.65</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1727965368061</td><td>"35"</td><td>"SMCI"</td><td>356785.0</td><td>0.0</td><td>356785.0</td><td>5489</td><td>31</td><td>"put"</td><td>42.955</td><td>8103</td><td>3.549277</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (124, 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 ┆ tru ┆ 5df ┆ 721 ┆ MRN ┆ 3.9 ┆ e6b ┆ Hea ┆ 172 ┆ 65 ┆ MRN ┆ 390 ┆ 530 ┆ 530 ┆ 136 ┆ 48 ┆ cal ┆ 60. ┆ 144 ┆ 2.0 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ fe4 ┆ ┆ A24 ┆ ┆ 9f0 ┆ lth ┆ 807 ┆ ┆ A ┆ .0 ┆ 411 ┆ 801 ┆ 1 ┆ ┆ l ┆ 22 ┆ 4 ┆ 027 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 197 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 3a- ┆ ┆ 111 ┆ ┆ b6- ┆ car ┆ 197 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 74 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 472 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 589 ┆ ┆ 5C0 ┆ ┆ fcd ┆ e ┆ 462 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 006 ┆ ┆ 9-4 ┆ ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d72 ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b5 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 093 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 54- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 77Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89c ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1a9 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 22d ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 708 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 117 ┆ 191 ┆ GOO ┆ 0.5 ┆ 5ce ┆ Com ┆ 172 ┆ 172 ┆ GOO ┆ 685 ┆ 125 ┆ 237 ┆ 414 ┆ 93 ┆ cal ┆ 167 ┆ 143 ┆ 7.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c93 ┆ 1 ┆ GL2 ┆ 7 ┆ 5ec ┆ mun ┆ 807 ┆ .5 ┆ GL ┆ 46. ┆ 355 ┆ 734 ┆ 3 ┆ ┆ l ┆ .15 ┆ 76 ┆ 227 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 185 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 4d- ┆ ┆ 410 ┆ ┆ 11- ┆ ica ┆ 185 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 63 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 166 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ f74 ┆ ┆ 11C ┆ ┆ 087 ┆ tio ┆ 135 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 9:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 001 ┆ ┆ c-4 ┆ n ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 7:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 967 ┆ ┆ 725 ┆ ┆ c00 ┆ Ser ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 7.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -93 ┆ ┆ 00 ┆ ┆ -b1 ┆ vic ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 317 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ ┆ ┆ 64- ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 90Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 458 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5d2 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c48 ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a2b ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ e8d ┆ 10 ┆ SMC ┆ 8.8 ┆ e6b ┆ Tec ┆ 172 ┆ 41 ┆ SMC ┆ 224 ┆ 0.0 ┆ 224 ┆ 255 ┆ 17 ┆ put ┆ 41. ┆ 259 ┆ 25. │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ d19 ┆ ┆ I25 ┆ ┆ 9f0 ┆ hno ┆ 807 ┆ ┆ I ┆ 400 ┆ ┆ 400 ┆ ┆ ┆ ┆ 2 ┆ ┆ 9 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 146 ┆ 5-1 ┆ ┆ ┆ ┆ ┆ ┆ ee- ┆ ┆ 051 ┆ ┆ b6- ┆ log ┆ 146 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 925 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ a56 ┆ ┆ 6P0 ┆ ┆ fcd ┆ y ┆ 924 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 004 ┆ ┆ 9-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5b5 ┆ ┆ 100 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a7 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 257 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0b- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 57Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d31 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a00 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48e ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f46 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ fda ┆ 128 ┆ BAB ┆ 4.5 ┆ e6b ┆ Con ┆ 172 ┆ 80 ┆ BAB ┆ 621 ┆ 0.0 ┆ 621 ┆ 134 ┆ 5 ┆ put ┆ 114 ┆ 134 ┆ 1.0 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 6-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ af9 ┆ 8 ┆ A26 ┆ 7 ┆ 9f0 ┆ sum ┆ 807 ┆ ┆ A ┆ 227 ┆ ┆ 227 ┆ 1 ┆ ┆ ┆ .54 ┆ 2 ┆ 419 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 132 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 93- ┆ ┆ 011 ┆ ┆ b6- ┆ er ┆ 132 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 25 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 564 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ a5e ┆ ┆ 6P0 ┆ ┆ fcd ┆ Cyc ┆ 564 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ b-4 ┆ ┆ 008 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7f2 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3.2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -88 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 979 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b6- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 91Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3f6 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c4e ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 58f ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 847 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 173 ┆ 14 ┆ BAC ┆ 1.3 ┆ e6b ┆ Fin ┆ 172 ┆ 47 ┆ BAC ┆ 218 ┆ 0.0 ┆ 218 ┆ 161 ┆ 13 ┆ cal ┆ 40. ┆ 163 ┆ 116 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 8ce ┆ ┆ 250 ┆ 5 ┆ 9f0 ┆ anc ┆ 807 ┆ ┆ ┆ 025 ┆ ┆ 025 ┆ 5 ┆ ┆ l ┆ 225 ┆ 3 ┆ .64 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 100 ┆ 7-1 ┆ ┆ ┆ ┆ ┆ ┆ 7b- ┆ ┆ 718 ┆ ┆ b6- ┆ ial ┆ 100 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 285 │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 631 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ a00 ┆ ┆ C00 ┆ ┆ fcd ┆ Ser ┆ 631 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │\n", | |
| "│ ┆ ┆ 9:4 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ d-4 ┆ ┆ 047 ┆ ┆ 9-4 ┆ vic ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fc0 ┆ ┆ 000 ┆ ┆ 4fe ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -8a ┆ ┆ ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 801 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ef- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 81Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 074 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 713 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2db ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15a ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 8cd ┆ 193 ┆ CEG ┆ 4.8 ┆ a09 ┆ Uti ┆ 172 ┆ 400 ┆ CEG ┆ 347 ┆ 795 ┆ 366 ┆ 769 ┆ 70 ┆ cal ┆ 276 ┆ 106 ┆ 5.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c09 ┆ ┆ 250 ┆ ┆ 79b ┆ lit ┆ 796 ┆ ┆ ┆ 135 ┆ 0.0 ┆ 365 ┆ ┆ ┆ l ┆ .77 ┆ 7 ┆ 284 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 697 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ 117 ┆ ┆ 52- ┆ ies ┆ 697 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 97 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 251 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ 129 ┆ ┆ C00 ┆ ┆ 28e ┆ ┆ 225 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 4:4 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 400 ┆ ┆ 4-4 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 9:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1cc ┆ ┆ 000 ┆ ┆ 585 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 8.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a9 ┆ ┆ ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 503 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 19Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7e0 ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3db ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5e4 ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 66c ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\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 ┆ b63 ┆ 200 ┆ BEK ┆ 1.5 ┆ e6b ┆ Rea ┆ 172 ┆ 22. ┆ BEK ┆ 0.0 ┆ 359 ┆ 359 ┆ 236 ┆ 59 ┆ put ┆ 24. ┆ 302 ┆ 1.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ e6e ┆ 6 ┆ E24 ┆ 2 ┆ 9f0 ┆ l ┆ 796 ┆ 5 ┆ E ┆ ┆ 936 ┆ 936 ┆ 8 ┆ ┆ ┆ 705 ┆ 4 ┆ 074 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 615 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 26- ┆ ┆ 111 ┆ ┆ b6- ┆ Est ┆ 615 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 78 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 611 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ dc6 ┆ ┆ 5P0 ┆ ┆ fcd ┆ ate ┆ 611 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:3 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 002 ┆ ┆ 9-4 ┆ ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6c8 ┆ ┆ 250 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a3 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 433 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 34- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 75Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a5f ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ca9 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9e5 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0db ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 062 ┆ 74 ┆ ELV ┆ 21. ┆ 5ce ┆ Hea ┆ 172 ┆ 500 ┆ ELV ┆ 777 ┆ 150 ┆ 228 ┆ 106 ┆ 16 ┆ cal ┆ 499 ┆ 107 ┆ 1.4 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ e97 ┆ ┆ 241 ┆ 6 ┆ 5ec ┆ lth ┆ 796 ┆ ┆ ┆ 60. ┆ 710 ┆ 470 ┆ ┆ ┆ l ┆ .51 ┆ ┆ 459 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 543 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 0a- ┆ ┆ 115 ┆ ┆ 11- ┆ car ┆ 543 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 46 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 660 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c2e ┆ ┆ C00 ┆ ┆ 087 ┆ e ┆ 660 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 4:2 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 500 ┆ ┆ c-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 4:0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 952 ┆ ┆ 000 ┆ ┆ c00 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 4.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -af ┆ ┆ ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 678 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bc- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 63Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6f9 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15f ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 38b ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ af8 ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 33b ┆ 228 ┆ SMC ┆ 0.6 ┆ e6b ┆ Tec ┆ 172 ┆ 35 ┆ SMC ┆ 356 ┆ 0.0 ┆ 356 ┆ 548 ┆ 31 ┆ put ┆ 42. ┆ 810 ┆ 3.5 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ac5 ┆ 3 ┆ I24 ┆ 5 ┆ 9f0 ┆ hno ┆ 796 ┆ ┆ I ┆ 785 ┆ ┆ 785 ┆ 9 ┆ ┆ ┆ 955 ┆ 3 ┆ 492 │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 536 ┆ 0-2 ┆ ┆ ┆ ┆ ┆ ┆ a5- ┆ ┆ 102 ┆ ┆ b6- ┆ log ┆ 536 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 77 │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 806 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c5b ┆ ┆ 5P0 ┆ ┆ fcd ┆ y ┆ 806 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:2 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ d-4 ┆ ┆ 003 ┆ ┆ 9-4 ┆ ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a6c ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -ae ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 551 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b2- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 49Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f02 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dbb ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e84 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9db ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "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": 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", | |
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| "<small>shape: (124, 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_east_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_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>"2024-10-04T19:59:41.509377Z"</td><td>1728071974726</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"5dffe43a-589a-4d72-b554-89c1a922d708"</td><td>721</td><td>"MRNA241115C00065000"</td><td>3.9</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Healthcare"</td><td>1728071974629</td><td>"65"</td><td>"MRNA"</td><td>390.0</td><td>530411.0</td><td>530801.0</td><td>1361</td><td>48</td><td>"call"</td><td>60.22</td><td>1444</td><td>2.002774</td><td>2024-10-04 19:59:41.509377</td><td>2024-10-04 15:59:41.509377 EDT</td><td>"2024-10-04 03:59:41 PM"</td><td>0.000735</td><td>0.999265</td><td>"bid"</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>2024-11-15</td><td>40d</td><td>"65C"</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-04T19:57:37.831790Z"</td><td>1728071851664</td><td>"2024-10-11"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"117c934d-f743-4967-933b-4585d2c48a2b"</td><td>1911</td><td>"GOOGL241011C00172500"</td><td>0.57</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Communication Services"</td><td>1728071851354</td><td>"172.5"</td><td>"GOOGL"</td><td>68546.0</td><td>125355.0</td><td>237734.0</td><td>4143</td><td>93</td><td>"call"</td><td>167.15</td><td>14376</td><td>7.522763</td><td>2024-10-04 19:57:37.831790</td><td>2024-10-04 15:57:37.831790 EDT</td><td>"2024-10-04 03:57:37 PM"</td><td>0.288331</td><td>0.527291</td><td>"mixed"</td><td>"28.999999999999996% Ask / 53% Bid"</td><td>"mixed"</td><td>2024-10-11</td><td>5d</td><td>"172.5C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:51:16.925757Z"</td><td>1728071469256</td><td>"2025-05-16"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"e8dd19ee-a567-45b5-a70b-d31a0048ef46"</td><td>10</td><td>"SMCI250516P00041000"</td><td>8.8</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1728071469242</td><td>"41"</td><td>"SMCI"</td><td>224400.0</td><td>0.0</td><td>224400.0</td><td>255</td><td>17</td><td>"put"</td><td>41.2</td><td>259</td><td>25.9</td><td>2024-10-04 19:51:16.925757</td><td>2024-10-04 15:51:16.925757 EDT</td><td>"2024-10-04 03:51:16 PM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>2025-05-16</td><td>222d</td><td>"41P"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:48:53.297991Z"</td><td>1728071325646</td><td>"2026-01-16"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"fdaaf993-a5eb-47f2-88b6-3f6c4e58f847"</td><td>1288</td><td>"BABA260116P00080000"</td><td>4.57</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Consumer Cyclical"</td><td>1728071325645</td><td>"80"</td><td>"BABA"</td><td>621227.0</td><td>0.0</td><td>621227.0</td><td>1341</td><td>5</td><td>"put"</td><td>114.54</td><td>1342</td><td>1.041925</td><td>2024-10-04 19:48:53.297991</td><td>2024-10-04 15:48:53.297991 EDT</td><td>"2024-10-04 03:48:53 PM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>2026-01-16</td><td>467d</td><td>"80P"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-04T19:43:32.580181Z"</td><td>1728071006319</td><td>"2025-07-18"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"1738ce7b-a00d-4fc0-8aef-0747132db15a"</td><td>14</td><td>"BAC250718C00047000"</td><td>1.35</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Financial Services"</td><td>1728071006319</td><td>"47"</td><td>"BAC"</td><td>218025.0</td><td>0.0</td><td>218025.0</td><td>1615</td><td>13</td><td>"call"</td><td>40.225</td><td>1633</td><td>116.642857</td><td>2024-10-04 19:43:32.580181</td><td>2024-10-04 15:43:32.580181 EDT</td><td>"2024-10-04 03:43:32 PM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>2025-07-18</td><td>285d</td><td>"47C"</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>"RepeatedHitsAscendingFill"</td><td>false</td><td>"2024-10-03T14:49:38.650319Z"</td><td>1727966972512</td><td>"2025-01-17"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"8cdc093b-129a-41cc-a989-7e03db5e466c"</td><td>193</td><td>"CEG250117C00400000"</td><td>4.8</td><td>"a0979b52-28e4-4585-8f22-881faad2dd8e"</td><td>"Utilities"</td><td>1727966972256</td><td>"400"</td><td>"CEG"</td><td>347135.0</td><td>7950.0</td><td>366365.0</td><td>769</td><td>70</td><td>"call"</td><td>276.77</td><td>1067</td><td>5.528497</td><td>2024-10-03 14:49:38.650319</td><td>2024-10-03 10:49:38.650319 EDT</td><td>"2024-10-03 10:49:38 AM"</td><td>0.947511</td><td>0.0217</td><td>"ask"</td><td>"95% Ask / 2% Bid"</td><td>"bullish"</td><td>2025-01-17</td><td>103d</td><td>"400C"</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>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:36:01.643375Z"</td><td>1727966156113</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>true</td><td>"b63e6e26-dc6a-46c8-a334-a5fca99e50db"</td><td>2006</td><td>"BEKE241115P00022500"</td><td>1.52</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Real Estate"</td><td>1727966156111</td><td>"22.5"</td><td>"BEKE"</td><td>0.0</td><td>359936.0</td><td>359936.0</td><td>2368</td><td>59</td><td>"put"</td><td>24.705</td><td>3024</td><td>1.507478</td><td>2024-10-03 14:36:01.643375</td><td>2024-10-03 10:36:01.643375 EDT</td><td>"2024-10-03 10:36:01 AM"</td><td>0.0</td><td>1.0</td><td>"bid"</td><td>"0% Ask / 100% Bid"</td><td>"bullish"</td><td>2024-11-15</td><td>40d</td><td>"22.5P"</td></tr><tr><td>"RepeatedHitsDescendingFill"</td><td>false</td><td>"2024-10-03T14:24:04.467863Z"</td><td>1727965436604</td><td>"2024-11-15"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"062e970a-c2e3-4952-afbc-6f915f38baf8"</td><td>74</td><td>"ELV241115C00500000"</td><td>21.6</td><td>"5ce5ec11-087c-4c00-b164-08106b015856"</td><td>"Healthcare"</td><td>1727965436602</td><td>"500"</td><td>"ELV"</td><td>77760.0</td><td>150710.0</td><td>228470.0</td><td>106</td><td>16</td><td>"call"</td><td>499.51</td><td>107</td><td>1.445946</td><td>2024-10-03 14:24:04.467863</td><td>2024-10-03 10:24:04.467863 EDT</td><td>"2024-10-03 10:24:04 AM"</td><td>0.340351</td><td>0.659649</td><td>"mixed"</td><td>"34% Ask / 66% Bid"</td><td>"mixed"</td><td>2024-11-15</td><td>40d</td><td>"500C"</td></tr><tr><td>"RepeatedHits"</td><td>false</td><td>"2024-10-03T14:22:54.655149Z"</td><td>1727965368069</td><td>"2024-10-25"</td><td>1</td><td>false</td><td>false</td><td>true</td><td>false</td><td>"33bac5a5-c5bd-4a6c-aeb2-f02dbbe849db"</td><td>2283</td><td>"SMCI241025P00035000"</td><td>0.65</td><td>"e6b9f0b6-fcd9-44fe-9d1c-f53521c152c3"</td><td>"Technology"</td><td>1727965368061</td><td>"35"</td><td>"SMCI"</td><td>356785.0</td><td>0.0</td><td>356785.0</td><td>5489</td><td>31</td><td>"put"</td><td>42.955</td><td>8103</td><td>3.549277</td><td>2024-10-03 14:22:54.655149</td><td>2024-10-03 10:22:54.655149 EDT</td><td>"2024-10-03 10:22:54 AM"</td><td>1.0</td><td>0.0</td><td>"ask"</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>2024-10-25</td><td>19d</td><td>"35P"</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (124, 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 ┆ _ty │\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 ┆ pe │\n", | |
| "│ --- ┆ tra ┆ --- ┆ i64 ┆ ┆ --- ┆ boo ┆ --- ┆ g ┆ boo ┆ ┆ t ┆ --- ┆ ┆ str ┆ ┆ --- ┆ ┆ ┆ de_ ┆ de_ ┆ m ┆ --- ┆ --- ┆ ┆ ric ┆ ┆ tio ┆ ate ┆ ate ┆ ast ┆ f64 ┆ f64 ┆ ┆ str ┆ str ┆ --- ┆ on[ ┆ --- │\n", | |
| "│ str ┆ des ┆ str ┆ ┆ ┆ i64 ┆ l ┆ boo ┆ --- ┆ l ┆ ┆ --- ┆ str ┆ ┆ ┆ ┆ i64 ┆ ┆ ┆ pre ┆ pre ┆ --- ┆ i64 ┆ i64 ┆ ┆ e ┆ ┆ --- ┆ tim ┆ tim ┆ _st ┆ ┆ ┆ ┆ --- ┆ ┆ dat ┆ ms] ┆ str │\n", | |
| "│ ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ l ┆ boo ┆ ┆ ┆ i64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ m ┆ m ┆ f64 ┆ ┆ ┆ ┆ --- ┆ ┆ f64 ┆ e ┆ e_e ┆ r ┆ ┆ ┆ ┆ str ┆ ┆ e ┆ ┆ │\n", | |
| "│ ┆ boo ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ ┆ --- ┆ ast ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dat ┆ ern ┆ str ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ eti ┆ --- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\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 ┆ tru ┆ 5df ┆ 721 ┆ MRN ┆ 3.9 ┆ e6b ┆ Hea ┆ 172 ┆ 65 ┆ MRN ┆ 390 ┆ 530 ┆ 530 ┆ 136 ┆ 48 ┆ cal ┆ 60. ┆ 144 ┆ 2.0 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 0.9 ┆ bid ┆ 0% ┆ bea ┆ 202 ┆ 40d ┆ 65C │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ fe4 ┆ ┆ A24 ┆ ┆ 9f0 ┆ lth ┆ 807 ┆ ┆ A ┆ .0 ┆ 411 ┆ 801 ┆ 1 ┆ ┆ l ┆ 22 ┆ 4 ┆ 027 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 007 ┆ 992 ┆ ┆ Ask ┆ ris ┆ 4-1 ┆ ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 197 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 3a- ┆ ┆ 111 ┆ ┆ b6- ┆ car ┆ 197 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 74 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 35 ┆ 65 ┆ ┆ / ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 472 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ 589 ┆ ┆ 5C0 ┆ ┆ fcd ┆ e ┆ 462 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ 100 ┆ ┆ 5 ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 006 ┆ ┆ 9-4 ┆ ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d72 ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 59: ┆ 59: ┆ 59: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -b5 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 41. ┆ 41. ┆ 41 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 093 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 54- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 509 ┆ 509 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 77Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89c ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 377 ┆ 377 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1a9 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 22d ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 708 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 117 ┆ 191 ┆ GOO ┆ 0.5 ┆ 5ce ┆ Com ┆ 172 ┆ 172 ┆ GOO ┆ 685 ┆ 125 ┆ 237 ┆ 414 ┆ 93 ┆ cal ┆ 167 ┆ 143 ┆ 7.5 ┆ 202 ┆ 202 ┆ 202 ┆ 0.2 ┆ 0.5 ┆ mix ┆ 28. ┆ mix ┆ 202 ┆ 5d ┆ 172 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c93 ┆ 1 ┆ GL2 ┆ 7 ┆ 5ec ┆ mun ┆ 807 ┆ .5 ┆ GL ┆ 46. ┆ 355 ┆ 734 ┆ 3 ┆ ┆ l ┆ .15 ┆ 76 ┆ 227 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 883 ┆ 272 ┆ ed ┆ 999 ┆ ed ┆ 4-1 ┆ ┆ .5C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 185 ┆ 0-1 ┆ ┆ ┆ ┆ ┆ ┆ 4d- ┆ ┆ 410 ┆ ┆ 11- ┆ ica ┆ 185 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 63 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 31 ┆ 91 ┆ ┆ 999 ┆ ┆ 0-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 166 ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ f74 ┆ ┆ 11C ┆ ┆ 087 ┆ tio ┆ 135 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ 999 ┆ ┆ 1 ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 9:5 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 001 ┆ ┆ c-4 ┆ n ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ 999 ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 7:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 967 ┆ ┆ 725 ┆ ┆ c00 ┆ Ser ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 57: ┆ 57: ┆ 57: ┆ ┆ ┆ ┆ 996 ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 7.8 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -93 ┆ ┆ 00 ┆ ┆ -b1 ┆ vic ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 37. ┆ 37. ┆ 37 ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 317 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ ┆ ┆ 64- ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 831 ┆ 831 ┆ PM ┆ ┆ ┆ ┆ Ask ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 90Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 458 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 790 ┆ 790 ┆ ┆ ┆ ┆ ┆ / ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5d2 ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ 53% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c48 ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a2b ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ e8d ┆ 10 ┆ SMC ┆ 8.8 ┆ e6b ┆ Tec ┆ 172 ┆ 41 ┆ SMC ┆ 224 ┆ 0.0 ┆ 224 ┆ 255 ┆ 17 ┆ put ┆ 41. ┆ 259 ┆ 25. ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bea ┆ 202 ┆ 222 ┆ 41P │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ d19 ┆ ┆ I25 ┆ ┆ 9f0 ┆ hno ┆ 807 ┆ ┆ I ┆ 400 ┆ ┆ 400 ┆ ┆ ┆ ┆ 2 ┆ ┆ 9 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ % ┆ ris ┆ 5-0 ┆ d ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 146 ┆ 5-1 ┆ ┆ ┆ ┆ ┆ ┆ ee- ┆ ┆ 051 ┆ ┆ b6- ┆ log ┆ 146 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 5-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 925 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ a56 ┆ ┆ 6P0 ┆ ┆ fcd ┆ y ┆ 924 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ / ┆ ┆ 6 ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:5 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7-4 ┆ ┆ 004 ┆ ┆ 9-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1:1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5b5 ┆ ┆ 100 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 51: ┆ 51: ┆ 51: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6.9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a7 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 16. ┆ 16. ┆ 16 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 257 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0b- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 925 ┆ 925 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 57Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ d31 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 757 ┆ 757 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a00 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48e ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f46 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ fda ┆ 128 ┆ BAB ┆ 4.5 ┆ e6b ┆ Con ┆ 172 ┆ 80 ┆ BAB ┆ 621 ┆ 0.0 ┆ 621 ┆ 134 ┆ 5 ┆ put ┆ 114 ┆ 134 ┆ 1.0 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bea ┆ 202 ┆ 467 ┆ 80P │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 6-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ af9 ┆ 8 ┆ A26 ┆ 7 ┆ 9f0 ┆ sum ┆ 807 ┆ ┆ A ┆ 227 ┆ ┆ 227 ┆ 1 ┆ ┆ ┆ .54 ┆ 2 ┆ 419 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ % ┆ ris ┆ 6-0 ┆ d ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 132 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 93- ┆ ┆ 011 ┆ ┆ b6- ┆ er ┆ 132 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 25 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 564 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ a5e ┆ ┆ 6P0 ┆ ┆ fcd ┆ Cyc ┆ 564 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ / ┆ ┆ 6 ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ b-4 ┆ ┆ 008 ┆ ┆ 9-4 ┆ lic ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 8:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7f2 ┆ ┆ 000 ┆ ┆ 4fe ┆ al ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 48: ┆ 48: ┆ 48: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3.2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -88 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 53. ┆ 53. ┆ 53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 979 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b6- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 297 ┆ 297 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 91Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3f6 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 991 ┆ 991 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ c4e ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 58f ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 847 ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 173 ┆ 14 ┆ BAC ┆ 1.3 ┆ e6b ┆ Fin ┆ 172 ┆ 47 ┆ BAC ┆ 218 ┆ 0.0 ┆ 218 ┆ 161 ┆ 13 ┆ cal ┆ 40. ┆ 163 ┆ 116 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bul ┆ 202 ┆ 285 ┆ 47C │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 807 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ se ┆ 8ce ┆ ┆ 250 ┆ 5 ┆ 9f0 ┆ anc ┆ 807 ┆ ┆ ┆ 025 ┆ ┆ 025 ┆ 5 ┆ ┆ l ┆ 225 ┆ 3 ┆ .64 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ % ┆ lis ┆ 5-0 ┆ d ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 100 ┆ 7-1 ┆ ┆ ┆ ┆ ┆ ┆ 7b- ┆ ┆ 718 ┆ ┆ b6- ┆ ial ┆ 100 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 285 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 7-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 4T1 ┆ 631 ┆ 8 ┆ ┆ ┆ ┆ ┆ ┆ a00 ┆ ┆ C00 ┆ ┆ fcd ┆ Ser ┆ 631 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 ┆ 4 ┆ 4 ┆ 4 ┆ ┆ ┆ ┆ / ┆ ┆ 8 ┆ ┆ │\n", | |
| "│ ┆ ┆ 9:4 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ d-4 ┆ ┆ 047 ┆ ┆ 9-4 ┆ vic ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 19: ┆ 15: ┆ 03: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 3:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ fc0 ┆ ┆ 000 ┆ ┆ 4fe ┆ es ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 43: ┆ 43: ┆ 43: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2.5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -8a ┆ ┆ ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 32. ┆ 32. ┆ 32 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 801 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ef- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 580 ┆ 580 ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 81Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 074 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 181 ┆ 181 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 713 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2db ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15a ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ tru ┆ 8cd ┆ 193 ┆ CEG ┆ 4.8 ┆ a09 ┆ Uti ┆ 172 ┆ 400 ┆ CEG ┆ 347 ┆ 795 ┆ 366 ┆ 769 ┆ 70 ┆ cal ┆ 276 ┆ 106 ┆ 5.5 ┆ 202 ┆ 202 ┆ 202 ┆ 0.9 ┆ 0.0 ┆ ask ┆ 95% ┆ bul ┆ 202 ┆ 103 ┆ 400 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 5-0 ┆ ┆ se ┆ se ┆ e ┆ e ┆ c09 ┆ ┆ 250 ┆ ┆ 79b ┆ lit ┆ 796 ┆ ┆ ┆ 135 ┆ 0.0 ┆ 365 ┆ ┆ ┆ l ┆ .77 ┆ 7 ┆ 284 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 475 ┆ 217 ┆ ┆ Ask ┆ lis ┆ 5-0 ┆ d ┆ C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 697 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 3b- ┆ ┆ 117 ┆ ┆ 52- ┆ ies ┆ 697 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 97 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 11 ┆ ┆ ┆ / ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 251 ┆ 7 ┆ ┆ ┆ ┆ ┆ ┆ 129 ┆ ┆ C00 ┆ ┆ 28e ┆ ┆ 225 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ 2% ┆ ┆ 7 ┆ ┆ │\n", | |
| "│ Asc ┆ ┆ 4:4 ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 400 ┆ ┆ 4-4 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ end ┆ ┆ 9:3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1cc ┆ ┆ 000 ┆ ┆ 585 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49: ┆ 49: ┆ 49: ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ing ┆ ┆ 8.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a9 ┆ ┆ ┆ ┆ -8f ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 38. ┆ 38. ┆ 38 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Fil ┆ ┆ 503 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 89- ┆ ┆ ┆ ┆ 22- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 650 ┆ 650 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ l ┆ ┆ 19Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7e0 ┆ ┆ ┆ ┆ 881 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 319 ┆ 319 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3db ┆ ┆ ┆ ┆ faa ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5e4 ┆ ┆ ┆ ┆ d2d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 66c ┆ ┆ ┆ ┆ d8e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\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 ┆ b63 ┆ 200 ┆ BEK ┆ 1.5 ┆ e6b ┆ Rea ┆ 172 ┆ 22. ┆ BEK ┆ 0.0 ┆ 359 ┆ 359 ┆ 236 ┆ 59 ┆ put ┆ 24. ┆ 302 ┆ 1.5 ┆ 202 ┆ 202 ┆ 202 ┆ 0.0 ┆ 1.0 ┆ bid ┆ 0% ┆ bul ┆ 202 ┆ 40d ┆ 22. │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ e ┆ e6e ┆ 6 ┆ E24 ┆ 2 ┆ 9f0 ┆ l ┆ 796 ┆ 5 ┆ E ┆ ┆ 936 ┆ 936 ┆ 8 ┆ ┆ ┆ 705 ┆ 4 ┆ 074 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ Ask ┆ lis ┆ 4-1 ┆ ┆ 5P │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 615 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 26- ┆ ┆ 111 ┆ ┆ b6- ┆ Est ┆ 615 ┆ ┆ ┆ ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 78 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ / ┆ h ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 611 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ dc6 ┆ ┆ 5P0 ┆ ┆ fcd ┆ ate ┆ 611 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ 100 ┆ ┆ 5 ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:3 ┆ 3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ a-4 ┆ ┆ 002 ┆ ┆ 9-4 ┆ ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ % ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 6:0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6c8 ┆ ┆ 250 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 36: ┆ 36: ┆ 36: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 1.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -a3 ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 01. ┆ 01. ┆ 01 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 433 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 34- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 643 ┆ 643 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 75Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a5f ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 375 ┆ 375 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ca9 ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9e5 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 0db ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 062 ┆ 74 ┆ ELV ┆ 21. ┆ 5ce ┆ Hea ┆ 172 ┆ 500 ┆ ELV ┆ 777 ┆ 150 ┆ 228 ┆ 106 ┆ 16 ┆ cal ┆ 499 ┆ 107 ┆ 1.4 ┆ 202 ┆ 202 ┆ 202 ┆ 0.3 ┆ 0.6 ┆ mix ┆ 34% ┆ mix ┆ 202 ┆ 40d ┆ 500 │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ e97 ┆ ┆ 241 ┆ 6 ┆ 5ec ┆ lth ┆ 796 ┆ ┆ ┆ 60. ┆ 710 ┆ 470 ┆ ┆ ┆ l ┆ .51 ┆ ┆ 459 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ 403 ┆ 596 ┆ ed ┆ Ask ┆ ed ┆ 4-1 ┆ ┆ C │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 543 ┆ 1-1 ┆ ┆ ┆ ┆ ┆ ┆ 0a- ┆ ┆ 115 ┆ ┆ 11- ┆ car ┆ 543 ┆ ┆ ┆ 0 ┆ .0 ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 46 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ 51 ┆ 49 ┆ ┆ / ┆ ┆ 1-1 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 660 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c2e ┆ ┆ C00 ┆ ┆ 087 ┆ e ┆ 660 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ 66% ┆ ┆ 5 ┆ ┆ │\n", | |
| "│ Des ┆ ┆ 4:2 ┆ 4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3-4 ┆ ┆ 500 ┆ ┆ c-4 ┆ ┆ 2 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ cen ┆ ┆ 4:0 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 952 ┆ ┆ 000 ┆ ┆ c00 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 24: ┆ 24: ┆ 24: ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ din ┆ ┆ 4.4 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -af ┆ ┆ ┆ ┆ -b1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 04. ┆ 04. ┆ 04 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ gFi ┆ ┆ 678 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ bc- ┆ ┆ ┆ ┆ 64- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 467 ┆ 467 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ll ┆ ┆ 63Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 6f9 ┆ ┆ ┆ ┆ 081 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 863 ┆ 863 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 15f ┆ ┆ ┆ ┆ 06b ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 38b ┆ ┆ ┆ ┆ 015 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ af8 ┆ ┆ ┆ ┆ 856 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ Rep ┆ fal ┆ 202 ┆ 172 ┆ 202 ┆ 1 ┆ fal ┆ fal ┆ tru ┆ fal ┆ 33b ┆ 228 ┆ SMC ┆ 0.6 ┆ e6b ┆ Tec ┆ 172 ┆ 35 ┆ SMC ┆ 356 ┆ 0.0 ┆ 356 ┆ 548 ┆ 31 ┆ put ┆ 42. ┆ 810 ┆ 3.5 ┆ 202 ┆ 202 ┆ 202 ┆ 1.0 ┆ 0.0 ┆ ask ┆ 100 ┆ bea ┆ 202 ┆ 19d ┆ 35P │\n", | |
| "│ eat ┆ se ┆ 4-1 ┆ 796 ┆ 4-1 ┆ ┆ se ┆ se ┆ e ┆ se ┆ ac5 ┆ 3 ┆ I24 ┆ 5 ┆ 9f0 ┆ hno ┆ 796 ┆ ┆ I ┆ 785 ┆ ┆ 785 ┆ 9 ┆ ┆ ┆ 955 ┆ 3 ┆ 492 ┆ 4-1 ┆ 4-1 ┆ 4-1 ┆ ┆ ┆ ┆ % ┆ ris ┆ 4-1 ┆ ┆ │\n", | |
| "│ edH ┆ ┆ 0-0 ┆ 536 ┆ 0-2 ┆ ┆ ┆ ┆ ┆ ┆ a5- ┆ ┆ 102 ┆ ┆ b6- ┆ log ┆ 536 ┆ ┆ ┆ .0 ┆ ┆ .0 ┆ ┆ ┆ ┆ ┆ ┆ 77 ┆ 0-0 ┆ 0-0 ┆ 0-0 ┆ ┆ ┆ ┆ Ask ┆ h ┆ 0-2 ┆ ┆ │\n", | |
| "│ its ┆ ┆ 3T1 ┆ 806 ┆ 5 ┆ ┆ ┆ ┆ ┆ ┆ c5b ┆ ┆ 5P0 ┆ ┆ fcd ┆ y ┆ 806 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ 3 ┆ 3 ┆ ┆ ┆ ┆ / ┆ ┆ 5 ┆ ┆ │\n", | |
| "│ ┆ ┆ 4:2 ┆ 9 ┆ ┆ ┆ ┆ ┆ ┆ ┆ d-4 ┆ ┆ 003 ┆ ┆ 9-4 ┆ ┆ 1 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 14: ┆ 10: ┆ 10: ┆ ┆ ┆ ┆ 0% ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 2:5 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ a6c ┆ ┆ 500 ┆ ┆ 4fe ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 22: ┆ 22: ┆ 22: ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 4.6 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ -ae ┆ ┆ 0 ┆ ┆ -9d ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 54. ┆ 54. ┆ 54 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 551 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ b2- ┆ ┆ ┆ ┆ 1c- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 655 ┆ 655 ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ 49Z ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f02 ┆ ┆ ┆ ┆ f53 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 149 ┆ 149 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ dbb ┆ ┆ ┆ ┆ 521 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ EDT ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ e84 ┆ ┆ ┆ ┆ c15 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9db ┆ ┆ ┆ ┆ 2c3 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┴─────┘" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "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_east_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", | |
| " ).alias('strike_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": 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: (124, 11)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>ticker</th><th>created_at_east_str</th><th>expiry</th><th>strike_type</th><th>total_size</th><th>price</th><th>total_premium</th><th>pct_ask_bid_str</th><th>direction</th><th>underlying_price</th><th>dte</th></tr><tr><td>str</td><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>f64</td><td>duration[ms]</td></tr></thead><tbody><tr><td>"MRNA"</td><td>"2024-10-04 03:59:41 PM"</td><td>"2024-11-15"</td><td>"65C"</td><td>1361</td><td>3.9</td><td>530801.0</td><td>"0% Ask / 100% Bid"</td><td>"bearish"</td><td>60.22</td><td>40d</td></tr><tr><td>"GOOGL"</td><td>"2024-10-04 03:57:37 PM"</td><td>"2024-10-11"</td><td>"172.5C"</td><td>4143</td><td>0.57</td><td>237734.0</td><td>"28.999999999999996% Ask / 53% Bid"</td><td>"mixed"</td><td>167.15</td><td>5d</td></tr><tr><td>"SMCI"</td><td>"2024-10-04 03:51:16 PM"</td><td>"2025-05-16"</td><td>"41P"</td><td>255</td><td>8.8</td><td>224400.0</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>41.2</td><td>222d</td></tr><tr><td>"BABA"</td><td>"2024-10-04 03:48:53 PM"</td><td>"2026-01-16"</td><td>"80P"</td><td>1341</td><td>4.57</td><td>621227.0</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>114.54</td><td>467d</td></tr><tr><td>"BAC"</td><td>"2024-10-04 03:43:32 PM"</td><td>"2025-07-18"</td><td>"47C"</td><td>1615</td><td>1.35</td><td>218025.0</td><td>"100% Ask / 0% Bid"</td><td>"bullish"</td><td>40.225</td><td>285d</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></tr><tr><td>"CEG"</td><td>"2024-10-03 10:49:38 AM"</td><td>"2025-01-17"</td><td>"400C"</td><td>769</td><td>4.8</td><td>366365.0</td><td>"95% Ask / 2% Bid"</td><td>"bullish"</td><td>276.77</td><td>103d</td></tr><tr><td>"TSLA"</td><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>245.05</td><td>5d</td></tr><tr><td>"BEKE"</td><td>"2024-10-03 10:36:01 AM"</td><td>"2024-11-15"</td><td>"22.5P"</td><td>2368</td><td>1.52</td><td>359936.0</td><td>"0% Ask / 100% Bid"</td><td>"bullish"</td><td>24.705</td><td>40d</td></tr><tr><td>"ELV"</td><td>"2024-10-03 10:24:04 AM"</td><td>"2024-11-15"</td><td>"500C"</td><td>106</td><td>21.6</td><td>228470.0</td><td>"34% Ask / 66% Bid"</td><td>"mixed"</td><td>499.51</td><td>40d</td></tr><tr><td>"SMCI"</td><td>"2024-10-03 10:22:54 AM"</td><td>"2024-10-25"</td><td>"35P"</td><td>5489</td><td>0.65</td><td>356785.0</td><td>"100% Ask / 0% Bid"</td><td>"bearish"</td><td>42.955</td><td>19d</td></tr></tbody></table></div>" | |
| ], | |
| "text/plain": [ | |
| "shape: (124, 11)\n", | |
| "┌────────┬─────────┬────────┬────────┬────────┬───────┬────────┬────────┬────────┬────────┬────────┐\n", | |
| "│ ticker ┆ created ┆ expiry ┆ strike ┆ total_ ┆ price ┆ total_ ┆ pct_as ┆ direct ┆ underl ┆ dte │\n", | |
| "│ --- ┆ _at_eas ┆ --- ┆ _type ┆ size ┆ --- ┆ premiu ┆ k_bid_ ┆ ion ┆ ying_p ┆ --- │\n", | |
| "│ str ┆ t_str ┆ str ┆ --- ┆ --- ┆ f64 ┆ m ┆ str ┆ --- ┆ rice ┆ durati │\n", | |
| "│ ┆ --- ┆ ┆ str ┆ i64 ┆ ┆ --- ┆ --- ┆ str ┆ --- ┆ on[ms] │\n", | |
| "│ ┆ str ┆ ┆ ┆ ┆ ┆ f64 ┆ str ┆ ┆ f64 ┆ │\n", | |
| "╞════════╪═════════╪════════╪════════╪════════╪═══════╪════════╪════════╪════════╪════════╪════════╡\n", | |
| "│ MRNA ┆ 2024-10 ┆ 2024-1 ┆ 65C ┆ 1361 ┆ 3.9 ┆ 530801 ┆ 0% Ask ┆ bearis ┆ 60.22 ┆ 40d │\n", | |
| "│ ┆ -04 03: ┆ 1-15 ┆ ┆ ┆ ┆ .0 ┆ / 100% ┆ h ┆ ┆ │\n", | |
| "│ ┆ 59:41 ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ GOOGL ┆ 2024-10 ┆ 2024-1 ┆ 172.5C ┆ 4143 ┆ 0.57 ┆ 237734 ┆ 28.999 ┆ mixed ┆ 167.15 ┆ 5d │\n", | |
| "│ ┆ -04 03: ┆ 0-11 ┆ ┆ ┆ ┆ .0 ┆ 999999 ┆ ┆ ┆ │\n", | |
| "│ ┆ 57:37 ┆ ┆ ┆ ┆ ┆ ┆ 999996 ┆ ┆ ┆ │\n", | |
| "│ ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ % Ask ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ / 53% ┆ ┆ ┆ │\n", | |
| "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ │\n", | |
| "│ SMCI ┆ 2024-10 ┆ 2025-0 ┆ 41P ┆ 255 ┆ 8.8 ┆ 224400 ┆ 100% ┆ bearis ┆ 41.2 ┆ 222d │\n", | |
| "│ ┆ -04 03: ┆ 5-16 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ h ┆ ┆ │\n", | |
| "│ ┆ 51:16 ┆ ┆ ┆ ┆ ┆ ┆ 0% Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ BABA ┆ 2024-10 ┆ 2026-0 ┆ 80P ┆ 1341 ┆ 4.57 ┆ 621227 ┆ 100% ┆ bearis ┆ 114.54 ┆ 467d │\n", | |
| "│ ┆ -04 03: ┆ 1-16 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ h ┆ ┆ │\n", | |
| "│ ┆ 48:53 ┆ ┆ ┆ ┆ ┆ ┆ 0% Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ BAC ┆ 2024-10 ┆ 2025-0 ┆ 47C ┆ 1615 ┆ 1.35 ┆ 218025 ┆ 100% ┆ bullis ┆ 40.225 ┆ 285d │\n", | |
| "│ ┆ -04 03: ┆ 7-18 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ h ┆ ┆ │\n", | |
| "│ ┆ 43:32 ┆ ┆ ┆ ┆ ┆ ┆ 0% Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ PM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", | |
| "│ CEG ┆ 2024-10 ┆ 2025-0 ┆ 400C ┆ 769 ┆ 4.8 ┆ 366365 ┆ 95% ┆ bullis ┆ 276.77 ┆ 103d │\n", | |
| "│ ┆ -03 10: ┆ 1-17 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ h ┆ ┆ │\n", | |
| "│ ┆ 49:38 ┆ ┆ ┆ ┆ ┆ ┆ 2% Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ TSLA ┆ 2024-10 ┆ 2024-1 ┆ 247.5C ┆ 1684 ┆ 10.45 ┆ 1.7597 ┆ 0% Ask ┆ bearis ┆ 245.05 ┆ 5d │\n", | |
| "│ ┆ -03 10: ┆ 0-11 ┆ ┆ ┆ ┆ 92e6 ┆ / 100% ┆ h ┆ ┆ │\n", | |
| "│ ┆ 48:12 ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ BEKE ┆ 2024-10 ┆ 2024-1 ┆ 22.5P ┆ 2368 ┆ 1.52 ┆ 359936 ┆ 0% Ask ┆ bullis ┆ 24.705 ┆ 40d │\n", | |
| "│ ┆ -03 10: ┆ 1-15 ┆ ┆ ┆ ┆ .0 ┆ / 100% ┆ h ┆ ┆ │\n", | |
| "│ ┆ 36:01 ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "│ ELV ┆ 2024-10 ┆ 2024-1 ┆ 500C ┆ 106 ┆ 21.6 ┆ 228470 ┆ 34% ┆ mixed ┆ 499.51 ┆ 40d │\n", | |
| "│ ┆ -03 10: ┆ 1-15 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ ┆ ┆ │\n", | |
| "│ ┆ 24:04 ┆ ┆ ┆ ┆ ┆ ┆ 66% ┆ ┆ ┆ │\n", | |
| "│ ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ Bid ┆ ┆ ┆ │\n", | |
| "│ SMCI ┆ 2024-10 ┆ 2024-1 ┆ 35P ┆ 5489 ┆ 0.65 ┆ 356785 ┆ 100% ┆ bearis ┆ 42.955 ┆ 19d │\n", | |
| "│ ┆ -03 10: ┆ 0-25 ┆ ┆ ┆ ┆ .0 ┆ Ask / ┆ h ┆ ┆ │\n", | |
| "│ ┆ 22:54 ┆ ┆ ┆ ┆ ┆ ┆ 0% Bid ┆ ┆ ┆ │\n", | |
| "│ ┆ AM ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", | |
| "└────────┴─────────┴────────┴────────┴────────┴───────┴────────┴────────┴────────┴────────┴────────┘" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "final_df = (\n", | |
| " opener_df\n", | |
| " .select(\n", | |
| " [\n", | |
| " 'ticker',\n", | |
| " 'created_at_east_str',\n", | |
| " 'expiry',\n", | |
| " 'strike_type',\n", | |
| " 'total_size',\n", | |
| " 'price',\n", | |
| " 'total_premium',\n", | |
| " 'pct_ask_bid_str',\n", | |
| " 'direction',\n", | |
| " 'underlying_price',\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 | |
| } |
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