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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TradingAgents Tools Testing Notebook\n",
"\n",
"This notebook allows you to test all available tools in the TradingAgents application.\n",
"\n",
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✅ Setup complete!\n"
]
}
],
"source": [
"import sys\n",
"import os\n",
"from dotenv import load_dotenv\n",
"\n",
"# Load environment variables\n",
"load_dotenv()\n",
"\n",
"# Import the routing interface\n",
"from tradingagents.dataflows.interface import route_to_vendor\n",
"\n",
"print(\"✅ Setup complete!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Parameters\n",
"\n",
"Set common parameters for testing:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Testing with ticker: AAPL\n",
"Date range: 2024-01-01 to 2024-01-31\n"
]
}
],
"source": [
"# Test parameters\n",
"TEST_TICKER = \"AAPL\"\n",
"TEST_START_DATE = \"2024-01-01\"\n",
"TEST_END_DATE = \"2024-01-31\"\n",
"TEST_CURRENT_DATE = \"2024-01-31\"\n",
"TEST_LOOKBACK_DAYS = 7\n",
"\n",
"print(f\"Testing with ticker: {TEST_TICKER}\")\n",
"print(f\"Date range: {TEST_START_DATE} to {TEST_END_DATE}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 1. Core Stock APIs\n",
"\n",
"## 1.1 Get Stock Data (OHLCV)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_stock_data\",\n",
" symbol=TEST_TICKER,\n",
" start_date=TEST_START_DATE,\n",
" end_date=TEST_END_DATE\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.2 Validate Ticker"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Test valid ticker\n",
"valid = route_to_vendor(\"validate_ticker\", symbol=\"AAPL\")\n",
"print(f\"AAPL is valid: {valid}\")\n",
"\n",
"# Test invalid ticker\n",
"invalid = route_to_vendor(\"validate_ticker\", symbol=\"INVALID123\")\n",
"print(f\"INVALID123 is valid: {invalid}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 2. Technical Indicators"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Available indicators: close_50_sma, close_200_sma, close_10_ema, macd, macds, macdh, rsi, boll, boll_ub, boll_lb, atr, vwma, mfi\n",
"\n",
"result = route_to_vendor(\n",
" \"get_indicators\",\n",
" symbol=TEST_TICKER,\n",
" indicator=\"rsi\",\n",
" curr_date=TEST_CURRENT_DATE,\n",
" look_back_days=TEST_LOOKBACK_DAYS\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 3. Fundamental Data\n",
"\n",
"## 3.1 Get Fundamentals"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_fundamentals\",\n",
" ticker=TEST_TICKER,\n",
" curr_date=TEST_CURRENT_DATE\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.2 Get Balance Sheet"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_balance_sheet\",\n",
" ticker=TEST_TICKER,\n",
" freq=\"quarterly\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.3 Get Cash Flow"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_cashflow\",\n",
" ticker=TEST_TICKER,\n",
" freq=\"quarterly\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.4 Get Income Statement"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_income_statement\",\n",
" ticker=TEST_TICKER,\n",
" freq=\"quarterly\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.5 Get Analyst Recommendation Trends (Finnhub)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_recommendation_trends\",\n",
" ticker=TEST_TICKER\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 4. News Data\n",
"\n",
"## 4.1 Get Company News"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_news\",\n",
" ticker=TEST_TICKER,\n",
" start_date=TEST_START_DATE,\n",
" end_date=TEST_END_DATE\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.2 Get Global News"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_global_news\",\n",
" curr_date=TEST_CURRENT_DATE,\n",
" look_back_days=TEST_LOOKBACK_DAYS\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.3 Get Insider Sentiment"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_insider_sentiment\",\n",
" ticker=TEST_TICKER,\n",
" curr_date=TEST_CURRENT_DATE\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.4 Get Insider Transactions"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_insider_transactions\",\n",
" ticker=TEST_TICKER,\n",
" curr_date=TEST_CURRENT_DATE\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 5. Social Media & Discovery\n",
"\n",
"## 5.1 Get Twitter Tweets"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_tweets\",\n",
" query=\"AAPL stock\",\n",
" count=10\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5.2 Get Tweets from User"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_tweets_from_user\",\n",
" username=\"elonmusk\",\n",
" count=10\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5.3 Get Reddit Trending Tickers"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"result = route_to_vendor(\n",
" \"get_trending_tickers\",\n",
" limit=10,\n",
" look_back_days=3\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5.4 Get Market Movers (Top Gainers/Losers)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"## Top Market Movers (Alpha Vantage)\n",
"\n",
"### Top Gainers\n",
"| Ticker | Price | Change % | Volume |\n",
"|--------|-------|----------|--------|\n",
"| SMXWW | 0.145 | 327.7286% | 1841372 |\n",
"| SMX | 61.04 | 250.8046% | 22477681 |\n",
"| USARW | 2.01 | 105.102% | 1672803 |\n",
"| MSPRZ | 0.0299 | 96.7105% | 21756 |\n",
"| RELIW | 0.0389 | 93.5323% | 1542 |\n",
"| BTBDW | 0.2287 | 66.8125% | 200 |\n",
"| CREVW | 0.0154 | 65.5914% | 3000 |\n",
"| KWMWW | 0.06 | 50.0% | 3321 |\n",
"| KTTAW | 0.059 | 49.3671% | 500259 |\n",
"| ONMDW | 0.18 | 47.541% | 125736 |\n",
"\n",
"### Top Losers\n",
"| Ticker | Price | Change % | Volume |\n",
"|--------|-------|----------|--------|\n",
"| ANPA | 16.31 | -37.4137% | 34933 |\n",
"| GRAF+ | 0.3445 | -33.3656% | 23000 |\n",
"| NVNIW | 0.0564 | -29.5% | 5000 |\n",
"| ECDA | 0.3865 | -27.8379% | 3535478 |\n",
"| BKSY+ | 0.13 | -27.7778% | 25681 |\n",
"| CLSD | 0.41 | -26.9553% | 2630564 |\n",
"| SIMAW | 0.2643 | -26.5833% | 5900 |\n",
"| RUBI | 0.1596 | -26.1795% | 51271344 |\n",
"| ASBPW | 0.0223 | -25.6667% | 5149 |\n",
"| AREBW | 0.0201 | -25.5556% | 31830 |\n",
"\n",
"### Most Active\n",
"| Ticker | Price | Change % | Volume |\n",
"|--------|-------|----------|--------|\n",
"| KTTA | 1.46 | 37.7358% | 165933385 |\n",
"| SOXS | 3.435 | -5.3719% | 122241561 |\n",
"| NVDA | 176.98 | -1.8196% | 121124850 |\n",
"| HBI | 6.47 | -1.8209% | 112067002 |\n",
"| AMZE | 0.4745 | 19.8232% | 110468270 |\n",
"| MSTU | 1.2 | 1.6949% | 107162034 |\n",
"| BEAT | 0.77 | 27.5468% | 99820797 |\n",
"| TLRY | 0.8149 | -20.8835% | 98423610 |\n",
"| INTC | 40.56 | 10.1874% | 95679708 |\n",
"| BITF | 3.48 | 12.2581% | 86448233 |\n",
"\n"
]
}
],
"source": [
"result = route_to_vendor(\n",
" \"get_market_movers\",\n",
" limit=10\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 6. Batch Testing\n",
"\n",
"Test multiple tools at once:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def test_all_tools_for_ticker(ticker, current_date):\n",
" \"\"\"Test all applicable tools for a given ticker.\"\"\"\n",
" \n",
" print(f\"\\n{'='*60}\")\n",
" print(f\"Testing all tools for {ticker}\")\n",
" print(f\"{'='*60}\\n\")\n",
" \n",
" tools_to_test = [\n",
" (\"validate_ticker\", {\"symbol\": ticker}),\n",
" (\"get_fundamentals\", {\"ticker\": ticker, \"curr_date\": current_date}),\n",
" (\"get_recommendation_trends\", {\"ticker\": ticker}),\n",
" (\"get_insider_transactions\", {\"ticker\": ticker, \"curr_date\": current_date}),\n",
" (\"get_news\", {\"ticker\": ticker, \"start_date\": \"2024-01-01\", \"end_date\": \"2024-01-31\"}),\n",
" ]\n",
" \n",
" results = {}\n",
" \n",
" for tool_name, params in tools_to_test:\n",
" print(f\"\\n🔧 Testing: {tool_name}\")\n",
" print(\"-\" * 60)\n",
" try:\n",
" result = route_to_vendor(tool_name, **params)\n",
" results[tool_name] = \"✅ Success\"\n",
" print(result[:500] + \"...\" if len(str(result)) > 500 else result)\n",
" except Exception as e:\n",
" results[tool_name] = f\"❌ Error: {str(e)}\"\n",
" print(f\"Error: {e}\")\n",
" \n",
" print(f\"\\n{'='*60}\")\n",
" print(\"Summary:\")\n",
" print(f\"{'='*60}\")\n",
" for tool, status in results.items():\n",
" print(f\"{tool}: {status}\")\n",
" \n",
" return results\n",
"\n",
"# Run batch test\n",
"test_results = test_all_tools_for_ticker(\"AAPL\", \"2024-01-31\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"# 7. Custom Testing\n",
"\n",
"Use this cell to test any tool with custom parameters:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"## Analyst Recommendation Trends for TSLA\n",
"\n",
"### 2025-11-01\n",
"- **Strong Buy**: 8\n",
"- **Buy**: 22\n",
"- **Hold**: 19\n",
"- **Sell**: 10\n",
"- **Strong Sell**: 2\n",
"- **Total Analysts**: 61\n",
"\n",
"**Sentiment**: 49.2% Bullish, 19.7% Bearish\n",
"\n",
"### 2025-10-01\n",
"- **Strong Buy**: 9\n",
"- **Buy**: 20\n",
"- **Hold**: 20\n",
"- **Sell**: 9\n",
"- **Strong Sell**: 2\n",
"- **Total Analysts**: 60\n",
"\n",
"**Sentiment**: 48.3% Bullish, 18.3% Bearish\n",
"\n",
"### 2025-09-01\n",
"- **Strong Buy**: 8\n",
"- **Buy**: 20\n",
"- **Hold**: 23\n",
"- **Sell**: 8\n",
"- **Strong Sell**: 3\n",
"- **Total Analysts**: 62\n",
"\n",
"**Sentiment**: 45.2% Bullish, 17.7% Bearish\n",
"\n",
"### 2025-08-01\n",
"- **Strong Buy**: 8\n",
"- **Buy**: 19\n",
"- **Hold**: 23\n",
"- **Sell**: 8\n",
"- **Strong Sell**: 3\n",
"- **Total Analysts**: 61\n",
"\n",
"**Sentiment**: 44.3% Bullish, 18.0% Bearish\n",
"\n",
"\n"
]
}
],
"source": [
"# Example: Custom tool test\n",
"result = route_to_vendor(\n",
" \"get_recommendation_trends\", # Tool name\n",
" ticker=\"TSLA\" # Parameters\n",
")\n",
"print(result)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.y_finance import (\n",
" get_YFin_data_online,\n",
" get_stock_stats_indicators_window,\n",
" get_balance_sheet as get_yfinance_balance_sheet,\n",
" get_cashflow as get_yfinance_cashflow,\n",
" get_income_statement as get_yfinance_income_statement,\n",
" get_insider_transactions as get_yfinance_insider_transactions,\n",
" validate_ticker as validate_ticker_yfinance,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# Insider Transactions data for AAPL\n",
"# Data retrieved on: 2025-12-02 19:53:31\n",
"\n",
",Shares,Value,URL,Text,Insider,Position,Transaction,Start Date,Ownership\n",
"0,3750,0.0,,Stock Gift at price 0.00 per share.,ADAMS KATHERINE L,General Counsel,,2025-11-12,D\n",
"1,3752,1017655.0,,Sale at price 271.23 per share.,KONDO CHRISTOPHER,Officer,,2025-11-07,D\n",
"2,4199,1038787.0,,Sale at price 245.89 - 248.73 per share.,PAREKH KEVAN,Chief Financial Officer,,2025-10-16,D\n",
"3,16457,,,,PAREKH KEVAN,Chief Financial Officer,,2025-10-15,D\n",
"4,7371,,,,KONDO CHRISTOPHER,Officer,,2025-10-15,D\n",
"5,129963,33375723.0,,Sale at price 254.83 - 257.57 per share.,COOK TIMOTHY D,Chief Executive Officer,,2025-10-02,D\n",
"6,43013,11071078.0,,Sale at price 257.36 - 258.08 per share.,O'BRIEN DEIRDRE,Officer,,2025-10-02,D\n",
"7,47125,12101154.0,,Sale at price 254.83 - 257.54 per share.,ADAMS KATHERINE L,General Counsel,,2025-10-02,D\n",
"8,92403,,,,ADAMS KATHERINE L,General Counsel,,2025-10-01,D\n",
"9,277206,,,,COOK TIMOTHY D,Chief Executive Officer,,2025-10-01,D\n",
"10,92403,,,,O'BRIEN DEIRDRE,Officer,,2025-10-01,D\n",
"11,92403,,,,KHAN SABIH,Chief Operating Officer,,2025-10-01,D\n",
"12,90000,20886300.0,,Sale at price 232.07 per share.,LEVINSON ARTHUR D,Director,,2025-08-28,D\n",
"13,435,0.0,,Stock Gift at price 0.00 per share.,KONDO CHRISTOPHER,Officer,,2025-08-25,D\n",
"14,34821,7772047.0,,Sale at price 223.20 per share.,O'BRIEN DEIRDRE,Officer,,2025-08-08,D\n",
"15,4486,933955.0,,Sale at price 208.19 per share.,KONDO CHRISTOPHER,Officer,,2025-05-12,D\n",
"16,4570,941420.0,,Sale at price 206.00 per share.,PAREKH KEVAN,Chief Financial Officer,,2025-04-23,D\n",
"17,16458,,,,PAREKH KEVAN,Chief Financial Officer,,2025-04-15,D\n",
"18,7373,,,,KONDO CHRISTOPHER,Officer,,2025-04-15,D\n",
"19,38822,8683252.0,,Sale at price 221.68 - 224.62 per share.,ADAMS KATHERINE L,General Counsel,,2025-04-02,D\n",
"20,35493,7950691.0,,Sale at price 223.48 - 225.03 per share.,WILLIAMS JEFFREY E,Chief Operating Officer,,2025-04-02,D\n",
"21,108136,24184658.0,,Sale at price 221.77 - 224.76 per share.,COOK TIMOTHY D,Chief Executive Officer,,2025-04-02,D\n",
"22,74535,,,,ADAMS KATHERINE L,General Counsel,,2025-04-01,D\n",
"23,218568,,,,COOK TIMOTHY D,Chief Executive Officer,,2025-04-01,D\n",
"24,74535,,,,O'BRIEN DEIRDRE,Officer,,2025-04-01,D\n",
"25,74535,,,,WILLIAMS JEFFREY E,Chief Operating Officer,,2025-04-01,D\n",
"26,1516,343147.0,,Sale at price 226.35 per share.,LEVINSON ARTHUR D,Director,,2025-02-03,D\n",
"27,1516,,,,LEVINSON ARTHUR D,Director,,2025-01-31,D\n",
"28,1516,,,,GORSKY ALEX,Director,,2025-01-31,D\n",
"29,1516,,,,LOZANO MONICA C.,Director,,2025-01-31,D\n",
"30,1516,,,,WAGNER SUSAN L,Director,,2025-01-31,D\n",
"31,1516,,,,JUNG ANDREA,Director,,2025-01-31,D\n",
"32,1516,,,,SUGAR RONALD D,Director,,2025-01-31,D\n",
"33,1516,,,,AUSTIN WANDA M,Director,,2025-01-31,D\n",
"34,100000,24997395.0,,Sale at price 248.61 - 251.10 per share.,WILLIAMS JEFFREY E,Chief Operating Officer,,2024-12-16,I\n",
"35,200000,45464500.0,,Sale at price 224.68 - 229.28 per share.,LEVINSON ARTHUR D,Director,,2024-11-19,D\n",
"36,4130,945233.0,,Sale at price 228.87 per share.,KONDO CHRISTOPHER,Officer,,2024-11-18,D\n",
"37,8000,0.0,,Stock Gift at price 0.00 per share.,ADAMS KATHERINE L,General Counsel,,2024-11-05,D\n",
"38,8115,,,,KONDO CHRISTOPHER,Officer,,2024-10-15,D\n",
"39,59305,13433769.0,,Sale at price 226.52 per share.,MAESTRI LUCA,Chief Financial Officer,,2024-10-04,D\n",
"40,223986,50276355.0,,Sale at price 223.75 - 226.57 per share.,COOK TIMOTHY D,Chief Executive Officer,,2024-10-02,D\n",
"41,61019,13843382.0,,Sale at price 226.72 - 227.13 per share.,O'BRIEN DEIRDRE,Officer,,2024-10-02,D\n",
"42,59730,13550148.0,,Sale at price 226.80 - 227.22 per share.,WILLIAMS JEFFREY E,Chief Operating Officer,,2024-10-02,D\n",
"43,61019,13802297.0,,Sale at price 223.79 - 227.24 per share.,ADAMS KATHERINE L,General Counsel,,2024-10-02,D\n",
"44,127282,,,,ADAMS KATHERINE L,General Counsel,,2024-10-01,D\n",
"45,477301,,,,COOK TIMOTHY D,Chief Executive Officer,,2024-10-01,D\n",
"46,127282,,,,O'BRIEN DEIRDRE,Officer,,2024-10-01,D\n",
"47,127282,,,,WILLIAMS JEFFREY E,Chief Operating Officer,,2024-10-01,D\n",
"48,127282,,,,MAESTRI LUCA,Chief Financial Officer,,2024-10-01,D\n",
"49,8706,1958850.0,,Sale at price 225.00 per share.,KONDO CHRISTOPHER,Officer,,2024-08-15,D\n",
"50,5178,1121037.0,,Sale at price 216.50 per share.,KONDO CHRISTOPHER,Officer,,2024-08-09,D\n",
"51,4500,0.0,,Stock Gift at price 0.00 per share.,ADAMS KATHERINE L,General Counsel,,2024-08-07,D\n",
"52,100000,20643512.0,,Sale at price 206.42 - 207.05 per share.,ADAMS KATHERINE L,General Counsel,,2024-08-05,D\n",
"53,75000,14368500.0,,Sale at price 191.58 per share.,LEVINSON ARTHUR D,Director,,2024-05-30,D\n",
"54,4999,951785.0,,Sale at price 190.40 per share.,KONDO CHRISTOPHER,Officer,,2024-05-15,D\n",
"55,1850,0.0,,Stock Gift at price 0.00 per share.,ADAMS KATHERINE L,General Counsel,,2024-05-10,D\n",
"56,8119,,,,KONDO CHRISTOPHER,Officer,,2024-04-15,D\n",
"57,59162,10188880.0,,Sale at price 172.22 per share.,WILLIAMS JEFFREY E,Chief Operating Officer,,2024-04-11,I\n",
"58,53194,9261933.0,,Sale at price 173.19 - 175.02 per share.,MAESTRI LUCA,Chief Financial Officer,,2024-04-11,D\n",
"59,196410,33258614.0,,Sale at price 168.62 - 170.03 per share.,COOK TIMOTHY D,Chief Executive Officer,,2024-04-02,D\n",
"60,54732,9244782.0,,Sale at price 168.91 per share.,O'BRIEN DEIRDRE,Officer,,2024-04-02,D\n",
"61,54732,9244235.0,,Sale at price 168.90 per share.,ADAMS KATHERINE L,General Counsel,,2024-04-02,D\n",
"62,113309,,,,ADAMS KATHERINE L,General Counsel,,2024-04-01,D\n",
"63,196410,,,,COOK TIMOTHY D,Chief Executive Officer,,2024-04-01,D\n",
"64,113309,,,,O'BRIEN DEIRDRE,Officer,,2024-04-01,D\n",
"65,113309,,,,WILLIAMS JEFFREY E,Chief Operating Officer,,2024-04-01,I\n",
"66,113309,,,,MAESTRI LUCA,Chief Financial Officer,,2024-04-01,D\n",
"67,100000,18094000.0,,Sale at price 180.94 per share.,LEVINSON ARTHUR D,Director,,2024-02-29,D\n",
"68,1852,,,,LEVINSON ARTHUR D,Director,,2024-02-01,D\n",
"69,1852,,,,GORSKY ALEX,Director,,2024-02-01,D\n",
"70,1852,,,,GORE ALBERT A JR,Director,,2024-02-01,D\n",
"71,1852,,,,LOZANO MONICA C.,Director,,2024-02-01,D\n",
"72,1852,,,,BELL JAMES A,Director,,2024-02-01,D\n",
"73,1852,,,,WAGNER SUSAN L,Director,,2024-02-01,D\n",
"74,1852,,,,JUNG ANDREA,Director,,2024-02-01,D\n",
"75,1852,,,,SUGAR RONALD D,Director,,2024-02-01,D\n",
"\n"
]
}
],
"source": [
"print(get_yfinance_insider_transactions(ticker=\"AAPL\", curr_date=\"2025-12-02\"))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.alpha_vantage import (\n",
" get_stock as get_alpha_vantage_stock,\n",
" get_indicator as get_alpha_vantage_indicator,\n",
" get_fundamentals as get_alpha_vantage_fundamentals,\n",
" get_balance_sheet as get_alpha_vantage_balance_sheet,\n",
" get_cashflow as get_alpha_vantage_cashflow,\n",
" get_income_statement as get_alpha_vantage_income_statement,\n",
" get_insider_transactions as get_alpha_vantage_insider_transactions,\n",
" get_news as get_alpha_vantage_news,\n",
" get_top_gainers_losers as get_alpha_vantage_movers,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'{\\n \"data\": [\\n {\\n \"transaction_date\": \"2025-11-12\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"3750.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-11-07\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"3752.0\",\\n \"share_price\": \"271.23\"\\n },\\n {\\n \"transaction_date\": \"2025-10-16\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1665.0\",\\n \"share_price\": \"247.04\"\\n },\\n {\\n \"transaction_date\": \"2025-10-16\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1534.0\",\\n \"share_price\": \"247.82\"\\n },\\n {\\n \"transaction_date\": \"2025-10-16\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"500.0\",\\n \"share_price\": \"245.89\"\\n },\\n {\\n \"transaction_date\": \"2025-10-16\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"500.0\",\\n \"share_price\": \"248.73\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"16457.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5816.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5111.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1914.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"3619.0\",\\n \"share_price\": \"249.34\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2077.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1898.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1482.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"7371.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"8062.0\",\\n \"share_price\": \"249.34\"\\n },\\n {\\n \"transaction_date\": \"2025-10-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5530.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"21551.0\",\\n \"share_price\": \"257.54\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"3500.0\",\\n \"share_price\": \"254.83\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"8100.0\",\\n \"share_price\": \"255.96\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1740.0\",\\n \"share_price\": \"258.08\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"59751.0\",\\n \"share_price\": \"257.57\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"39293.0\",\\n \"share_price\": \"256.62\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"22524.0\",\\n \"share_price\": \"255.86\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"8395.0\",\\n \"share_price\": \"254.83\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"41273.0\",\\n \"share_price\": \"257.36\"\\n },\\n {\\n \"transaction_date\": \"2025-10-02\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"13974.0\",\\n \"share_price\": \"256.6\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KHAN, SABIH\",\\n \"executive_title\": \"COO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"49390.0\",\\n \"share_price\": \"255.45\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KHAN, SABIH\",\\n \"executive_title\": \"COO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"49390.0\",\\n \"share_price\": \"255.45\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"277206.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"147243.0\",\\n \"share_price\": \"255.45\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"277206.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"45278.0\",\\n \"share_price\": \"255.45\"\\n },\\n {\\n \"transaction_date\": \"2025-10-01\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KHAN, SABIH\",\\n \"executive_title\": \"COO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"92403.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"48932.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"146795.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Director, Chief Executive Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"48932.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KHAN, SABIH\",\\n \"executive_title\": \"COO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"48932.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"48932.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-09-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ADAMS, KATHERINE L.\",\\n \"executive_title\": \"SVP, GC and Secretary\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"48932.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-08-28\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"LEVINSON, ARTHUR D\",\\n \"executive_title\": \"Director\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"90000.0\",\\n \"share_price\": \"232.07\"\\n },\\n {\\n \"transaction_date\": \"2025-08-25\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"435.0\",\\n \"share_price\": \"0.0\"\\n },\\n {\\n \"transaction_date\": \"2025-08-08\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"O\\'BRIEN, DEIRDRE\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"34821.0\",\\n \"share_price\": \"223.2\"\\n },\\n {\\n \"transaction_date\": \"2025-05-12\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4486.0\",\\n \"share_price\": \"208.1933\"\\n },\\n {\\n \"transaction_date\": \"2025-04-23\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4570.0\",\\n \"share_price\": \"206.0\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5530.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"PAREKH, KEVAN\",\\n \"executive_title\": \"Senior Vice President, CFO\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5111.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1482.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1899.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2078.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1914.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2887.0\",\\n \"share_price\": \"202.14\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"KONDO, CHRIS\",\\n \"executive_title\": \"Principal Accounting Officer\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"7373.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2025-04-15\",\\n 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\"A\",\\n \"shares\": \"12000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"6000.0\",\\n \"share_price\": \"28.25\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.24\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.23\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.22\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.21\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.19\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.17\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.13\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.12\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.1\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Employee Stock Option\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"71300.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.49\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.48\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"5700.0\",\\n \"share_price\": \"28.47\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"5700.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"7600.0\",\\n \"share_price\": \"28.46\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"7600.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.45\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.42\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.39\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.38\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.37\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.36\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.35\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"10000.0\",\\n \"share_price\": \"28.34\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"6000.0\",\\n \"share_price\": \"28.33\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"6000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"10000.0\",\\n \"share_price\": \"28.32\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"10000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.31\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Employee Stock Option\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4200.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.69\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"1300.0\",\\n \"share_price\": \"28.64\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"1300.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"ANDERSON, FRED D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"900.0\",\\n \"share_price\": \"28.57\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"6000.0\",\\n \"share_price\": \"28.26\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.25\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"6000.0\",\\n \"share_price\": \"28.24\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"4000.0\",\\n \"share_price\": \"28.22\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Employee Stock Option\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"72000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"2000.0\",\\n \"share_price\": \"28.44\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"D\",\\n \"shares\": \"8000.0\",\\n \"share_price\": \"28.33\"\\n },\\n {\\n \"transaction_date\": \"2004-04-19\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Common Stock\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"8000.0\",\\n \"share_price\": \"16.8125\"\\n },\\n {\\n \"transaction_date\": \"2004-03-24\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"RUBINSTEIN, JONATHAN\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"250000.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2004-03-24\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"OPPENHEIMER, PETER\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"250000.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2004-03-24\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"JOHNSON, RONALD B\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"250000.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2004-03-24\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"HEINEN, NANCY R\",\\n \"executive_title\": \"Senior Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"200000.0\",\\n \"share_price\": \"\"\\n },\\n {\\n \"transaction_date\": \"2004-03-24\",\\n \"ticker\": \"AAPL\",\\n \"executive\": \"COOK, TIMOTHY D\",\\n \"executive_title\": \"Executive Vice President\",\\n \"security_type\": \"Restricted Stock Unit\",\\n \"acquisition_or_disposal\": \"A\",\\n \"shares\": \"300000.0\",\\n \"share_price\": \"\"\\n }\\n ]\\n}'"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_alpha_vantage_insider_transactions(symbol=\"AAPL\", curr_date=\"2025-12-02\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from langchain_google_genai import ChatGoogleGenerativeAI\n",
"import os\n",
"# Explicitly pass Google API key from environment\n",
"google_api_key = os.getenv(\"GOOGLE_API_KEY\")\n",
"llm = ChatGoogleGenerativeAI(model=\"gemini-2.5-flash\", google_api_key=google_api_key)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AIMessage(content=\"Hello! I'm doing very well, thank you for asking.\\n\\nHow are you today?\", additional_kwargs={}, response_metadata={'prompt_feedback': {'block_reason': 0, 'safety_ratings': []}, 'finish_reason': 'STOP', 'model_name': 'gemini-2.5-flash', 'safety_ratings': [], 'grounding_metadata': {}, 'model_provider': 'google_genai'}, id='lc_run--db022674-f158-4d86-ba88-a837d1adf0bf-0', usage_metadata={'input_tokens': 7, 'output_tokens': 91, 'total_tokens': 98, 'input_token_details': {'cache_read': 0}, 'output_token_details': {'reasoning': 71}})"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"llm.invoke(\"Hello, how are you?\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.tools.executor import execute_tool\n",
"from openai import OpenAI"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== OPENAI ===\n",
"Error fetching global news from OpenAI: <!DOCTYPE html>\n",
"<html lang=en>\n",
" <meta charset=utf-8>\n",
" <meta name=viewport content=\"initial-scale=1, minimum-scale=1, width=device-width\">\n",
" <title>Error 404 (Not Found)!!1</title>\n",
" <style>\n",
" *{margin:0;padding:0}html,code{font:15px/22px arial,sans-serif}html{background:#fff;color:#222;padding:15px}body{margin:7% auto 0;max-width:390px;min-height:180px;padding:30px 0 15px}* > body{background:url(//www.google.com/images/errors/robot.png) 100% 5px no-repeat;padding-right:205px}p{margin:11px 0 22px;overflow:hidden}ins{color:#777;text-decoration:none}a img{border:0}@media screen and (max-width:772px){body{background:none;margin-top:0;max-width:none;padding-right:0}}#logo{background:url(//www.google.com/images/branding/googlelogo/1x/googlelogo_color_150x54dp.png) no-repeat;margin-left:-5px}@media only screen and (min-resolution:192dpi){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat 0% 0%/100% 100%;-moz-border-image:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) 0}}@media only screen and (-webkit-min-device-pixel-ratio:2){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat;-webkit-background-size:100% 100%}}#logo{display:inline-block;height:54px;width:150px}\n",
" </style>\n",
" <a href=//www.google.com/><span id=logo aria-label=Google></span></a>\n",
" <p><b>404.</b> <ins>That’s an error.</ins>\n",
" <p>The requested URL <code>/v1/responses</code> was not found on this server. <ins>That’s all we know.</ins>\n",
"\n",
"=== ALPHA_VANTAGE ===\n",
"{\n",
" \"items\": \"50\",\n",
" \"sentiment_score_definition\": \"x <= -0.35: Bearish; -0.35 < x <= -0.15: Somewhat-Bearish; -0.15 < x < 0.15: Neutral; 0.15 <= x < 0.35: Somewhat_Bullish; x >= 0.35: Bullish\",\n",
" \"relevance_score_definition\": \"0 < x <= 1, with a higher score indicating higher relevance.\",\n",
" \"feed\": [\n",
" {\n",
" \"title\": \" Woman wanted by FBI for allegedly defrauding Banc of California\",\n",
" \"url\": \"https://abc7.com/post/woman-wanted-fbi-allegedly-defrauding-banc-california/18261416/\",\n",
" \"time_published\": \"20251208T050955\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" The FBI is searching for Mary Carole McDonnell, a 73-year-old woman accused of defrauding Banc of California out of nearly $15 million, and potentially other financial institutions for over $15 million, by falsely claiming to be an heir to the McDonnell Aircraft Family. She was charged with bank fraud and aggravated identity theft in 2018. McDonnell, who has ties to Los Angeles and Montgomery, Alabama, is believed to be in Dubai, United Arab Emirates.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"ABC7 Los Angeles\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"ABC7 Los Angeles\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.913436\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.626753\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BANC\",\n",
" \"relevance_score\": \"0.979016\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Franklin Covey expands hiring to build leadership expertise\",\n",
" \"url\": \"https://tradersunion.com/news/market-voices/show/1033212-franklin-covey-hiring-leaders/\",\n",
" \"time_published\": \"20251208T024038\",\n",
" \"authors\": [\n",
" \"Iryna Sazhynska\"\n",
" ],\n",
" \"summary\": \" Franklin Covey, a global leader in performance improvement, is actively expanding its workforce to find passionate individuals who can help transform organizations by building better leaders. The company is seeking candidates keen on making a positive impact and contributing to organizational growth through leadership training and consulting. This strategic hiring push aligns with Franklin Covey's commitment to cultivating high-performing teams and equipping professionals for leadership success worldwide.\",\n",
" \"banner_image\": \" https://files.tradersunion.com/images/twitter-news/franklincovey/franklincovey_01.jpg\",\n",
" \"source\": \"Traders Union\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Traders Union\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.739202\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.635732\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.444716,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"FC\",\n",
" \"relevance_score\": \"0.979300\",\n",
" \"ticker_sentiment_score\": \"0.400026\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Campbell’s Soup Scandal: VP Fired Over 3D-Printed Meat Claims in Leaked Audio\",\n",
" \"url\": \"https://inews.zoombangla.com/campbells-soup-scandal-vp-fired-over-3d-printed-meat-claims-in-leaked-audiosfdfgafdfd/\",\n",
" \"time_published\": \"20251208T015935\",\n",
" \"authors\": [\n",
" \"Md. Akash\"\n",
" ],\n",
" \"summary\": \" Campbell Soup Company fired an IT Vice President after a leaked audio recording surfaced where he falsely claimed the company's chicken soup contained \\\"3D-printed\\\" and \\\"bioengineered\\\" meat. The audio, which also included racially insensitive comments, originated from a lawsuit filed by a former employee. Campbell's swiftly denied the allegations, stating their chicken comes from USDA-approved suppliers, and terminated the VP to address the public relations crisis and maintain consumer trust regarding their traditional brand image.\",\n",
" \"banner_image\": \" https://inews.zoombangla.com/wp-content/uploads/2025/11/Campbells_63220.avif\",\n",
" \"source\": \"Zoom Bangla News\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Zoom Bangla News\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.874190\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.777779\"\n",
" },\n",
" {\n",
" \"topic\": \"technology\",\n",
" \"relevance_score\": \"0.814753\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.602072\"\n",
" },\n",
" {\n",
" \"topic\": \"life_sciences\",\n",
" \"relevance_score\": \"0.575851\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"CPB\",\n",
" \"relevance_score\": \"0.970065\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Edison International (EIX): Valuation Check After Sharp Share Price Drop on Wildfire Liability Fears\",\n",
" \"url\": \"https://simplywall.st/stocks/us/utilities/nyse-eix/edison-international/news/edison-international-eix-valuation-check-after-sharp-share-p\",\n",
" \"time_published\": \"20251208T010840\",\n",
" \"authors\": [\n",
" \"Simply Wall St\"\n",
" ],\n",
" \"summary\": \" Edison International (EIX) is experiencing renewed interest due to a significant share price drop stemming from new wildfire liability concerns related to the Eaton Fire. Despite a recent dip, the stock has shown positive returns over three months and five years, indicating long-term investor confidence. Analysts suggest EIX is undervalued, with a fair value estimate significantly above its current trading price, attributing potential upside to policy-driven electrification and regulatory protections, though wildfire liabilities remain a key risk.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"Simply Wall Street\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Simply Wall Street\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.905660\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.720701\"\n",
" },\n",
" {\n",
" \"topic\": \"energy_transportation\",\n",
" \"relevance_score\": \"0.601422\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.613663\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.138761,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"EIX\",\n",
" \"relevance_score\": \"0.989393\",\n",
" \"ticker_sentiment_score\": \"0.126980\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \"Applied Materials (AMAT) Stock: 8 Things to Know Before the Market Opens on December 8, 2025\",\n",
" \"url\": \"https://ts2.tech/en/applied-materials-amat-stock-8-things-to-know-before-the-market-opens-on-december-8-2025/\",\n",
" \"time_published\": \"20251208T000753\",\n",
" \"authors\": [\n",
" \"Khadija Saeed\"\n",
" ],\n",
" \"summary\": \"Ahead of market open on December 8, 2025, Applied Materials (AMAT) is a closely watched semiconductor stock trading near all-time highs due to an AI-driven rally. While analyst ratings are generally bullish, valuation concerns and the impact of U.S. export controls on China revenue present challenges. The article details recent financial performance, institutional movements, analyst forecasts, and technical indicators for AMAT.\",\n",
" \"banner_image\": null,\n",
" \"source\": \"ts2.tech\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"ts2.tech\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.901482\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.907013\"\n",
" },\n",
" {\n",
" \"topic\": \"technology\",\n",
" \"relevance_score\": \"0.832593\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.613447\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.604491\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.12211,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"AMAT\",\n",
" \"relevance_score\": \"0.976443\",\n",
" \"ticker_sentiment_score\": \"0.104965\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"INTC\",\n",
" \"relevance_score\": \"0.643601\",\n",
" \"ticker_sentiment_score\": \"0.116449\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"MU\",\n",
" \"relevance_score\": \"0.620804\",\n",
" \"ticker_sentiment_score\": \"0.109298\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \"(AVIG) Volatility Zones as Tactical Triggers\",\n",
" \"url\": \"https://news.stocktradersdaily.com/news_release/91/AVIG_Volatility_Zones_as_Tactical_Triggers_120725111802_1765167482.html\",\n",
" \"time_published\": \"20251207T231800\",\n",
" \"authors\": [\n",
" \"Luke Campbell\"\n",
" ],\n",
" \"summary\": \"This article analyzes Avantis Core Fixed Income Etf (NASDAQ: AVIG), indicating a neutral sentiment with resistance being tested. It presents distinct trading strategies—Position, Momentum Breakout, and Risk Hedging—along with multi-timeframe signal analysis, and highlights an exceptional 3.6:1 risk-reward short setup. The analysis offers specific entry and target zones with corresponding stop losses for each strategy.\",\n",
" \"banner_image\": \"https://news.stocktradersdaily.com/media/681254_AVIG_graph.jpg\",\n",
" \"source\": \"Stock Traders Daily\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Stock Traders Daily\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.944762\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.630428\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.649060\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.036146,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"AVIG\",\n",
" \"relevance_score\": \"0.319319\",\n",
" \"ticker_sentiment_score\": \"0.030281\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Pomerantz LLP Issues Important Reminder to Investors in CarMax, Inc. of Class Action Lawsuit – KMX\",\n",
" \"url\": \"https://fox2now.com/business/press-releases/accesswire/1099092/pomerantz-llp-issues-important-reminder-to-investors-in-carmax-inc-of-class-action-lawsuit-kmx\",\n",
" \"time_published\": \"20251207T230932\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" Pomerantz LLP has filed a class action lawsuit against CarMax, Inc. (NYSE: KMX) on behalf of investors. The lawsuit alleges securities fraud and unlawful business practices by CarMax and its officers after the company reported disappointing Q2 2026 financial results, causing a significant drop in stock price. Investors who purchased CarMax securities during the Class Period have until January 2, 2026, to apply to be Lead Plaintiff.\",\n",
" \"banner_image\": \" https://i0.wp.com/fox2now.com/wp-content/uploads/sites/14/2025/12/6936407fe68014.23144887.jpeg?w=2000&ssl=1\",\n",
" \"source\": \"FOX 2\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"FOX 2\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.927411\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.812717\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.710619\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.642428\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.600744\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.037103,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"KMX\",\n",
" \"relevance_score\": \"0.301063\",\n",
" \"ticker_sentiment_score\": \"0.034013\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Is Synchrony (SYF) Quietly Deepening Its Smart-Home Credit Edge With The METUS Financing Renewal?\",\n",
" \"url\": \"https://simplywall.st/stocks/us/diversified-financials/nyse-syf/synchrony-financial/news/is-synchrony-syf-quietly-deepening-its-smart-home-credit-edg\",\n",
" \"time_published\": \"20251207T222946\",\n",
" \"authors\": [\n",
" \"Sasha Jovanovic\"\n",
" ],\n",
" \"summary\": \" Synchrony (SYF) has renewed its multi-year financing partnership with Mitsubishi Electric Trane HVAC US (METUS), extending a decade-long collaboration that provides promotional financing for HVAC system upgrades. This renewal highlights Synchrony’s role in enabling smart, energy-efficient home financing and strengthens its ties with METUS’s contractor network. While the partnership modestly supports embedded finance growth, investors should also consider risks like elevated payment rates and muted loan receivable growth, alongside Synchrony's capital deployment strategies.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"Simply Wall Street\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Simply Wall Street\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.949195\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.816915\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.731824\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.602960\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.124948,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"SYF\",\n",
" \"relevance_score\": \"0.985361\",\n",
" \"ticker_sentiment_score\": \"0.116164\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"AXP\",\n",
" \"relevance_score\": \"0.613061\",\n",
" \"ticker_sentiment_score\": \"0.110803\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"COF\",\n",
" \"relevance_score\": \"0.649293\",\n",
" \"ticker_sentiment_score\": \"0.136801\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \"(AGNCN) Risk Channels and Responsive Allocation\",\n",
" \"url\": \"https://news.stocktradersdaily.com/news_release/149/AGNCN_Risk_Channels_and_Responsive_Allocation_120725054202_1765147322.html\",\n",
" \"time_published\": \"20251207T174200\",\n",
" \"authors\": [\n",
" \"Thomas Kee\",\n",
" \"Thomas H. Kee Jr.\"\n",
" ],\n",
" \"summary\": \"This article, published by Stock Traders Daily, analyzes Agnc Investment Corp. (NASDAQ: AGNCN), highlighting a neutral sentiment across all horizons and a mid-channel oscillation pattern. It presents three AI-generated trading strategies—Position, Momentum Breakout, and Risk Hedging—along with their respective entry, target, and stop-loss parameters, emphasizing risk management. The analysis also details multi-timeframe signal analysis and offers access to real-time signals.\",\n",
" \"banner_image\": \"https://news.stocktradersdaily.com/media/681086_AGNCN_graph.jpg\",\n",
" \"source\": \"Stock Traders Daily\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Stock Traders Daily\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.904413\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.736719\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.628180\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.038665,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"AGNC\",\n",
" \"relevance_score\": \"0.340570\",\n",
" \"ticker_sentiment_score\": \"0.041035\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Southern Company Stock: Conflicting Cues from Analysts and Major Investors\",\n",
" \"url\": \"https://www.ad-hoc-news.de/boerse/ueberblick/southern-company-stock-conflicting-cues-from-analysts-and-major-investors/68411690\",\n",
" \"time_published\": \"20251207T170829\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" Southern Company (US8425871071) faces conflicting signals: downgraded to \\\"Sell\\\" by Wall Street Zen while Norway's Norges Bank initiated a significant $1.18 billion position. Despite a technical downtrend and a revenue miss, the company exceeded EPS expectations and is projected for future revenue and EPS growth. The broader analyst consensus remains \\\"Hold\\\" with an average price target implying significant upside, leaving investors to weigh the analyst downgrade against major institutional buying interest.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"AD HOC NEWS\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"AD HOC NEWS\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.920533\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.818308\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.728126\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.628752\"\n",
" },\n",
" {\n",
" \"topic\": \"energy_transportation\",\n",
" \"relevance_score\": \"0.619931\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.032642,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"SO\",\n",
" \"relevance_score\": \"0.981068\",\n",
" \"ticker_sentiment_score\": \"0.047634\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" BBWI ALERT: Ongoing Investigation Into Bath & Body Works, Inc. - Contact Levi & Korsinsky\",\n",
" \"url\": \"https://fox2now.com/business/press-releases/accesswire/1115333/bbwi-alert-ongoing-investigation-into-bath-body-works-inc-contact-levi-korsinsky\",\n",
" \"time_published\": \"20251207T165349\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" Levi & Korsinsky has initiated an investigation into Bath & Body Works, Inc. (NYSE: BBWI) following a significant drop in its stock price. This comes after the company reported third-quarter fiscal 2025 results that fell below expectations and revised its full-year guidance downwards, citing a challenging consumer environment and unsuccessful strategic efforts. Investors who have suffered losses are encouraged to contact Levi & Korsinsky for more information regarding potential violations of federal securities laws.\",\n",
" \"banner_image\": \" https://nxstrib.com/wp-content/uploads/2022/10/ANW_COLOR_FULL_VECTOR.png?w=300\",\n",
" \"source\": \"FOX 2\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"FOX 2\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.945287\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.825694\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.733269\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.634219\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.642620\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BBWI\",\n",
" \"relevance_score\": \"0.986926\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Trading the Move, Not the Narrative: (ACLX) Edition\",\n",
" \"url\": \"https://news.stocktradersdaily.com/news_release/90/Trading_the_Move,_Not_the_Narrative:_ACLX_Edition_120725041602_1765142162.html\",\n",
" \"time_published\": \"20251207T161600\",\n",
" \"authors\": [\n",
" \"Gy Bennar\"\n",
" ],\n",
" \"summary\": \" An analysis of Arcellx Inc. (NASDAQ: ACLX) reveals a mid-channel oscillation pattern, with weak near and mid-term sentiment contrasting a strong long-term positive outlook. The article presents an exceptional risk-reward setup targeting a 17.6% gain against 0.3% risk and outlines three distinct AI-generated trading strategies—Position, Momentum Breakout, and Risk Hedging—tailored to different risk profiles and holding periods for ACLX.\",\n",
" \"banner_image\": \" https://news.stocktradersdaily.com/media/681043_ACLX_graph.jpg\",\n",
" \"source\": \"Stock Traders Daily\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Stock Traders Daily\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.923169\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.702140\"\n",
" },\n",
" {\n",
" \"topic\": \"life_sciences\",\n",
" \"relevance_score\": \"0.630567\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.613806\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.244967,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"ACLX\",\n",
" \"relevance_score\": \"0.980982\",\n",
" \"ticker_sentiment_score\": \"0.239563\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Bronstein, Gewirtz & Grossman, LLC Encourages The Home Depot, Inc. (HD) Investors to Inquire about Securities Investigation\",\n",
" \"url\": \"https://www.kxan.com/business/press-releases/accesswire/1114534/bronstein-gewirtz-grossman-llc-encourages-the-home-depot-inc-hd-investors-to-inquire-about-securities-investigation\",\n",
" \"time_published\": \"20251207T160811\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" Bronstein, Gewirtz & Grossman, LLC is investigating potential claims on behalf of investors regarding The Home Depot, Inc. (HD) after the company missed Q3 2025 sales forecasts due to \\\"lack of storms\\\" and \\\"consumer uncertainty,\\\" which caused a 6% stock drop. The firm encourages investors who purchased Home Depot securities to inquire about the ongoing securities investigation.\",\n",
" \"banner_image\": \" https://app.accessnewswire.com/imagelibrary/7cd7536f-28aa-4884-ae9c-1a7de679eba3/1114534/image.png\",\n",
" \"source\": \"KXAN Austin\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"KXAN Austin\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.942167\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.823859\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.738792\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.638007\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.631004\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.042904,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"HD\",\n",
" \"relevance_score\": \"0.307463\",\n",
" \"ticker_sentiment_score\": \"0.048888\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Micron Technology (MU) Stock on December 7, 2025: AI Memory Supercycle, Crucial Exit, and Fresh Wall Street Forecasts\",\n",
" \"url\": \"https://ts2.tech/en/micron-technology-mu-stock-on-december-7-2025-ai-memory-supercycle-crucial-exit-and-fresh-wall-street-forecasts/\",\n",
" \"time_published\": \"20251207T150800\",\n",
" \"authors\": [\n",
" \"Khadija Saeed\"\n",
" ],\n",
" \"summary\": \" Micron Technology (MU) has experienced a significant surge in 2025, driven by the AI memory supercycle, with its stock up 170-180%. The company is strategically shifting its focus to high-bandwidth memory (HBM) and AI data centers, including exiting its consumer-focused Crucial brand to prioritize higher-margin AI products. Wall Street analysts are largely bullish, having raised price targets based on strong financial performance in fiscal 2025 and optimistic outlooks for 2026, despite some valuation concerns.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"ts2.tech\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"ts2.tech\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.936898\"\n",
" },\n",
" {\n",
" \"topic\": \"technology\",\n",
" \"relevance_score\": \"0.910902\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.809670\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.622310\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.603320\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.337496,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"MU\",\n",
" \"relevance_score\": \"0.973603\",\n",
" \"ticker_sentiment_score\": \"0.491706\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"AMD\",\n",
" \"relevance_score\": \"0.725038\",\n",
" \"ticker_sentiment_score\": \"0.322423\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"NVDA\",\n",
" \"relevance_score\": \"0.601310\",\n",
" \"ticker_sentiment_score\": \"0.327243\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"GOOGL\",\n",
" \"relevance_score\": \"0.572673\",\n",
" \"ticker_sentiment_score\": \"0.250097\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Navigating Argentina’s Market Through a Focused ETF Lens\",\n",
" \"url\": \"https://www.ad-hoc-news.de/boerse/news/ueberblick/navigating-argentina-s-market-through-a-focused-etf-lens/68411471\",\n",
" \"time_published\": \"20251207T144202\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" The Global X MSCI Argentina ETF (ARGT) exhibits high volatility due to its concentrated portfolio, with MercadoLibre Inc. (MELI) and YPF SA (YPF) being major holdings. Recent developments, such as a direct flight route from Shanghai to Buenos Aires, could boost trade, but rising short interest indicates skepticism. Investors face significant single-stock and sector risks, and the ETF's future performance will depend on Argentina's macroeconomic indicators like trade balance and the Argentine peso.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"AD HOC NEWS\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"AD HOC NEWS\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.909239\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.801395\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.728531\"\n",
" },\n",
" {\n",
" \"topic\": \"energy_transportation\",\n",
" \"relevance_score\": \"0.600500\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.637302\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"ARGT\",\n",
" \"relevance_score\": \"0.982813\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" How Proshares Ultra Ftse China 50 2x Shares (XPP) Affects Rotational Strategy Timing\",\n",
" \"url\": \"https://news.stocktradersdaily.com/news_release/17/How_Proshares_Ultra_Ftse_China_50_2x_Shares_XPP_Affects_Rotational_Strategy_Timing_120725023402_1765136042.html\",\n",
" \"time_published\": \"20251207T142056\",\n",
" \"authors\": [\n",
" \"Jesse F.\"\n",
" ],\n",
" \"summary\": \" An analysis of Proshares Ultra Ftse China 50 2x Shares (XPP) reveals a mid-channel oscillation pattern and divergent sentiment across various time horizons, suggesting choppy market conditions. The article identifies an exceptional 35.4:1 risk-reward setup, targeting a 10.5% gain versus 0.3% risk. It also outlines three AI-generated trading strategies—Position Trading, Momentum Breakout, and Risk Hedging—tailored for different risk profiles and holding periods, complete with entry, target, and stop-loss levels.\",\n",
" \"banner_image\": \" https://news.stocktradersdaily.com/media/680992_XPP_graph.jpg\",\n",
" \"source\": \"Stock Traders Daily\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Stock Traders Daily\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.905053\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.635170\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.631844\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.267377,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"XPP\",\n",
" \"relevance_score\": \"0.986792\",\n",
" \"ticker_sentiment_score\": \"0.263128\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \"Assessing KeyCorp (KEY) Valuation as Activist Investor Pressures Board, Buybacks, and Leadership Changes\",\n",
" \"url\": \"https://simplywall.st/stocks/us/banks/nyse-key/keycorp/news/assessing-keycorp-key-valuation-as-activist-investor-pressur/amp\",\n",
" \"time_published\": \"20251207T141006\",\n",
" \"authors\": [\n",
" \"Simply Wall St\"\n",
" ],\n",
" \"summary\": \"Activist investor HoldCo Asset Management is pressuring KeyCorp (KEY) for aggressive buybacks, leadership changes, and a \\\"no acquisition\\\" stance, even suggesting a potential sale. Despite KeyCorp's recent share price momentum and an undervalued stock according to analysts, the company's valuation faces risks from rising nonperforming loans and higher regulatory capital demands. The article suggests that while KeyCorp looks cheap against fair value estimates, its high P/E ratio compared to peers indicates potential valuation risk if growth or activism don't fully materialize.\",\n",
" \"banner_image\": null,\n",
" \"source\": \"Simply Wall Street\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Simply Wall Street\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.938424\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.847226\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.977816\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.616663\"\n",
" },\n",
" {\n",
" \"topic\": \"mergers_and_acquisitions\",\n",
" \"relevance_score\": \"0.731273\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.113349,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"KEY\",\n",
" \"relevance_score\": \"0.986815\",\n",
" \"ticker_sentiment_score\": \"0.104446\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Analog Devices (ADI) Is Up 6.0% After Strong Q4 Results And Higher Capital Returns Is The Bull Case Changing?\",\n",
" \"url\": \"https://simplywall.st/stocks/us/semiconductors/nasdaq-adi/analog-devices/news/analog-devices-adi-is-up-60-after-strong-q4-results-and-high\",\n",
" \"time_published\": \"20251207T135304\",\n",
" \"authors\": [\n",
" \"Sasha Jovanovic\"\n",
" ],\n",
" \"summary\": \" Analog Devices reported strong Q4 2025 results with increased sales and net income, along with full-year sales of US$11.02 billion. The company also announced continued share repurchases and a US$0.99 quarterly dividend, signaling a balance between growth investment and shareholder returns. While the latest results and Q1 2026 guidance support a positive near-term outlook, investors are advised to consider potential risks such as inventory corrections and rising fixed costs.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"Simply Wall Street\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Simply Wall Street\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.931938\"\n",
" },\n",
" {\n",
" \"topic\": \"technology\",\n",
" \"relevance_score\": \"0.803570\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.703923\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.624020\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.628278\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.335028,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"ADI\",\n",
" \"relevance_score\": \"0.983550\",\n",
" \"ticker_sentiment_score\": \"0.746298\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"AVGO\",\n",
" \"relevance_score\": \"0.641814\",\n",
" \"ticker_sentiment_score\": \"0.148002\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"AMD\",\n",
" \"relevance_score\": \"0.644104\",\n",
" \"ticker_sentiment_score\": \"0.142495\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Banco Bradesco SA $BBD Stock Position Decreased by Walleye Capital LLC\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-banco-bradesco-sa-bbd-stock-position-decreased-by-walleye-capital-llc-2025-12-07/\",\n",
" \"time_published\": \"20251207T130959\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Walleye Capital LLC significantly reduced its holdings in Banco Bradesco SA ($BBD) by 23.7% in Q2 2025, selling over 407,000 shares. Conversely, other institutional investors, most notably Fisher Asset Management LLC, substantially increased their stakes, indicating a mixed institutional sentiment. Despite missing quarterly EPS estimates, Banco Bradesco announced an increase in its monthly dividend.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/banco-bradesco-sa-logo-1200x675.png?v=20221024141153\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.938020\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.801791\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.717061\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.613055\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.040301,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BBDO\",\n",
" \"relevance_score\": \"0.342201\",\n",
" \"ticker_sentiment_score\": \"0.042138\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" 9 Best Life Insurance Stocks to Buy Now\",\n",
" \"url\": \"https://www.insidermonkey.com/blog/9-best-life-insurance-stocks-to-buy-now-1655513/2\",\n",
" \"time_published\": \"20251207T124300\",\n",
" \"authors\": [\n",
" \"Fatima Gulzar\"\n",
" ],\n",
" \"summary\": \" This article, part of a larger list, highlights Principal Financial Group, Inc. (NASDAQ:PFG) as a top life insurance stock. The company is noted for its attractive long-term dividend growth potential, 16-year dividend growth streak, and strong non-GAAP EPS growth expectations. Morgan Stanley recently increased its price target for PFG to $87.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"Insider Monkey\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Insider Monkey\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.903494\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.823035\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.810016\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.610043\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.369166,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"PFG\",\n",
" \"relevance_score\": \"0.971679\",\n",
" \"ticker_sentiment_score\": \"0.428810\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"GL\",\n",
" \"relevance_score\": \"0.616865\",\n",
" \"ticker_sentiment_score\": \"0.334467\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"MET\",\n",
" \"relevance_score\": \"0.608923\",\n",
" \"ticker_sentiment_score\": \"0.324226\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" American Express Company $AXP is Gamco Investors INC. ET AL's 5th Largest Position\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-american-express-company-axp-is-gamco-investors-inc-et-als-5th-largest-position-2025-12-07/\",\n",
" \"time_published\": \"20251207T122340\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Gamco Investors INC. ET AL reduced its stake in American Express (NYSE:AXP) by 4.0% in the second quarter, making it their 5th largest holding, valued at $150.15 million. Other institutional investors like Nordea Investment Management AB and Dempze Nancy E also adjusted their positions. American Express stock currently trades at $370.39, with a market cap of $255.14 billion, and recently reported strong quarterly earnings, beating consensus estimates.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/american-express-1200x675.jpg\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.940362\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.806049\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.743931\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.607509\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.140517,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"AXP\",\n",
" \"relevance_score\": \"0.978616\",\n",
" \"ticker_sentiment_score\": \"0.102708\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Federated Hermes Inc. Raises Holdings in The TJX Companies, Inc. $TJX\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-federated-hermes-inc-raises-holdings-in-the-tjx-companies-inc-tjx-2025-12-07/\",\n",
" \"time_published\": \"20251207T121228\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Federated Hermes Inc. increased its stake in The TJX Companies, Inc. by 4.5% during the second quarter, now owning 1,257,482 shares valued at $155.3 million. TJX Companies beat earnings expectations, reporting $1.28 EPS against an anticipated $1.22, with revenues up 7.5% year-over-year. The company maintains an average \\\"Buy\\\" rating from analysts with an average target price of $160.37, despite recent insider selling.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/the-tjx-companies-inc-logo-1200x675.png?v=20240102162711\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.910938\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.824325\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.710171\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.611828\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.603458\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.474713,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"TJX\",\n",
" \"relevance_score\": \"0.986681\",\n",
" \"ticker_sentiment_score\": \"0.468853\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Federated Hermes Inc. Sells 69,875 Shares of The Walt Disney Company $DIS\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-federated-hermes-inc-sells-69875-shares-of-the-walt-disney-company-dis-2025-12-07/\",\n",
" \"time_published\": \"20251207T120851\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Federated Hermes Inc. reduced its stake in The Walt Disney Company by 5.9% during the second quarter, selling nearly 70,000 shares and now holding 1.1 million shares worth $137.37 million. Analyst sentiment for Disney remains largely positive with a \\\"Moderate Buy\\\" consensus and an average price target of $134.41. The company recently reported better-than-expected quarterly EPS of $1.11 and declared a $0.75 dividend.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/the-walt-disney-company-logo-1200x675.png?v=20201229105326\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.911413\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.848272\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.725782\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.621111\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.258234,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"DIS\",\n",
" \"relevance_score\": \"0.975832\",\n",
" \"ticker_sentiment_score\": \"0.287412\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Edison International $EIX Shares Bought by Jump Financial LLC\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-edison-international-eix-shares-bought-by-jump-financial-llc-2025-12-07/\",\n",
" \"time_published\": \"20251207T120839\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Jump Financial LLC significantly increased its stake in Edison International (NYSE:EIX) in Q2, boosting its holdings by 683.9% to 743,147 shares worth $38.35 million. This coincides with other large institutional investments, including Norges Bank and Vanguard, pushing institutional ownership to 88.95%. The company recently beat earnings expectations, issued strong FY2025 guidance, and offers a competitive dividend yield of 5.7%.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/edison-international-logo-1200x675.png?v=20240102162522\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.907575\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.815857\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.731570\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.629107\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.407543,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"EIX\",\n",
" \"relevance_score\": \"0.984125\",\n",
" \"ticker_sentiment_score\": \"0.430150\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Lamb Weston (LW): Has the 2024 Share Price Pullback Created a Valuation Opportunity?\",\n",
" \"url\": \"https://finance.yahoo.com/news/lamb-weston-lw-2024-share-200447700.html\",\n",
" \"time_published\": \"20251207T120400\",\n",
" \"authors\": [\n",
" \"Simply Wall St\"\n",
" ],\n",
" \"summary\": \" Lamb Weston Holdings (LW) has seen its share price decline about 10% this year, despite growing annual revenue and net income, leading value investors to take a closer look. While analysts have a consensus price target suggesting potential upside, risks remain regarding sustained restaurant traffic weakness and margin pressure. The stock's current P/E ratio is higher than the US Food industry average, indicating it trades at a premium.\",\n",
" \"banner_image\": \" NULL\",\n",
" \"source\": \"Yahoo Finance\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Yahoo Finance\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.926866\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.834296\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.742177\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.613838\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.637428\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.290081,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"LW\",\n",
" \"relevance_score\": \"0.989407\",\n",
" \"ticker_sentiment_score\": \"0.285743\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Formula Growth Ltd. Takes $1.76 Million Position in AllianceBernstein Holding L.P. $AB\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-formula-growth-ltd-takes-176-million-position-in-alliancebernstein-holding-lp-ab-2025-12-07/\",\n",
" \"time_published\": \"20251207T120353\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Formula Growth Ltd. has acquired a new stake in AllianceBernstein Holding L.P. worth approximately $1.76 million. Other institutional investors have also adjusted their holdings in the asset manager. AllianceBernstein recently increased its quarterly dividend, and analysts currently rate the stock as a \\\"Hold\\\" with an average target price of $41.83.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/alliancebernstein-holding-lp-logo-1200x675.png?v=20240424110152\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.912827\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.821883\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.739169\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.639440\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.16805,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"AB\",\n",
" \"relevance_score\": \"0.978059\",\n",
" \"ticker_sentiment_score\": \"0.283056\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"MSFT\",\n",
" \"relevance_score\": \"0.644121\",\n",
" \"ticker_sentiment_score\": \"0.140096\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"ORCL\",\n",
" \"relevance_score\": \"0.599961\",\n",
" \"ticker_sentiment_score\": \"0.140018\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Gamco Investors INC. ET AL Has $25.55 Million Stock Position in Golden Entertainment, Inc. $GDEN\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-gamco-investors-inc-et-al-has-2555-million-stock-position-in-golden-entertainment-inc-gden-2025-12-07/\",\n",
" \"time_published\": \"20251207T120329\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Gamco Investors INC. ET AL has increased its stake in Golden Entertainment, Inc. (NASDAQ:GDEN) to 868,146 shares, valued at approximately $25.55 million, representing 3.32% of the company. Despite missing recent quarterly earnings and revenue expectations, Golden Entertainment offers a quarterly dividend of $0.25, yielding around 3.6%. Institutional investors hold a significant portion of the stock, and analysts currently have a consensus \\\"Hold\\\" rating with a target price of $32.60.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/golden-entertainment-inc-logo-1200x675.png?v=20221130171325\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.925934\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.829254\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.737718\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.614816\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"GDEN\",\n",
" \"relevance_score\": \"0.971519\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Gamco Investors INC. ET AL Trims Position in Bank of America Corporation $BAC\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-gamco-investors-inc-et-al-trims-position-in-bank-of-america-corporation-bac-2025-12-07/\",\n",
" \"time_published\": \"20251207T115756\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Gamco Investors INC. ET AL reduced its stake in Bank of America Corporation by 6.5% during the second quarter, selling 37,073 shares and holding 530,139 shares valued at $25.086 million. Despite this trimming by one institutional investor, other hedge funds increased their positions in BAC, and analysts generally maintain a \\\"Moderate Buy\\\" rating with a consensus price target of $57.77. The company recently reported strong quarterly earnings and declared a quarterly dividend.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/bank-of-america-co-logo-1200x675.jpg?v=20221020143030\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.944618\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.839399\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.803713\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.637995\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BAC\",\n",
" \"relevance_score\": \"0.975940\",\n",
" \"ticker_sentiment_score\": \"0.219754\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"MSFT\",\n",
" \"relevance_score\": \"0.524458\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Wells Fargo & Company $WFC Stock Position Decreased by Gabelli Funds LLC\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-wells-fargo-company-wfc-stock-position-decreased-by-gabelli-funds-llc-2025-12-07/\",\n",
" \"time_published\": \"20251207T114959\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Gabelli Funds LLC reduced its stake in Wells Fargo & Company ($WFC) by 9.6% in the second quarter, selling approximately 79,816 shares but still holding 750,199 shares valued at around $60.1 million. Despite this reduction, Wells Fargo reported strong quarterly earnings, beating analyst estimates with $1.73 EPS and $21.44 billion in revenue. The company also announced a quarterly dividend of $0.45 per share and maintains a consensus \\\"Moderate Buy\\\" rating from analysts with an average target price of $89.57.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/wells-fargo-logo-1200x675.jpg\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.922771\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.818232\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.746124\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.627886\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.134236,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"WFC\",\n",
" \"relevance_score\": \"0.980934\",\n",
" \"ticker_sentiment_score\": \"0.235487\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"BAC\",\n",
" \"relevance_score\": \"0.556185\",\n",
" \"ticker_sentiment_score\": \"0.116834\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"JPM\",\n",
" \"relevance_score\": \"0.579787\",\n",
" \"ticker_sentiment_score\": \"0.101519\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"MS\",\n",
" \"relevance_score\": \"0.578032\",\n",
" \"ticker_sentiment_score\": \"0.120230\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"C\",\n",
" \"relevance_score\": \"0.573060\",\n",
" \"ticker_sentiment_score\": \"0.136719\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Marshall Wace LLP Acquires 215,472 Shares of H&R Block, Inc. $HRB\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-marshall-wace-llp-acquires-215472-shares-of-hr-block-inc-hrb-2025-12-07/\",\n",
" \"time_published\": \"20251207T112414\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Marshall Wace LLP increased its stake in H&R Block (NYSE: HRB) by 24.6%, purchasing an additional 215,472 shares, bringing its total holdings to 1,091,626 shares worth approximately $59.92 million. This investment comes as H&R Block reported beating quarterly estimates, with revenue up 5%, and announced a quarterly dividend of $0.42. Institutional investors now own about 90.14% of the company's stock, while CEO Jeffrey J. Jones II recently sold a portion of his shares.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/hr-block-inc-logo-1200x675.png?v=20240424110042\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.939313\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.806906\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.642752\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.638824\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.194524,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"HRB\",\n",
" \"relevance_score\": \"0.976517\",\n",
" \"ticker_sentiment_score\": \"0.192153\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Kennedy Capital Management LLC Sells 60,976 Shares of Blue Bird Corporation $BLBD\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-kennedy-capital-management-llc-sells-60976-shares-of-blue-bird-corporation-blbd-2025-12-07/\",\n",
" \"time_published\": \"20251207T112241\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Kennedy Capital Management LLC reduced its stake in Blue Bird Corporation by 38.4%, selling 60,976 shares and ending the quarter with 97,615 shares valued at approximately $4.21 million. Despite this insider selling, Blue Bird posted a strong quarterly performance, beating analyst expectations with $1.32 EPS and revenue of $409.4 million. Analyst sentiment for Blue Bird remains largely positive, with a consensus \\\"Moderate Buy\\\" rating and a target price of $64.60.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/blue-bird-corporation-logo-1200x675.png\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.946936\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.825658\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.744827\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.646120\"\n",
" },\n",
" {\n",
" \"topic\": \"energy_transportation\",\n",
" \"relevance_score\": \"0.649907\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.402327,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BLBD\",\n",
" \"relevance_score\": \"0.974860\",\n",
" \"ticker_sentiment_score\": \"0.442604\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" First Trust Advisors LP Sells 3,923,091 Shares of Regions Financial Corporation $RF\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-first-trust-advisors-lp-sells-3923091-shares-of-regions-financial-corporation-rf-2025-12-07/\",\n",
" \"time_published\": \"20251207T111546\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" First Trust Advisors LP significantly reduced its stake in Regions Financial Corporation (NYSE:RF) by selling 3,923,091 shares, decreasing its holdings by 52.4%. Despite this, other institutional investors have increased their positions in the bank. The article also provides an overview of recent analyst ratings, the company's price performance, dividend announcement, and its financial segments.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/regions-financial-co-logo-1200x675.jpg?v=20221103135541\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.909081\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.830153\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.724958\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.646435\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.046997,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"RF\",\n",
" \"relevance_score\": \"0.975973\",\n",
" \"ticker_sentiment_score\": \"0.049019\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" First Trust Advisors LP Sells 1,686,190 Shares of Fifth Third Bancorp $FITB\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-first-trust-advisors-lp-sells-1686190-shares-of-fifth-third-bancorp-fitb-2025-12-07/\",\n",
" \"time_published\": \"20251207T111417\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" First Trust Advisors LP significantly reduced its stake in Fifth Third Bancorp by selling 1,686,190 shares, representing a 45.7% decrease in its holdings during the second quarter. Despite this reduction, other institutional investors like Deutsche Bank AG and Mitsubishi UFJ Asset Management Co. Ltd. increased their stakes. The article also provides details on Fifth Third Bancorp's stock performance, recent dividend increase, and analyst ratings, with a consensus of \\\"Moderate Buy.\\\"\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/316773-1200x675.jpg\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.935925\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.819888\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.816524\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.631853\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.051796,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"FITB\",\n",
" \"relevance_score\": \"0.980575\",\n",
" \"ticker_sentiment_score\": \"0.094572\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Marshall Wace LLP Makes New Investment in Veralto Corporation $VLTO\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-marshall-wace-llp-makes-new-investment-in-veralto-corporation-vlto-2025-12-07/\",\n",
" \"time_published\": \"20251207T111357\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Marshall Wace LLP has acquired a new stake of 436,929 shares in Veralto Corporation (VLTO), valued at approximately $44.1 million, making it one of several institutional investors to hold significant positions in the company. Veralto recently exceeded its quarterly EPS estimates, with revenue increasing by 6.8% year-over-year, and has issued positive FY2025 guidance. The stock currently trades around $102 with a \\\"Moderate Buy\\\" consensus rating from analysts and an average price target of $115.11.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/veralto-co-logo-1200x675.jpg?v=20231003124839\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.904934\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.834442\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.715901\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.612420\"\n",
" },\n",
" {\n",
" \"topic\": \"life_sciences\",\n",
" \"relevance_score\": \"0.648394\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.426638,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"VLTO\",\n",
" \"relevance_score\": \"0.978864\",\n",
" \"ticker_sentiment_score\": \"0.426268\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Marshall Wace LLP Acquires 390,821 Shares of Raymond James Financial, Inc. $RJF\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-marshall-wace-llp-acquires-390821-shares-of-raymond-james-financial-inc-rjf-2025-12-07/\",\n",
" \"time_published\": \"20251207T111346\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Marshall Wace LLP significantly increased its stake in Raymond James Financial, Inc. ($RJF) by 824.7% in Q2, purchasing 390,821 additional shares to now own a total of 438,213 shares valued at approximately $67.21 million. Raymond James Financial ($RJF) recently beat earnings expectations, reporting EPS of $3.11 against an anticipated $2.83, and has increased its quarterly dividend to $0.54 per share. Several other hedge funds have also adjusted their positions in the company, with 83.83% of the stock currently held by institutional investors.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/raymond-james-logo-1200x675.gif\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.942076\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.840362\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.726201\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.637304\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.486711,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"RJF\",\n",
" \"relevance_score\": \"0.988357\",\n",
" \"ticker_sentiment_score\": \"0.484669\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Marshall Wace LLP Acquires 2,463,880 Shares of KeyCorp $KEY\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-marshall-wace-llp-acquires-2463880-shares-of-keycorp-key-2025-12-07/\",\n",
" \"time_published\": \"20251207T111327\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Marshall Wace LLP significantly increased its stake in KeyCorp by 2,258.4% in Q2, acquiring over 2.4 million shares and now holding approximately 0.23% of the company valued at $44.82 million. KeyCorp recently announced a quarterly dividend of $0.205 per share, representing a 4.3% yield, and reported strong Q3 earnings with EPS of $0.41, beating analyst expectations. While several other hedge funds also adjusted their positions, analysts generally maintain a \\\"Hold\\\" rating for KeyCorp with an average price target of $20.59.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/keycorp-logo-1200x675.jpg?v=20221104113123\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.920911\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.807556\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.825036\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.639252\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.270955,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"KEY\",\n",
" \"relevance_score\": \"0.975910\",\n",
" \"ticker_sentiment_score\": \"0.296884\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Trustmark (TRMK) Stock Analysis Report | Financials & Insights\",\n",
" \"url\": \"https://kr.benzinga.com/quote/TRMK/report\",\n",
" \"time_published\": \"20251207T111017\",\n",
" \"authors\": [\n",
" \"NULL\"\n",
" ],\n",
" \"summary\": \" This report provides a comprehensive analysis of Trustmark (TRMK), detailing its financial performance, growth potential, valuation, and dividend history. The company, a bank holding company operating across several southern states, shows positive earnings growth over the past three years. Its Sharpe ratio is 0.6363 over the past five years, considered below average compared to its peers.\",\n",
" \"banner_image\": \" https://kr.benzinga.com/_next/image?url=%2Fnext-assets%2Fimages%2Fheaderbg.jpg&w=3840&q=75\",\n",
" \"source\": \"Benzinga\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"Benzinga\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.934663\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.844238\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.837560\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.634169\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.235429,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"TRMK\",\n",
" \"relevance_score\": \"0.972007\",\n",
" \"ticker_sentiment_score\": \"0.269479\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Marshall Wace LLP Sells 4,850,525 Shares of Banco Bradesco SA $BBD\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-marshall-wace-llp-sells-4850525-shares-of-banco-bradesco-sa-bbd-2025-12-07/\",\n",
" \"time_published\": \"20251207T110959\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Marshall Wace LLP has reduced its stake in Banco Bradesco SA (NYSE:BBD) by selling over 4.85 million shares, decreasing its total holding to 15,714,234 shares. This divestment occurred as Banco Bradesco's shares fell by about 8.9% after reporting quarterly earnings that missed analyst estimates. Despite the share reduction by Marshall Wace LLP, Banco Bradesco recently announced an increase in its monthly dividend, signifying a potential positive outlook for income-focused investors.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/banco-bradesco-sa-logo-1200x675.png?v=20221024141153\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.906334\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.837676\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.816367\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.638469\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.115783,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"BBDO\",\n",
" \"relevance_score\": \"0.313931\",\n",
" \"ticker_sentiment_score\": \"0.031409\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"MSFT\",\n",
" \"relevance_score\": \"0.637845\",\n",
" \"ticker_sentiment_score\": \"0.126432\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"ULTA\",\n",
" \"relevance_score\": \"0.647552\",\n",
" \"ticker_sentiment_score\": \"0.226234\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Invesco Ltd. Sells 51,018 Shares of Public Storage $PSA\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-invesco-ltd-sells-51018-shares-of-public-storage-psa-2025-12-07/\",\n",
" \"time_published\": \"20251207T110851\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Invesco Ltd. has reduced its holding in Public Storage by 4.6%, selling 51,018 shares and retaining 1,065,519 shares valued at approximately $312.6 million. Public Storage has declared a quarterly dividend of $3.00, resulting in an annualized dividend of $12.00 and a 4.4% yield, despite a payout ratio of 124.6%. The company exceeded quarterly EPS estimates and provided strong FY2025 guidance, leading analysts to maintain a \\\"Moderate Buy\\\" consensus with an average target price of $320.87.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/public-storage-logo-1200x675.png?v=20221021145102\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.940783\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.842556\"\n",
" },\n",
" {\n",
" \"topic\": \"real_estate\",\n",
" \"relevance_score\": \"0.726808\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.629184\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.605803\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.186911,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"PSA\",\n",
" \"relevance_score\": \"0.974551\",\n",
" \"ticker_sentiment_score\": \"0.258005\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"IVZ\",\n",
" \"relevance_score\": \"0.624841\",\n",
" \"ticker_sentiment_score\": \"0.138030\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"JPM\",\n",
" \"relevance_score\": \"0.563643\",\n",
" \"ticker_sentiment_score\": \"0.123882\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"MS\",\n",
" \"relevance_score\": \"0.579949\",\n",
" \"ticker_sentiment_score\": \"0.107309\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Guggenheim Capital LLC Has $5.42 Million Holdings in S&P Global Inc. $SPGI\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-guggenheim-capital-llc-has-542-million-holdings-in-sp-global-inc-spgi-2025-12-07/\",\n",
" \"time_published\": \"20251207T110133\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Guggenheim Capital LLC reduced its stake in S&P Global Inc. ($SPGI) by 42.3% during the second quarter, now holding 10,270 shares valued at $5.42 million. Despite this reduction, other institutional investors have increased their positions in the company, and Wall Street analysts generally maintain a \\\"Buy\\\" rating with an average price target of $613.00. S&P Global also announced a quarterly dividend of $0.96 per share.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/samp;p-global-inc-logo-1200x675.jpg\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.906969\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.933435\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.804068\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.645638\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.339571,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"SPGI\",\n",
" \"relevance_score\": \"0.977488\",\n",
" \"ticker_sentiment_score\": \"0.307641\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Guggenheim Capital LLC Buys 31,120 Shares of General Mills, Inc. $GIS\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-guggenheim-capital-llc-buys-31120-shares-of-general-mills-inc-gis-2025-12-07/\",\n",
" \"time_published\": \"20251207T110105\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Guggenheim Capital LLC increased its stake in General Mills, Inc. (NYSE:GIS) by 40.5% in the second quarter, bringing its total holdings to 107,887 shares valued at $5.59 million. Other institutional investors also adjusted their positions in GIS. General Mills reported earnings per share of $0.86, beating consensus estimates, and declared a quarterly dividend of $0.61 per share.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/general-mills-inc-logo-1200x675.jpg?v=20221021152352\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.943853\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.842750\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.738367\"\n",
" },\n",
" {\n",
" \"topic\": \"retail_wholesale\",\n",
" \"relevance_score\": \"0.602953\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.614447\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.105265,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"GIS\",\n",
" \"relevance_score\": \"0.980991\",\n",
" \"ticker_sentiment_score\": \"0.101527\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Danaher Corporation $DHR Shares Purchased by Guggenheim Capital LLC\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-danaher-corporation-dhr-shares-purchased-by-guggenheim-capital-llc-2025-12-07/\",\n",
" \"time_published\": \"20251207T110056\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Guggenheim Capital LLC increased its stake in Danaher Corporation (NYSE:DHR) by 25.3% in the second quarter, bringing its total holdings to 34,066 shares valued at $6,729,000. Several other institutional investors also adjusted their positions in DHR. Insider activity included sales by SVP Brian W. Ellis and Director Teri List, while analysts have a \\\"Moderate Buy\\\" consensus rating with an average target price of $245.75 for Danaher.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/danaher-co-logo-1200x675.png?v=20210524093152\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.943017\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.851242\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.798210\"\n",
" },\n",
" {\n",
" \"topic\": \"life_sciences\",\n",
" \"relevance_score\": \"0.634499\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.592315\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.135029,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"DHR\",\n",
" \"relevance_score\": \"0.986956\",\n",
" \"ticker_sentiment_score\": \"0.259589\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"JCI\",\n",
" \"relevance_score\": \"0.573657\",\n",
" \"ticker_sentiment_score\": \"0.033560\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Invesco Ltd. Raises Holdings in Ventas, Inc. $VTR\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-invesco-ltd-raises-holdings-in-ventas-inc-vtr-2025-12-07/\",\n",
" \"time_published\": \"20251207T104511\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Invesco Ltd. significantly increased its stake in Ventas, Inc. (NYSE:VTR) by 36.1% in Q2, now owning 1.06% of the company valued at over $303 million. Despite insider selling by CEO Peter Bulgarelli and CFO Robert Probst, analysts maintain a \\\"Moderate Buy\\\" rating with a consensus price target of $78.40, following Ventas's Q3 earnings beat and positive FY2025 guidance. The stock exhibits a market capitalization of $37.87 billion and a current dividend yield of 2.4%.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/ventas-inc-logo-1200x675.png\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.932318\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.816608\"\n",
" },\n",
" {\n",
" \"topic\": \"real_estate\",\n",
" \"relevance_score\": \"0.741487\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.610665\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.617236\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.286477,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"IVZ\",\n",
" \"relevance_score\": \"0.801828\",\n",
" \"ticker_sentiment_score\": \"0.261009\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"VTR\",\n",
" \"relevance_score\": \"0.976754\",\n",
" \"ticker_sentiment_score\": \"0.262365\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Invesco Ltd. Cuts Holdings in Huntington Ingalls Industries, Inc. $HII\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-invesco-ltd-cuts-holdings-in-huntington-ingalls-industries-inc-hii-2025-12-07/\",\n",
" \"time_published\": \"20251207T104507\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Invesco Ltd. recently reduced its stake in Huntington Ingalls Industries (HII) by 11.3% in Q2, though institutional ownership remains high at over 90%. HII reported strong Q3 earnings, beating analyst expectations with an EPS of $3.68 and revenue of $3.19 billion, and also increased its quarterly dividend. Despite insider selling, the stock maintains an average analyst rating of \\\"Hold\\\" with an average price target of $318.57.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/huntington-ingalls-industries-inc-logo-1200x675.png?v=20240528162836\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.916420\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.809464\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.742355\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.628292\"\n",
" },\n",
" {\n",
" \"topic\": \"manufacturing\",\n",
" \"relevance_score\": \"0.640481\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"HII\",\n",
" \"relevance_score\": \"0.963701\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"IVZ\",\n",
" \"relevance_score\": \"0.894436\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" },\n",
" {\n",
" \"ticker\": \"SCHW\",\n",
" \"relevance_score\": \"0.623502\",\n",
" \"ticker_sentiment_score\": \"0.082423\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Hsbc Holdings PLC Lowers Position in Park Hotels & Resorts Inc. $PK\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-hsbc-holdings-plc-lowers-position-in-park-hotels-resorts-inc-pk-2025-12-07/\",\n",
" \"time_published\": \"20251207T104315\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Hsbc Holdings PLC has reduced its stake in Park Hotels & Resorts Inc. (NYSE:PK) by 36% in the second quarter, selling 153,062 shares and decreasing its holding to 271,907 shares. This move comes as Park Hotels & Resorts reported weaker-than-expected earnings and revenue, leading to a negative P/E ratio and several analyst downgrades. Despite a 9.5% dividend yield, the consensus analyst rating is \\\"Reduce\\\" with a target price of $11.10.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/park-hotels-amp;-resorts-inc-logo-1200x675.png\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.947348\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.835674\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.727899\"\n",
" },\n",
" {\n",
" \"topic\": \"real_estate\",\n",
" \"relevance_score\": \"0.636740\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.638902\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.001,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"PK\",\n",
" \"relevance_score\": \"0.977516\",\n",
" \"ticker_sentiment_score\": \"0.001000\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Norges Bank Takes Position in Cousins Properties Incorporated $CUZ\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-norges-bank-takes-position-in-cousins-properties-incorporated-cuz-2025-12-07/\",\n",
" \"time_published\": \"20251207T103107\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Norges Bank acquired a new position in Cousins Properties Incorporated, purchasing over 1.3 million shares valued at approximately $41.35 million in the second quarter. This move positions Norges Bank with about 0.82% ownership of the real estate investment trust. Cousins Properties reported strong Q2 earnings, meeting EPS estimates and exceeding revenue forecasts, and offering a 5.2% dividend yield, contributing to a \\\"Moderate Buy\\\" analyst rating.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/cousins-properties-incorporated-logo-1200x675.png?v=20221117150752\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"real_estate\",\n",
" \"relevance_score\": \"0.911949\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.901470\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.805784\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.713404\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.634038\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.046674,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"CUZ\",\n",
" \"relevance_score\": \"0.319482\",\n",
" \"ticker_sentiment_score\": \"0.039011\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" California Public Employees Retirement System Purchases 15,587 Shares of S&P Global Inc. $SPGI\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-california-public-employees-retirement-system-purchases-15587-shares-of-sp-global-inc-spgi-2025-12-07/\",\n",
" \"time_published\": \"20251207T102433\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" The California Public Employees Retirement System increased its stake in S&P Global Inc. by 2.5% during the second quarter, acquiring an additional 15,587 shares. The fund now owns 632,444 shares of S&P Global, valued at approximately $333.48 million. Other institutional investors have also adjusted their positions in the company, which continues to receive a \\\"Buy\\\" rating from analysts with a consensus price target of $613.00.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/samp;p-global-inc-logo-1200x675.jpg\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.930507\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.841176\"\n",
" },\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.749069\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.637962\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.420467,\n",
" \"overall_sentiment_label\": \"Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"SPGI\",\n",
" \"relevance_score\": \"0.977907\",\n",
" \"ticker_sentiment_score\": \"0.429352\",\n",
" \"ticker_sentiment_label\": \"Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Norges Bank Makes New $49.62 Million Investment in Norwegian Cruise Line Holdings Ltd. $NCLH\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-norges-bank-makes-new-4962-million-investment-in-norwegian-cruise-line-holdings-ltd-nclh-2025-12-07/\",\n",
" \"time_published\": \"20251207T102321\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Norges Bank has made a new significant investment in Norwegian Cruise Line Holdings Ltd. (NYSE:NCLH), acquiring 2,446,735 shares valued at approximately $49.62 million in the second quarter. This move makes Norges Bank a substantial holder, owning about 0.54% of the company. Other institutional investors have also adjusted their positions, and Wall Street analysts have issued various ratings for NCLH, with a consensus target price of $28.05.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/norwegian-cruise-line-holdings-ltd-logo-1200x675.PNG?v=20210105121822\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.912648\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.806293\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.700161\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.607947\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.142358,\n",
" \"overall_sentiment_label\": \"Neutral\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"NCLH\",\n",
" \"relevance_score\": \"0.977928\",\n",
" \"ticker_sentiment_score\": \"0.261431\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"RCL\",\n",
" \"relevance_score\": \"0.615868\",\n",
" \"ticker_sentiment_score\": \"0.046683\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" 460,477 Shares in Mohawk Industries, Inc. $MHK Purchased by Norges Bank\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-460477-shares-in-mohawk-industries-inc-mhk-purchased-by-norges-bank-2025-12-07/\",\n",
" \"time_published\": \"20251207T102318\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Norges Bank recently acquired a new stake of 460,477 shares in Mohawk Industries, Inc. (NYSE:MHK) during the second quarter, valued at approximately $48.28 million. This purchase makes Norges Bank a significant institutional holder, owning about 0.74% of Mohawk Industries. Other institutional investors have also adjusted their positions, and company insiders have sold shares recently.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/mohawk-industries-inc-logo-1200x675.png\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.927810\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.835307\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.714189\"\n",
" },\n",
" {\n",
" \"topic\": \"real_estate\",\n",
" \"relevance_score\": \"0.647145\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.648552\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.240837,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"MHK\",\n",
" \"relevance_score\": \"0.988484\",\n",
" \"ticker_sentiment_score\": \"0.227521\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"title\": \" Schroder Investment Management Group Increases Stake in Comerica Incorporated $CMA\",\n",
" \"url\": \"https://www.marketbeat.com/instant-alerts/filing-schroder-investment-management-group-increases-stake-in-comerica-incorporated-cma-2025-12-07/\",\n",
" \"time_published\": \"20251207T101241\",\n",
" \"authors\": [\n",
" \"MarketBeat\"\n",
" ],\n",
" \"summary\": \" Schroder Investment Management Group significantly increased its stake in Comerica Incorporated (NYSE:CMA) by 405.5% in Q2, acquiring 27,119 shares valued at $1.612 million. The financial services provider currently holds a consensus \\\"Hold\\\" rating from analysts with an average target price of $74.55, and recently announced a quarterly dividend of $0.71 per share.\",\n",
" \"banner_image\": \" https://www.marketbeat.com/logos/comerica-incorporated-logo-1200x675.jpg?v=20240426160626\",\n",
" \"source\": \"MarketBeat\",\n",
" \"category_within_source\": \"General\",\n",
" \"source_domain\": \"MarketBeat\",\n",
" \"topics\": [\n",
" {\n",
" \"topic\": \"earnings\",\n",
" \"relevance_score\": \"0.925385\"\n",
" },\n",
" {\n",
" \"topic\": \"financial_markets\",\n",
" \"relevance_score\": \"0.832735\"\n",
" },\n",
" {\n",
" \"topic\": \"finance\",\n",
" \"relevance_score\": \"0.830892\"\n",
" },\n",
" {\n",
" \"topic\": \"economy_macro\",\n",
" \"relevance_score\": \"0.611911\"\n",
" }\n",
" ],\n",
" \"overall_sentiment_score\": 0.187193,\n",
" \"overall_sentiment_label\": \"Somewhat-Bullish\",\n",
" \"ticker_sentiment\": [\n",
" {\n",
" \"ticker\": \"CMA\",\n",
" \"relevance_score\": \"0.988810\",\n",
" \"ticker_sentiment_score\": \"0.239287\",\n",
" \"ticker_sentiment_label\": \"Somewhat-Bullish\"\n",
" },\n",
" {\n",
" \"ticker\": \"WFC\",\n",
" \"relevance_score\": \"0.627918\",\n",
" \"ticker_sentiment_score\": \"0.113662\",\n",
" \"ticker_sentiment_label\": \"Neutral\"\n",
" }\n",
" ]\n",
" }\n",
" ]\n",
"}\n",
"\n",
"=== REDDIT ===\n",
"## Global News from Reddit (Last 7 days)\n",
"\n",
"### [worldnews] Pope Francis left funds in his will to buy ambulances for Ukraine, nun says (Score: 35739)\n",
"**Date:** 2025-12-04\n",
"\n",
"### [worldnews] Chernobyl radiation shield has stopped working after Russian drone strikes, UN warns (Score: 30055)\n",
"**Date:** 2025-12-06\n",
"\n",
"### [worldnews] EU tells Trump: You can’t pardon Putin for war crimes in Ukraine (Score: 27689)\n",
"**Date:** 2025-12-01\n",
"\n",
"### [worldnews] Macron warned US could ‘betray’ Ukraine in leaked leaders’ call, Spiegel reports (Score: 27492)\n",
"**Date:** 2025-12-04\n",
"\n",
"### [worldnews] Zelensky's jet in near-miss with four drones: Report (Score: 22212)\n",
"**Date:** 2025-12-04\n",
"\n",
"\n",
"\n",
"=== GOOGLE ===\n",
"\n"
]
}
],
"source": [
"print(execute_tool(\"get_global_news\", \"2025-12-07\"))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Here are five recent articles from December 1 to December 7, 2025, providing insights into global macroeconomic developments relevant for trading:\n",
"\n",
"1. **Tariffs, AI Boom Could Test Global Growth's Resilience, OECD Says** \n",
" The Organisation for Economic Co-operation and Development (OECD) reports that global growth remains resilient, bolstered by a surge in AI investments that help offset the negative effects of recent U.S. tariff hikes. The OECD forecasts a slight global economic deceleration from 3.2% in 2025 to 2.9% in 2026, with a rebound to 3.1% expected in 2027. However, risks persist due to ongoing trade tensions and potential corrections in overvalued AI-driven stock markets. ([reuters.com](https://www.reuters.com/world/china/tariffs-ai-boom-could-test-global-growths-resilience-oecd-says-2025-12-02/?utm_source=openai))\n",
"\n",
"2. **Trading Day: World Shivers on Japan Rate Chill** \n",
" On December 1, 2025, global financial markets experienced turbulence following comments by Bank of Japan (BOJ) Governor Kazuo Ueda, who suggested a possible interest rate hike on December 19. This led to a global spike in bond yields and a sell-off in equities, dampening optimism linked to a potential U.S. interest rate cut. The Japanese yen appreciated as Japanese Government Bond (JGB) yields surged, raising questions about the durability of monetary support amidst Japan's looming fiscal stimulus plans. ([reuters.com](https://www.reuters.com/world/china/global-markets-trading-day-graphic-2025-12-01/?utm_source=openai))\n",
"\n",
"3. **IMF Chief Georgieva to Visit China Next Week, IMF Says** \n",
" IMF Managing Director Kristalina Georgieva is set to visit China as part of the organization's annual Article IV review of the Chinese economy, running from December 1 to December 10, 2025. This visit marks the IMF's first review since August 2024, making it a long-overdue evaluation of China's economic policies. The IMF expressed optimism over ongoing U.S.-China trade discussions, noting that China's export-driven economy has been hampered by U.S. tariffs, which economists estimate reduced export growth by about 2 percentage points or 0.3% of GDP. ([reuters.com](https://www.reuters.com/world/asia-pacific/imf-chief-georgieva-visit-china-next-week-imf-says-2025-12-04/?utm_source=openai))\n",
"\n",
"4. **Cracks Appear in Entrenched Weak Dollar Outlook: Reuters Poll** \n",
" A Reuters poll reveals growing divergence among foreign exchange strategists over the future of the U.S. dollar. While the predominant sentiment remains bearish due to expectations of Federal Reserve rate cuts, a notable minority now anticipate a dollar rebound. The dollar has fallen about 9% year-to-date—its weakest year since 2017—due to concerns over tariffs, labor market uncertainties, fiscal outlook, and central bank independence. Despite consistent net-short positioning in the dollar since April, about 30% of strategists now foresee a short-term rally, a sharp increase from 6% in November. ([reuters.com](https://www.reuters.com/world/cracks-appear-entrenched-weak-dollar-outlook-2025-12-03/?utm_source=openai))\n",
"\n",
"5. **December Starts in Risk-Off Mode** \n",
" Markets began December in a risk-off mode, influenced by hawkish signals from the Bank of Japan, which put downward pressure on global stock markets. Despite record-breaking consumer spending during Black Friday in the U.S., underlying concerns such as inflation and waning consumer confidence painted a more nuanced economic picture. In the energy sector, OPEC+ decided to maintain current oil output levels as 2026 approaches, indicating a cautious outlook for oil supply and demand. ([reuters.com](https://www.reuters.com/podcasts/reuters-morning-bid/december-starts-risk-off-mode-2025-12-01/?utm_source=openai))\n",
"\n",
"These articles provide valuable insights into recent global macroeconomic trends and policy decisions that could impact trading strategies. \n"
]
}
],
"source": [
"client = OpenAI(api_key=os.getenv(\"OPENAI_API_KEY\"))\n",
"look_back_days = 7\n",
"date = \"2025-12-07\"\n",
"limit = 5\n",
"response = client.responses.create(\n",
" model=\"gpt-4o-mini\",\n",
" tools=[{\"type\": \"web_search_preview\"}],\n",
" input=f\"Search global or macroeconomics news from {look_back_days} days before {date} to {date} that would be informative for trading purposes. Make sure you only get the data posted during that period. Limit the results to {limit} articles.\"\n",
" )\n",
"print(response.output_text)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"📊 Memory Bank Statistics:\n",
" Total memories: 0\n",
" Accuracy rate: 0.0%\n",
" Average move: 0.00%\n",
"\n",
" Signal distribution:\n",
"\n",
"📝 Sample Memories (first 10):\n"
]
}
],
"source": [
" from tradingagents.agents.utils.memory import FinancialSituationMemory\n",
" from tradingagents.default_config import DEFAULT_CONFIG\n",
"\n",
" # Initialize memory\n",
" memory = FinancialSituationMemory(\n",
" name=\"financial_situations_prod\",\n",
" config=DEFAULT_CONFIG\n",
" )\n",
"\n",
" # Get statistics\n",
" stats = memory.get_statistics()\n",
" print(\"\\n📊 Memory Bank Statistics:\")\n",
" print(f\" Total memories: {stats['total_memories']}\")\n",
" print(f\" Accuracy rate: {stats['accuracy_rate']:.1f}%\")\n",
" print(f\" Average move: {stats['avg_move_pct']:.2f}%\")\n",
" print(f\"\\n Signal distribution:\")\n",
" for signal, values in stats['signal_distribution'].items():\n",
" print(f\" {signal}: {values}\")\n",
"\n",
" # Get all memories (limit to see sample)\n",
" all_memories = memory.situation_collection.get(\n",
" limit=10,\n",
" include=[\"metadatas\", \"documents\"]\n",
" )\n",
"\n",
" print(f\"\\n📝 Sample Memories (first 10):\")\n",
" for i, (doc, meta) in enumerate(zip(all_memories[\"documents\"], all_memories[\"metadatas\"])):\n",
" print(f\"\\n--- Memory {i+1} ---\")\n",
" print(f\"Ticker: {meta.get('ticker', 'N/A')}\")\n",
" print(f\"Date: {meta.get('analysis_date', 'N/A')}\")\n",
" print(f\"Move: {meta.get('move_pct', 0):.1f}% {meta.get('move_direction', '')}\")\n",
" print(f\"Days before: {meta.get('days_before_move', 'N/A')}\")\n",
" print(f\"Was correct: {meta.get('was_correct', False)}\")\n",
" print(f\"Situation: {doc[:200]}...\")\n",
" print(f\"Recommendation: {meta.get('recommendation', 'N/A')[:100]}...\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dates to request: ['2024-11-07 (Thursday)']\n",
"['symbol', 'expiration', 'strike', 'right', 'created', 'last_trade', 'open', 'high', 'low', 'close', 'volume', 'count', 'bid_size', 'bid_exchange', 'bid', 'bid_condition', 'ask_size', 'ask_exchange', 'ask', 'ask_condition']\n",
"['AAPL', '2026-06-18', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:08:26.896', '63.65', '63.65', '63.65', '63.65', '2', '1', '10', '76', '65.00', '50', '1', '46', '66.45', '50']\n",
"['AAPL', '2026-06-18', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '26', '4', '5.10', '50', '45', '60', '5.35', '50']\n",
"['AAPL', '2025-03-21', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '61', '7', '0.11', '50', '38', '4', '0.14', '50']\n",
"['AAPL', '2025-02-21', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:41.812', '31.20', '32.10', '31.20', '31.65', '247', '15', '4', '7', '30.75', '50', '5', '7', '33.70', '50']\n",
"['AAPL', '2025-06-20', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:39:39.169', '3.90', '3.90', '3.40', '3.46', '92', '46', '53', '42', '3.35', '50', '11', '60', '3.45', '50']\n",
"['AAPL', '2025-06-20', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:21:30.302', '0.27', '0.27', '0.22', '0.23', '57', '15', '49', '7', '0.23', '50', '50', '7', '0.25', '50']\n",
"['AAPL', '2024-11-15', '222.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:31.68', '2.12', '2.12', '0.90', '0.94', '3673', '1016', '25', '7', '0.82', '50', '11', '60', '1.00', '50']\n",
"['AAPL', '2024-11-08', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.154', '0.02', '0.02', '0.01', '0.01', '2342', '328', '43', '1', '0.01', '50', '30', '11', '0.02', '50']\n",
"['AAPL', '2024-12-13', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '99', '4', '0.24', '50']\n",
"['AAPL', '2025-09-19', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:24:30.598', '1.63', '1.63', '1.59', '1.59', '14', '4', '31', '7', '1.49', '50', '31', '11', '1.55', '50']\n",
"['AAPL', '2025-01-17', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:05:16.974', '148.28', '148.28', '148.28', '148.28', '4', '1', '30', '76', '148.00', '50', '30', '76', '149.55', '50']\n",
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"['AAPL', '2025-03-21', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:53:49.009', '2.40', '2.76', '2.39', '2.60', '122', '43', '21', '11', '2.65', '50', '10', '76', '2.74', '50']\n",
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"['AAPL', '2025-04-17', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.165', '19.15', '19.91', '18.78', '19.60', '54', '17', '1', '46', '18.85', '50', '30', '11', '20.85', '50']\n",
"['AAPL', '2025-01-17', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '157.75', '50', '30', '76', '159.40', '50']\n",
"['AAPL', '2024-11-08', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:21:30.878', '51.95', '52.66', '51.95', '52.64', '56', '5', '30', '11', '52.15', '50', '8', '47', '53.10', '50']\n",
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"['AAPL', '2024-11-22', '242.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:25.64', '0.21', '0.26', '0.19', '0.23', '1133', '74', '13', '60', '0.23', '50', '17', '46', '0.26', '50']\n",
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"['AAPL', '2024-12-13', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:55.005', '3.70', '4.77', '3.70', '4.60', '300', '130', '2', '7', '4.45', '50', '1', '60', '5.50', '50']\n",
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"['AAPL', '2024-12-27', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '41.95', '50', '30', '76', '45.40', '50']\n",
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"['AAPL', '2025-03-21', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:51.555', '7.54', '8.00', '7.15', '7.88', '375', '67', '5', '22', '7.80', '50', '1', '7', '8.00', '50']\n",
"['AAPL', '2024-12-20', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:42.249', '1.61', '1.61', '1.03', '1.06', '1691', '427', '27', '22', '1.06', '50', '26', '60', '1.10', '50']\n",
"['AAPL', '2024-11-15', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:21:30.844', '117.09', '117.09', '117.09', '117.09', '200', '1', '30', '76', '117.35', '50', '30', '76', '117.80', '50']\n",
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"['AAPL', '2025-03-21', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:57:06.207', '3.10', '3.10', '2.60', '2.69', '222', '99', '10', '76', '2.60', '50', '6', '42', '2.72', '50']\n",
"['AAPL', '2025-12-19', '55.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '115', '7', '0.10', '50', '28', '76', '0.13', '50']\n",
"['AAPL', '2025-09-19', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:12:22.021', '29.91', '30.95', '29.91', '30.95', '24', '4', '1', '76', '29.95', '50', '9', '7', '32.95', '50']\n",
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"['AAPL', '2025-03-21', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '212.35', '50', '1', '7', '214.05', '50']\n",
"['AAPL', '2026-01-16', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '145.60', '50', '30', '76', '147.95', '50']\n",
"['AAPL', '2025-03-21', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:12:46.837', '3.90', '3.95', '3.44', '3.55', '121', '40', '40', '76', '3.35', '50', '18', '60', '3.50', '50']\n",
"['AAPL', '2025-02-21', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:52:30.478', '23.10', '24.00', '22.19', '23.30', '225', '25', '1', '4', '23.15', '50', '5', '7', '25.65', '50']\n",
"['AAPL', '2025-08-15', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '26', '7', '1.80', '50', '41', '11', '1.88', '50']\n",
"['AAPL', '2025-06-20', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '4', '70.65', '50', '5', '7', '74.35', '50']\n",
"['AAPL', '2024-11-22', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:52:04.506', '26.35', '27.74', '26.35', '27.74', '10', '5', '11', '69', '27.65', '50', '3', '60', '28.20', '50']\n",
"['AAPL', '2025-09-19', '30.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '54', '7', '0.19', '50']\n",
"['AAPL', '2025-08-15', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:24:52.28', '6.55', '6.55', '6.55', '6.55', '10', '3', '30', '5', '6.20', '50', '10', '76', '6.35', '50']\n",
"['AAPL', '2024-11-15', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '33', '76', '0.01', '50']\n",
"['AAPL', '2025-01-17', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:30:28.512', '38.10', '40.08', '37.90', '39.95', '1361', '73', '2', '60', '39.50', '50', '2', '60', '40.05', '50']\n",
"['AAPL', '2025-01-17', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:38:38.414', '0.25', '0.25', '0.24', '0.25', '287', '23', '3', '46', '0.23', '50', '32', '60', '0.25', '50']\n",
"['AAPL', '2025-04-17', '335.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '4', '106.00', '50', '1', '4', '109.60', '50']\n",
"['AAPL', '2024-12-20', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:26:14.115', '0.06', '0.06', '0.05', '0.05', '41', '10', '35', '7', '0.03', '50', '58', '7', '0.10', '50']\n",
"['AAPL', '2026-06-18', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:58:14.756', '1.28', '1.28', '1.20', '1.22', '10', '6', '57', '7', '1.15', '50', '53', '7', '1.24', '50']\n",
"['AAPL', '2024-11-15', '360.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '34', '76', '0.01', '50']\n",
"['AAPL', '2025-12-19', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:08:23.954', '62.98', '63.00', '62.98', '63.00', '11', '2', '10', '7', '62.35', '50', '1', '42', '64.65', '50']\n",
"['AAPL', '2027-01-15', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:45:18.429', '44.00', '45.35', '43.98', '45.35', '33', '13', '10', '76', '44.75', '50', '1', '42', '46.65', '50']\n",
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"['AAPL', '2027-01-15', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:53:34.451', '2.37', '2.37', '2.37', '2.37', '1', '1', '44', '11', '2.18', '50', '32', '11', '2.45', '50']\n",
"['AAPL', '2025-12-19', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:29:14.413', '1.24', '1.24', '1.23', '1.23', '4', '2', '25', '7', '1.27', '50', '28', '7', '1.34', '50']\n",
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"['AAPL', '2025-09-19', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '56', '76', '0.04', '50']\n",
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"['AAPL', '2025-08-15', '295.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '2.58', '50', '42', '11', '2.74', '50']\n",
"['AAPL', '2024-12-20', '335.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '32', '7', '0.30', '50']\n",
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"['AAPL', '2025-09-19', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:37:37.069', '18.50', '19.60', '18.50', '19.60', '34', '11', '30', '11', '17.70', '50', '45', '11', '19.85', '50']\n",
"['AAPL', '2025-06-20', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:46:17.347', '40.32', '42.01', '40.25', '42.01', '42', '7', '7', '7', '39.85', '50', '6', '7', '43.75', '50']\n",
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"['AAPL', '2026-01-16', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:56:43.41', '4.10', '4.20', '4.10', '4.20', '7', '4', '33', '60', '4.05', '50', '51', '7', '4.30', '50']\n",
"['AAPL', '2025-06-20', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:47:43.52', '29.20', '30.65', '28.88', '30.65', '68', '20', '30', '11', '29.15', '50', '31', '11', '31.10', '50']\n",
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"['AAPL', '2024-11-08', '257.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '11', '0.00', '50', '450', '11', '0.01', '50']\n",
"['AAPL', '2024-12-13', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:10:22.083', '57.95', '57.98', '57.95', '57.98', '15', '10', '9', '69', '58.10', '50', '2', '47', '58.65', '50']\n",
"['AAPL', '2024-11-22', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:53:59.262', '0.13', '0.16', '0.13', '0.15', '1007', '88', '27', '60', '0.13', '50', '68', '46', '0.17', '50']\n",
"['AAPL', '2025-01-17', '355.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:39:02.302', '0.01', '0.01', '0.01', '0.01', '1', '1', '0', '76', '0.00', '50', '10', '76', '0.02', '50']\n",
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"['AAPL', '2024-11-22', '212.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:43:29.864', '13.95', '15.85', '13.95', '15.80', '95', '30', '15', '11', '15.40', '50', '2', '11', '15.90', '50']\n",
"['AAPL', '2024-12-20', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:31.181', '47.02', '48.95', '46.69', '48.95', '61', '16', '3', '60', '48.35', '50', '2', '7', '49.85', '50']\n",
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"['AAPL', '2025-01-17', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:05:11.608', '33.14', '34.60', '33.14', '34.55', '20', '10', '30', '76', '33.65', '50', '30', '76', '35.50', '50']\n",
"['AAPL', '2025-06-20', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '54', '9', '33.10', '50', '44', '9', '34.80', '50']\n",
"['AAPL', '2025-08-15', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:27:54.038', '2.88', '2.91', '2.85', '2.85', '3', '3', '10', '76', '2.57', '50', '10', '76', '2.65', '50']\n",
"['AAPL', '2024-12-20', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:57:48.331', '2.56', '2.64', '1.68', '1.81', '3701', '479', '20', '60', '1.66', '50', '30', '60', '1.78', '50']\n",
"['AAPL', '2024-11-15', '227.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:52.718', '4.57', '4.57', '2.44', '2.55', '2263', '515', '30', '11', '2.39', '50', '30', '11', '2.70', '50']\n",
"['AAPL', '2024-12-06', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:09:33.841', '0.05', '0.06', '0.05', '0.06', '2', '2', '18', '4', '0.04', '50', '1', '31', '0.06', '50']\n",
"['AAPL', '2025-09-19', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '50.85', '50', '7', '7', '54.45', '50']\n",
"['AAPL', '2026-01-16', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:09:39.182', '19.65', '19.85', '19.65', '19.75', '14', '4', '2', '46', '19.40', '50', '1', '7', '21.70', '50']\n",
"['AAPL', '2026-12-18', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '68', '7', '0.65', '50', '82', '7', '0.73', '50']\n",
"['AAPL', '2024-12-06', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '7', '0.05', '50', '20', '7', '0.08', '50']\n",
"['AAPL', '2025-08-15', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:30:40.233', '3.75', '3.75', '3.75', '3.75', '1', '1', '38', '69', '3.65', '50', '23', '5', '3.80', '50']\n",
"['AAPL', '2024-12-27', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:30.745', '5.55', '6.00', '5.00', '5.63', '63', '29', '234', '5', '3.80', '50', '218', '9', '7.00', '50']\n",
"['AAPL', '2024-11-15', '192.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:17:32.59', '0.05', '0.07', '0.05', '0.05', '22', '9', '12', '7', '0.04', '50', '50', '46', '0.05', '50']\n",
"['AAPL', '2026-06-18', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '14', '22', '122.60', '50', '69', '22', '126.40', '50']\n",
"['AAPL', '2024-12-06', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:02.627', '0.40', '0.53', '0.40', '0.48', '4376', '293', '18', '60', '0.44', '50', '131', '46', '0.53', '50']\n",
"['AAPL', '2026-12-18', '360.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '60', '130.50', '50', '2', '76', '135.00', '50']\n",
"['AAPL', '2025-03-21', '380.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:26.736', '0.05', '0.05', '0.03', '0.04', '357', '19', '43', '7', '0.03', '50', '39', '11', '0.05', '50']\n",
"['AAPL', '2024-12-13', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:54:07.499', '21.90', '23.70', '21.90', '23.65', '37', '7', '48', '76', '23.60', '50', '19', '76', '24.25', '50']\n",
"['AAPL', '2025-12-19', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:26:05.79', '1.60', '1.60', '1.60', '1.60', '1', '1', '45', '7', '1.63', '50', '35', '7', '1.72', '50']\n",
"['AAPL', '2025-04-17', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '39', '4', '27.65', '50', '47', '4', '29.65', '50']\n",
"['AAPL', '2025-09-19', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '1', '0.50', '50', '84', '7', '0.52', '50']\n",
"['AAPL', '2025-06-20', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:51:44.041', '101.13', '101.13', '101.13', '101.13', '8', '1', '30', '76', '101.00', '50', '17', '22', '101.70', '50']\n",
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"['AAPL', '2024-12-06', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:01:16.59', '87.40', '87.40', '87.40', '87.40', '1', '1', '30', '76', '87.75', '50', '1', '42', '89.30', '50']\n",
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"['AAPL', '2025-02-21', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:23.965', '1.47', '1.76', '1.47', '1.73', '395', '64', '22', '60', '1.68', '50', '2', '42', '1.78', '50']\n",
"['AAPL', '2027-01-15', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:56:19.969', '55.35', '57.18', '55.35', '56.80', '14', '8', '32', '11', '56.50', '50', '32', '11', '57.70', '50']\n",
"['AAPL', '2025-01-17', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:57:02.503', '1.15', '1.15', '0.82', '0.88', '2970', '452', '13', '7', '0.83', '50', '15', '11', '0.87', '50']\n",
"['AAPL', '2025-03-21', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:24:14.889', '0.12', '0.14', '0.12', '0.14', '6', '5', '64', '7', '0.12', '50', '85', '7', '0.15', '50']\n",
"['AAPL', '2026-06-18', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '95.50', '50', '30', '22', '98.85', '50']\n",
"['AAPL', '2025-12-19', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '61.30', '50', '12', '60', '64.05', '50']\n",
"['AAPL', '2024-11-22', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '5', '0.00', '50', '1', '46', '0.04', '50']\n",
"['AAPL', '2024-12-06', '125.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:36:10.947', '0.03', '0.03', '0.03', '0.03', '2', '1', '0', '46', '0.00', '50', '31', '7', '0.23', '50']\n",
"['AAPL', '2025-12-19', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:39:09.426', '19.60', '19.60', '19.60', '19.60', '6', '3', '3', '42', '18.95', '50', '30', '11', '20.95', '50']\n",
"['AAPL', '2025-03-21', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '190.95', '50', '30', '76', '194.00', '50']\n",
"['AAPL', '2025-01-17', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:58.304', '0.33', '0.41', '0.32', '0.38', '440', '57', '8', '7', '0.36', '50', '19', '46', '0.39', '50']\n",
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"['AAPL', '2025-09-19', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:16:37.26', '116.99', '116.99', '116.99', '116.99', '18', '1', '30', '76', '116.25', '50', '30', '76', '117.95', '50']\n",
"['AAPL', '2024-12-20', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:39:52.833', '0.05', '0.05', '0.04', '0.04', '60', '11', '42', '7', '0.02', '50', '46', '7', '0.10', '50']\n",
"['AAPL', '2025-12-19', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '91.15', '50', '7', '60', '93.90', '50']\n",
"['AAPL', '2026-06-18', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '76', '110.00', '50', '2', '76', '115.00', '50']\n",
"['AAPL', '2025-02-21', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.307', '1.15', '1.28', '1.10', '1.20', '402', '43', '14', '42', '1.20', '50', '2', '43', '1.28', '50']\n",
"['AAPL', '2025-01-17', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '27', '69', '0.02', '50']\n",
"['AAPL', '2027-01-15', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '16', '22', '160.50', '50', '1', '11', '165.00', '50']\n",
"['AAPL', '2025-01-17', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '197.45', '50', '1', '7', '199.10', '50']\n",
"['AAPL', '2025-12-19', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '87', '7', '0.28', '50', '53', '7', '0.31', '50']\n",
"['AAPL', '2024-12-13', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:06:10.205', '0.23', '0.23', '0.20', '0.20', '12', '3', '24', '7', '0.19', '50', '36', '7', '0.21', '50']\n",
"['AAPL', '2027-01-15', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:30:02.318', '58.04', '58.04', '58.00', '58.00', '2', '2', '87', '22', '59.75', '50', '22', '11', '60.85', '50']\n",
"['AAPL', '2025-01-17', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '31', '0.03', '50', '269', '9', '0.05', '50']\n",
"['AAPL', '2025-03-21', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:35.103', '1.38', '1.54', '1.35', '1.47', '116', '26', '9', '42', '1.47', '50', '28', '7', '1.75', '50']\n",
"['AAPL', '2024-11-22', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:47:37.585', '42.53', '42.98', '42.53', '42.98', '6', '3', '30', '76', '42.55', '50', '30', '76', '43.10', '50']\n",
"['AAPL', '2025-06-20', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '46', '0.02', '50', '1', '4', '0.04', '50']\n",
"['AAPL', '2024-12-13', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:56:57.763', '42.00', '42.00', '42.00', '42.00', '1', '1', '30', '76', '43.25', '50', '30', '76', '43.80', '50']\n",
"['AAPL', '2026-01-16', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '195', '5', '52.40', '50', '107', '4', '53.65', '50']\n",
"['AAPL', '2025-01-17', '75.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:24:21.019', '152.71', '152.71', '152.71', '152.71', '39', '1', '2', '7', '151.55', '50', '2', '7', '154.55', '50']\n",
"['AAPL', '2024-12-27', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:46:59.992', '10.60', '10.60', '10.60', '10.60', '1', '1', '20', '76', '8.40', '50', '26', '9', '11.35', '50']\n",
"['AAPL', '2026-12-18', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '121', '9', '53.50', '50', '47', '4', '56.45', '50']\n",
"['AAPL', '2027-01-15', '420.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:23:38.508', '2.37', '2.37', '2.24', '2.24', '600', '2', '17', '11', '2.08', '50', '28', '11', '2.32', '50']\n",
"['AAPL', '2025-02-21', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:23:25.119', '83.10', '83.34', '83.10', '83.34', '15', '3', '30', '76', '83.70', '50', '15', '60', '84.90', '50']\n",
"['AAPL', '2024-12-20', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:54.703', '0.18', '0.23', '0.18', '0.21', '414', '109', '40', '76', '0.20', '50', '14', '7', '0.22', '50']\n",
"['AAPL', '2025-08-15', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:57:06.693', '14.80', '14.95', '13.90', '14.15', '20', '13', '27', '69', '13.85', '50', '8', '7', '15.90', '50']\n",
"['AAPL', '2024-11-15', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '252', '7', '0.01', '50']\n",
"['AAPL', '2025-08-15', '305.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '75.80', '50', '7', '7', '79.40', '50']\n",
"['AAPL', '2025-02-21', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '62.10', '50', '2', '60', '63.35', '50']\n",
"['AAPL', '2024-11-29', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '81.90', '50', '6', '60', '83.15', '50']\n",
"['AAPL', '2024-11-08', '262.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '11', '0.00', '50', '750', '11', '0.01', '50']\n",
"['AAPL', '2025-04-17', '335.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '74', '7', '0.12', '50', '71', '7', '0.15', '50']\n",
"['AAPL', '2024-11-15', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:52:46.428', '0.05', '0.06', '0.04', '0.05', '931', '75', '10', '7', '0.04', '50', '69', '60', '0.05', '50']\n",
"['AAPL', '2024-11-08', '267.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '11', '0.00', '50', '450', '11', '0.01', '50']\n",
"['AAPL', '2024-12-13', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '10', '76', '0.09', '50']\n",
"['AAPL', '2027-01-15', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:45:55.925', '18.99', '19.31', '18.99', '19.28', '21', '4', '1', '7', '17.40', '50', '22', '76', '20.00', '50']\n",
"['AAPL', '2026-06-18', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '36', '7', '0.03', '50', '44', '7', '0.10', '50']\n",
"['AAPL', '2026-06-18', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:48:03.251', '76.91', '76.92', '76.82', '76.83', '18', '7', '12', '69', '76.55', '50', '1', '11', '77.30', '50']\n",
"['AAPL', '2024-11-08', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:14.689', '0.01', '0.01', '0.01', '0.01', '124', '14', '0', '76', '0.00', '50', '1405', '11', '0.01', '50']\n",
"['AAPL', '2024-12-06', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '62.20', '50', '30', '76', '63.75', '50']\n",
"['AAPL', '2025-04-17', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:07.067', '7.10', '7.40', '6.82', '7.32', '228', '59', '30', '11', '7.45', '50', '1', '46', '8.50', '50']\n",
"['AAPL', '2025-04-17', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:45:54.923', '0.10', '0.10', '0.10', '0.10', '1', '1', '92', '7', '0.10', '50', '49', '7', '0.13', '50']\n",
"['AAPL', '2024-12-27', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '32.15', '50', '30', '76', '35.55', '50']\n",
"['AAPL', '2024-11-22', '125.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '30', '76', '0.01', '50']\n",
"['AAPL', '2025-02-21', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '47.15', '50', '3', '60', '48.45', '50']\n",
"['AAPL', '2025-06-20', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:31.769', '8.75', '9.32', '8.53', '9.27', '107', '44', '10', '76', '8.70', '50', '1', '7', '9.50', '50']\n",
"['AAPL', '2024-12-20', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:57.898', '82.85', '83.55', '82.85', '83.55', '50', '2', '1', '43', '82.20', '50', '30', '76', '83.60', '50']\n",
"['AAPL', '2025-02-21', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '7', '0.08', '50', '29', '7', '0.13', '50']\n",
"['AAPL', '2025-02-21', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '22', '126.80', '50', '3', '1', '130.40', '50']\n",
"['AAPL', '2025-04-17', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:45.195', '5.80', '5.80', '5.25', '5.25', '323', '124', '27', '60', '5.20', '50', '18', '60', '5.35', '50']\n",
"['AAPL', '2027-01-15', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:40:47.671', '69.75', '70.50', '69.75', '70.50', '10', '2', '33', '11', '70.10', '50', '1', '42', '72.15', '50']\n",
"['AAPL', '2024-12-20', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '176.90', '50', '30', '76', '177.95', '50']\n",
"['AAPL', '2025-04-17', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '21', '60', '65.35', '50', '30', '76', '66.95', '50']\n",
"['AAPL', '2025-09-19', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '35', '4', '8.05', '50', '17', '4', '8.30', '50']\n",
"['AAPL', '2024-11-22', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '6', '0.01', '50', '10', '76', '0.04', '50']\n",
"['AAPL', '2024-12-13', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:08.328', '10.05', '10.90', '9.40', '10.50', '84', '23', '1', '31', '9.90', '50', '1', '65', '11.50', '50']\n",
"['AAPL', '2025-02-21', '365.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '7', '0.02', '50', '26', '11', '0.04', '50']\n",
"['AAPL', '2026-01-16', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '141.00', '50', '30', '76', '143.20', '50']\n",
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"['AAPL', '2026-06-18', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '4', '60', '70.80', '50', '9', '60', '74.15', '50']\n",
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"['AAPL', '2025-08-15', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:31:22.193', '4.30', '4.30', '4.30', '4.30', '1', '1', '33', '60', '4.30', '50', '24', '60', '4.50', '50']\n",
"['AAPL', '2025-09-19', '35.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '54', '7', '0.17', '50']\n",
"['AAPL', '2025-12-19', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:00:10.944', '19.85', '21.28', '19.85', '21.28', '57', '8', '30', '11', '19.30', '50', '1', '7', '22.40', '50']\n",
"['AAPL', '2024-11-15', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '107.25', '50', '30', '76', '107.80', '50']\n",
"['AAPL', '2026-06-18', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '7', '210.70', '50', '8', '7', '214.30', '50']\n",
"['AAPL', '2027-01-15', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '22', '169.50', '50', '30', '76', '173.40', '50']\n",
"['AAPL', '2026-12-18', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:59:34.65', '21.35', '22.02', '21.35', '22.02', '9', '4', '16', '47', '20.85', '50', '1', '47', '23.15', '50']\n",
"['AAPL', '2025-12-19', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '103.65', '50', '33', '22', '105.00', '50']\n",
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"['AAPL', '2026-12-18', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '4', '133.50', '50', '30', '76', '137.05', '50']\n",
"['AAPL', '2025-03-21', '75.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '151.65', '50', '3', '1', '155.30', '50']\n",
"['AAPL', '2025-12-19', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '30', '76', '0.05', '50']\n",
"['AAPL', '2025-02-21', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:47.377', '2.59', '2.59', '1.94', '1.94', '243', '45', '16', '46', '1.91', '50', '17', '60', '1.98', '50']\n",
"['AAPL', '2024-12-20', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '502', '7', '0.01', '50']\n",
"['AAPL', '2025-06-20', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:47:10.588', '90.27', '91.13', '90.27', '90.95', '311', '21', '30', '76', '90.90', '50', '20', '22', '92.15', '50']\n",
"['AAPL', '2024-12-20', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:35:09.999', '0.04', '0.04', '0.04', '0.04', '50', '7', '35', '7', '0.02', '50', '43', '7', '0.08', '50']\n",
"['AAPL', '2025-08-15', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '55.75', '50', '1', '22', '59.60', '50']\n",
"['AAPL', '2025-12-19', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:14:05.503', '0.80', '0.80', '0.75', '0.75', '2005', '2', '50', '7', '0.73', '50', '54', '7', '0.78', '50']\n",
"['AAPL', '2024-11-22', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '44', '4', '0.22', '50']\n",
"['AAPL', '2024-11-22', '227.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:02.044', '5.20', '5.20', '3.30', '3.66', '8068', '230', '5', '69', '3.25', '50', '10', '7', '4.05', '50']\n",
"['AAPL', '2025-01-17', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '133.05', '50', '2', '7', '134.85', '50']\n",
"['AAPL', '2025-06-20', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:57:12.048', '1.74', '1.74', '1.56', '1.61', '59', '7', '23', '7', '1.54', '50', '29', '60', '1.61', '50']\n",
"['AAPL', '2024-11-15', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '29', '76', '0.01', '50']\n",
"['AAPL', '2025-04-17', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '113.75', '50', '1', '7', '116.35', '50']\n",
"['AAPL', '2025-01-17', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:48:33.12', '0.16', '0.18', '0.16', '0.17', '3438', '106', '36', '7', '0.17', '50', '23', '7', '0.18', '50']\n",
"['AAPL', '2026-12-18', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:13:54.378', '9.00', '9.00', '8.65', '8.65', '26', '3', '33', '11', '8.50', '50', '36', '60', '8.80', '50']\n",
"['AAPL', '2026-06-18', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:22.256', '0.65', '0.66', '0.65', '0.66', '5', '2', '82', '7', '0.64', '50', '79', '7', '0.71', '50']\n",
"['AAPL', '2025-06-20', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:12:00.753', '0.68', '0.68', '0.68', '0.68', '11', '2', '44', '7', '0.62', '50', '37', '7', '0.66', '50']\n",
"['AAPL', '2025-01-17', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:55:54.708', '0.11', '0.11', '0.11', '0.11', '11', '3', '48', '7', '0.10', '50', '35', '7', '0.12', '50']\n",
"['AAPL', '2025-02-21', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:51:54.893', '0.05', '0.05', '0.05', '0.05', '100', '1', '99', '9', '0.04', '50', '56', '7', '0.07', '50']\n",
"['AAPL', '2025-09-19', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:15:31.254', '0.22', '0.22', '0.22', '0.22', '1', '1', '97', '7', '0.21', '50', '62', '7', '0.24', '50']\n",
"['AAPL', '2024-12-20', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '502', '60', '0.01', '50']\n",
"['AAPL', '2025-02-21', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:51:04.48', '58.15', '58.15', '58.15', '58.15', '1', '1', '30', '76', '59.50', '50', '1', '7', '61.45', '50']\n",
"['AAPL', '2024-11-15', '30.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '509', '7', '0.01', '50']\n",
"['AAPL', '2025-03-21', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:16:06.082', '40.73', '42.55', '40.73', '42.50', '91', '17', '20', '76', '42.10', '50', '1', '42', '43.35', '50']\n",
"['AAPL', '2025-12-19', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:06:30.212', '22.40', '22.40', '21.65', '21.65', '7', '4', '24', '11', '21.30', '50', '48', '11', '22.60', '50']\n",
"['AAPL', '2024-12-27', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '9', '12.35', '50', '1', '6', '15.65', '50']\n",
"['AAPL', '2026-12-18', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:15:53.938', '68.80', '70.00', '68.40', '70.00', '201', '7', '1', '7', '69.60', '50', '30', '11', '71.75', '50']\n",
"['AAPL', '2024-12-13', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '107.25', '50', '3', '1', '109.50', '50']\n",
"['AAPL', '2024-12-27', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '26.20', '50', '30', '76', '29.55', '50']\n",
"['AAPL', '2027-01-15', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:29:08.24', '4.95', '4.95', '4.95', '4.95', '1', '1', '26', '11', '4.50', '50', '32', '11', '4.85', '50']\n",
"['AAPL', '2024-12-20', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:52.504', '19.54', '19.58', '17.77', '17.84', '120', '27', '30', '76', '16.70', '50', '2', '7', '19.20', '50']\n",
"['AAPL', '2026-06-18', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '120.85', '50', '15', '60', '124.10', '50']\n",
"['AAPL', '2025-04-17', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:01:03.782', '0.46', '0.46', '0.42', '0.42', '10', '6', '22', '7', '0.42', '50', '33', '7', '0.44', '50']\n",
"['AAPL', '2025-02-21', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:53:07.417', '0.76', '0.76', '0.65', '0.66', '340', '22', '27', '7', '0.63', '50', '23', '7', '0.67', '50']\n",
"['AAPL', '2025-12-19', '75.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '116', '7', '0.20', '50', '41', '42', '0.24', '50']\n",
"['AAPL', '2026-01-16', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '23', '4', '5.05', '50', '11', '42', '5.25', '50']\n",
"['AAPL', '2025-01-17', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '113.40', '50', '12', '60', '113.90', '50']\n",
"['AAPL', '2026-06-18', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '41', '11', '0.18', '50']\n",
"['AAPL', '2024-11-22', '227.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:35.424', '2.72', '3.90', '2.66', '3.80', '1470', '364', '30', '11', '3.60', '50', '2', '1', '3.90', '50']\n",
"['AAPL', '2025-06-20', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:47:57.976', '13.05', '13.46', '12.30', '12.45', '69', '36', '27', '60', '12.20', '50', '30', '11', '13.80', '50']\n",
"['AAPL', '2025-04-17', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:17:42.641', '9.00', '9.00', '8.20', '8.30', '104', '47', '29', '60', '8.05', '50', '48', '11', '9.20', '50']\n",
"['AAPL', '2027-01-15', '380.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '11', '3.80', '50', '1', '7', '6.10', '50']\n",
"['AAPL', '2024-11-08', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:30:28.748', '62.05', '62.05', '62.05', '62.05', '20', '1', '30', '11', '62.25', '50', '30', '11', '63.20', '50']\n",
"['AAPL', '2026-06-18', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '76', '61.10', '50', '40', '76', '63.80', '50']\n",
"['AAPL', '2024-12-06', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:57:46.15', '19.40', '19.40', '19.05', '19.05', '2', '2', '3', '6', '16.15', '50', '30', '76', '19.75', '50']\n",
"['AAPL', '2024-11-22', '242.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:27:22.306', '15.39', '15.44', '15.15', '15.15', '60', '23', '29', '76', '14.85', '50', '1', '6', '17.20', '50']\n",
"['AAPL', '2025-12-19', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:20:44.396', '0.55', '0.55', '0.55', '0.55', '28', '6', '69', '7', '0.54', '50', '90', '7', '0.59', '50']\n",
"['AAPL', '2024-11-22', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:45:31.852', '0.04', '0.04', '0.04', '0.04', '22', '3', '17', '7', '0.02', '50', '5', '65', '0.05', '50']\n",
"['AAPL', '2025-01-17', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:02.093', '43.90', '43.90', '42.70', '42.70', '5', '4', '30', '76', '42.20', '50', '1', '76', '43.75', '50']\n",
"['AAPL', '2025-09-19', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:04:44.078', '60.00', '61.30', '60.00', '61.30', '8', '4', '30', '76', '61.55', '50', '30', '76', '62.95', '50']\n",
"['AAPL', '2025-01-17', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:03.25', '73.71', '74.35', '73.71', '74.35', '9', '2', '9', '76', '73.80', '50', '5', '7', '74.45', '50']\n",
"['AAPL', '2024-12-13', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '67.15', '50', '30', '76', '68.30', '50']\n",
"['AAPL', '2025-01-17', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '48', '7', '0.03', '50', '75', '9', '0.06', '50']\n",
"['AAPL', '2025-02-21', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '102.10', '50', '2', '60', '103.30', '50']\n",
"['AAPL', '2024-12-20', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:23.807', '4.34', '5.50', '4.30', '5.25', '3619', '899', '15', '11', '5.20', '50', '5', '60', '5.50', '50']\n",
"['AAPL', '2024-12-27', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '80', '4', '2.22', '50']\n",
"['AAPL', '2025-01-17', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:44:48.379', '19.51', '20.00', '18.47', '18.73', '67', '20', '1', '69', '18.15', '50', '10', '76', '18.50', '50']\n",
"['AAPL', '2025-01-17', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:57.479', '24.56', '25.13', '22.80', '22.91', '82', '25', '2', '7', '21.65', '50', '2', '7', '24.10', '50']\n",
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"['AAPL', '2025-12-19', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:48:16.357', '127.32', '127.32', '127.32', '127.32', '2', '1', '8', '7', '125.20', '50', '30', '76', '128.60', '50']\n",
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"['AAPL', '2025-12-19', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '21', '7', '167.70', '50', '7', '7', '171.55', '50']\n",
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"['AAPL', '2024-11-15', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:54.736', '0.11', '0.15', '0.11', '0.14', '4527', '652', '31', '11', '0.12', '50', '14', '7', '0.14', '50']\n",
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"['AAPL', '2025-09-19', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:32:05.605', '1.36', '1.36', '1.28', '1.28', '51', '2', '39', '7', '1.25', '50', '45', '4', '1.32', '50']\n",
"['AAPL', '2024-11-22', '207.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:51:01.535', '0.26', '0.27', '0.20', '0.22', '31', '18', '98', '46', '0.19', '50', '38', '43', '0.23', '50']\n",
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"['AAPL', '2024-11-08', '192.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '11', '34.50', '50', '30', '11', '35.70', '50']\n",
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"['AAPL', '2027-01-15', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:59:42.799', '29.95', '30.50', '29.55', '30.50', '70', '9', '1', '69', '28.50', '50', '30', '11', '31.80', '50']\n",
"['AAPL', '2025-08-15', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '6', '58.75', '50', '6', '76', '61.10', '50']\n",
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"['AAPL', '2024-12-27', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '51.10', '50', '30', '76', '54.55', '50']\n",
"['AAPL', '2025-06-20', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:59.569', '10.70', '11.05', '10.45', '10.90', '405', '24', '1', '11', '9.90', '50', '10', '22', '11.10', '50']\n",
"['AAPL', '2024-11-22', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:22.491', '0.29', '0.41', '0.28', '0.40', '1574', '266', '11', '60', '0.36', '50', '36', '60', '0.42', '50']\n",
"['AAPL', '2025-03-21', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:01:29.603', '45.25', '46.72', '45.00', '46.72', '97', '11', '1', '60', '45.75', '50', '2', '1', '47.95', '50']\n",
"['AAPL', '2025-04-17', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:06:49.655', '0.71', '0.72', '0.71', '0.72', '7', '3', '30', '7', '0.69', '50', '30', '76', '0.73', '50']\n",
"['AAPL', '2025-03-21', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '177.05', '50', '1', '7', '179.55', '50']\n",
"['AAPL', '2024-11-15', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:02:34.322', '23.80', '23.80', '23.06', '23.06', '3', '3', '12', '76', '22.30', '50', '30', '76', '24.65', '50']\n",
"['AAPL', '2024-11-15', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:02.812', '47.65', '47.65', '47.65', '47.65', '1', '1', '30', '76', '47.25', '50', '30', '76', '48.20', '50']\n",
"['AAPL', '2024-12-20', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:08.894', '1.01', '1.01', '0.66', '0.71', '869', '186', '7', '7', '0.67', '50', '31', '11', '0.70', '50']\n",
"['AAPL', '2025-04-17', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:41:33.874', '25.18', '25.18', '25.06', '25.06', '2', '2', '20', '76', '23.70', '50', '26', '9', '25.60', '50']\n",
"['AAPL', '2025-09-19', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '191.30', '50', '28', '76', '194.85', '50']\n",
"['AAPL', '2024-12-20', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:33.19', '8.45', '8.45', '6.45', '6.63', '3981', '293', '8', '60', '6.45', '50', '6', '60', '7.65', '50']\n",
"['AAPL', '2027-01-15', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '18', '22', '192.00', '50', '30', '76', '196.05', '50']\n",
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"['AAPL', '2025-03-21', '380.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '4', '151.00', '50', '4', '7', '154.55', '50']\n",
"['AAPL', '2026-06-18', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '27.85', '50', '19', '1', '31.95', '50']\n",
"['AAPL', '2026-01-16', '55.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '69', '0.00', '50', '42', '42', '0.18', '50']\n",
"['AAPL', '2025-09-19', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:22:39.705', '70.35', '70.35', '70.35', '70.35', '20', '9', '30', '76', '70.30', '50', '1', '1', '71.65', '50']\n",
"['AAPL', '2024-11-15', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '142.25', '50', '30', '76', '142.80', '50']\n",
"['AAPL', '2025-01-17', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '102.15', '50', '12', '47', '103.15', '50']\n",
"['AAPL', '2027-01-15', '400.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:31:42.367', '2.79', '2.93', '2.79', '2.93', '11', '2', '10', '76', '2.80', '50', '18', '76', '3.15', '50']\n",
"['AAPL', '2024-12-20', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '137.15', '50', '30', '76', '138.20', '50']\n",
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"['AAPL', '2025-02-21', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:42:05.205', '0.37', '0.37', '0.34', '0.34', '3', '3', '71', '7', '0.30', '50', '56', '7', '0.33', '50']\n",
"['AAPL', '2024-11-22', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '105.75', '50', '30', '76', '107.90', '50']\n",
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"['AAPL', '2025-08-15', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '105.45', '50', '30', '76', '108.05', '50']\n",
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"['AAPL', '2026-01-16', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '102.60', '50', '30', '22', '105.55', '50']\n",
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"['AAPL', '2025-08-15', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '30.95', '50', '8', '4', '33.05', '50']\n",
"['AAPL', '2027-01-15', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '28', '76', '121.20', '50', '30', '76', '124.50', '50']\n",
"['AAPL', '2024-11-29', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:07:46.238', '0.09', '0.09', '0.07', '0.07', '30', '7', '26', '7', '0.07', '50', '26', '7', '0.09', '50']\n",
"['AAPL', '2026-12-18', '400.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:07:07.404', '2.61', '2.65', '2.61', '2.65', '2', '2', '30', '11', '2.60', '50', '2', '11', '2.79', '50']\n",
"['AAPL', '2026-12-18', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '1', '0.01', '50', '37', '42', '0.14', '50']\n",
"['AAPL', '2024-11-29', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '60', '62.00', '50', '30', '76', '63.20', '50']\n",
"['AAPL', '2025-04-17', '135.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:03:23.429', '0.28', '0.28', '0.28', '0.28', '1', '1', '32', '7', '0.27', '50', '31', '42', '0.32', '50']\n",
"['AAPL', '2026-06-18', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:23:20.194', '6.15', '6.15', '6.15', '6.15', '50', '13', '2', '4', '5.90', '50', '33', '60', '6.10', '50']\n",
"['AAPL', '2024-12-20', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:58:48.778', '42.68', '42.80', '42.63', '42.64', '14', '9', '30', '76', '42.20', '50', '30', '76', '42.90', '50']\n",
"['AAPL', '2024-12-20', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '122.45', '50', '30', '76', '123.30', '50']\n",
"['AAPL', '2027-01-15', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '70.50', '50', '1', '4', '75.00', '50']\n",
"['AAPL', '2024-11-15', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '166.90', '50', '30', '76', '167.80', '50']\n",
"['AAPL', '2024-11-29', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:29.998', '1.04', '1.56', '1.04', '1.45', '1480', '361', '4', '11', '1.43', '50', '1', '22', '1.50', '50']\n",
"['AAPL', '2025-04-17', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:37:30.375', '46.46', '47.87', '45.88', '47.87', '14', '6', '1', '60', '46.80', '50', '40', '76', '48.25', '50']\n",
"['AAPL', '2025-03-21', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:48.905', '11.40', '12.55', '11.35', '12.34', '509', '140', '30', '11', '10.85', '50', '3', '6', '13.65', '50']\n",
"['AAPL', '2024-11-15', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '109', '7', '0.01', '50']\n",
"['AAPL', '2024-12-27', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '41.15', '50', '1', '60', '44.55', '50']\n",
"['AAPL', '2026-06-18', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '187', '4', '52.15', '50', '7', '11', '54.55', '50']\n",
"['AAPL', '2024-11-08', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '60', '32.10', '50', '7', '60', '33.15', '50']\n",
"['AAPL', '2026-12-18', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:34:41.379', '33.10', '34.05', '33.10', '34.05', '6', '4', '10', '76', '33.85', '50', '12', '7', '36.05', '50']\n",
"['AAPL', '2024-11-22', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:44.985', '6.45', '6.52', '4.60', '4.86', '310', '78', '30', '11', '4.30', '50', '37', '11', '5.35', '50']\n",
"['AAPL', '2025-03-21', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '101', '7', '0.10', '50', '82', '7', '0.12', '50']\n",
"['AAPL', '2026-01-16', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '42', '7', '0.07', '50', '30', '76', '0.11', '50']\n",
"['AAPL', '2025-02-21', '375.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '50', '7', '0.01', '50', '108', '7', '0.12', '50']\n",
"['AAPL', '2025-01-17', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '57.20', '50', '15', '47', '58.70', '50']\n",
"['AAPL', '2025-09-19', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:12:15.599', '1.07', '1.09', '1.07', '1.09', '3', '3', '35', '7', '1.06', '50', '59', '7', '1.12', '50']\n",
"['AAPL', '2024-11-08', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:48:21.694', '0.01', '0.01', '0.01', '0.01', '1263', '53', '0', '22', '0.00', '50', '301', '11', '0.01', '50']\n",
"['AAPL', '2027-01-15', '360.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:42:28.047', '5.40', '5.40', '5.40', '5.40', '6', '1', '17', '5', '5.25', '50', '42', '11', '5.60', '50']\n",
"['AAPL', '2024-11-29', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '106.90', '50', '30', '76', '108.05', '50']\n",
"['AAPL', '2025-04-17', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:42:16.927', '25.24', '26.80', '25.24', '26.59', '18', '8', '6', '7', '25.05', '50', '15', '60', '27.10', '50']\n",
"['AAPL', '2024-12-20', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '502', '7', '0.01', '50']\n",
"['AAPL', '2025-12-19', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '14', '60', '111.05', '50', '12', '60', '113.90', '50']\n",
"['AAPL', '2025-12-19', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:28:11.136', '135.90', '136.80', '135.90', '136.80', '75', '3', '30', '76', '134.60', '50', '30', '76', '137.95', '50']\n",
"['AAPL', '2026-12-18', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '56', '7', '1.33', '50', '58', '7', '1.44', '50']\n",
"['AAPL', '2026-12-18', '390.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '3.05', '50', '27', '11', '3.25', '50']\n",
"['AAPL', '2027-01-15', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:19:13.789', '6.78', '6.78', '6.78', '6.78', '1', '1', '38', '11', '6.70', '50', '17', '5', '7.30', '50']\n",
"['AAPL', '2026-01-16', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:21:21.2', '4.55', '4.55', '4.40', '4.45', '45', '6', '31', '11', '4.30', '50', '30', '76', '4.50', '50']\n",
"['AAPL', '2025-02-21', '305.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '77.15', '50', '3', '60', '78.40', '50']\n",
"['AAPL', '2027-01-15', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '11', '0.00', '50', '72', '22', '0.15', '50']\n",
"['AAPL', '2026-06-18', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '208', '4', '44.30', '50', '51', '4', '47.10', '50']\n",
"['AAPL', '2024-12-20', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '191.80', '50', '30', '76', '192.85', '50']\n",
"['AAPL', '2024-11-22', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '10', '76', '0.21', '50']\n",
"['AAPL', '2025-02-21', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:01:01.796', '88.00', '88.00', '88.00', '88.00', '5', '1', '30', '76', '89.25', '50', '14', '60', '89.80', '50']\n",
"['AAPL', '2025-02-21', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:06.351', '14.05', '14.15', '13.10', '13.15', '232', '23', '5', '22', '11.30', '50', '46', '4', '14.90', '50']\n",
"['AAPL', '2025-12-19', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:11:04.621', '2.75', '2.75', '2.64', '2.64', '13', '4', '37', '7', '2.56', '50', '13', '42', '2.67', '50']\n",
"['AAPL', '2025-04-17', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '7', '0.23', '50', '30', '7', '0.29', '50']\n",
"['AAPL', '2027-01-15', '420.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '76', '190.00', '50', '2', '76', '195.00', '50']\n",
"['AAPL', '2026-06-18', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '42', '7', '0.15', '50']\n",
"['AAPL', '2026-01-16', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '71.40', '50', '4', '60', '74.05', '50']\n",
"['AAPL', '2026-12-18', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:08:07.526', '86.95', '88.20', '86.95', '88.20', '42', '2', '20', '76', '88.45', '50', '30', '76', '90.65', '50']\n",
"['AAPL', '2025-12-19', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:38:23.571', '140.90', '140.90', '140.90', '140.90', '129', '1', '30', '76', '140.80', '50', '30', '76', '142.90', '50']\n",
"['AAPL', '2024-11-22', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:56:25.971', '0.03', '0.03', '0.03', '0.03', '1', '1', '0', '69', '0.00', '50', '31', '11', '0.04', '50']\n",
"['AAPL', '2025-09-19', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:02:20.76', '25.15', '25.15', '25.15', '25.15', '7', '1', '1', '4', '24.10', '50', '10', '76', '25.35', '50']\n",
"['AAPL', '2024-12-13', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '11', '0.02', '50', '36', '11', '0.06', '50']\n",
"['AAPL', '2024-12-13', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '97.30', '50', '6', '60', '98.40', '50']\n",
"['AAPL', '2025-09-19', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:13:44.637', '88.28', '88.28', '88.28', '88.28', '10', '1', '23', '60', '88.05', '50', '30', '76', '89.75', '50']\n",
"['AAPL', '2025-04-17', '305.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '4', '76.05', '50', '1', '22', '78.80', '50']\n",
"['AAPL', '2025-01-17', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '162.50', '50', '24', '22', '164.20', '50']\n",
"['AAPL', '2026-01-16', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '25', '76', '0.04', '50']\n",
"['AAPL', '2025-09-19', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '181.65', '50', '7', '7', '185.25', '50']\n",
"['AAPL', '2025-03-21', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:55:32.305', '114.10', '114.10', '114.10', '114.10', '37', '1', '30', '76', '114.20', '50', '22', '22', '115.60', '50']\n",
"['AAPL', '2025-12-19', '55.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '172.50', '50', '30', '76', '176.10', '50']\n",
"['AAPL', '2024-12-20', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '20', '76', '0.01', '50']\n",
"['AAPL', '2024-11-15', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '252', '7', '0.01', '50']\n",
"['AAPL', '2024-11-15', '232.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:03.937', '7.80', '7.85', '5.72', '5.95', '288', '87', '6', '60', '5.05', '50', '10', '76', '6.10', '50']\n",
"['AAPL', '2026-01-16', '25.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '22', '22', '201.00', '50', '30', '76', '204.60', '50']\n",
"['AAPL', '2026-01-16', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:30:00.735', '0.50', '0.50', '0.50', '0.50', '5', '1', '90', '7', '0.43', '50', '2', '7', '0.47', '50']\n",
"['AAPL', '2024-11-15', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:46:23.411', '0.02', '0.02', '0.01', '0.01', '736', '64', '1', '1', '0.01', '50', '19', '11', '0.02', '50']\n",
"['AAPL', '2025-03-21', '360.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '4', '131.00', '50', '4', '7', '134.30', '50']\n",
"['AAPL', '2024-11-22', '202.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:57:42.381', '0.15', '0.17', '0.15', '0.15', '5', '4', '19', '4', '0.13', '50', '35', '7', '0.16', '50']\n",
"['AAPL', '2026-06-18', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:43:12.901', '20.78', '20.78', '20.70', '20.70', '40', '4', '1', '42', '20.50', '50', '10', '76', '21.75', '50']\n",
"['AAPL', '2024-12-06', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:11.555', '47.55', '47.55', '47.55', '47.55', '1', '1', '30', '76', '47.20', '50', '21', '47', '48.75', '50']\n",
"['AAPL', '2027-01-15', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '22', '178.50', '50', '30', '76', '182.50', '50']\n",
"['AAPL', '2024-12-06', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:32:11.194', '0.03', '0.03', '0.03', '0.03', '51', '3', '128', '9', '0.02', '50', '18', '46', '0.04', '50']\n",
"['AAPL', '2025-04-17', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:19.189', '1.95', '2.14', '1.95', '2.14', '29', '10', '10', '76', '2.16', '50', '1', '22', '2.22', '50']\n",
"['AAPL', '2024-12-20', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '212.25', '50', '30', '76', '212.80', '50']\n",
"['AAPL', '2024-12-20', '25.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '202.25', '50', '30', '76', '202.80', '50']\n",
"['AAPL', '2024-12-20', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '7', '155.95', '50', '30', '76', '158.10', '50']\n",
"['AAPL', '2025-12-19', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '7', '0.04', '50', '39', '7', '0.10', '50']\n",
"['AAPL', '2025-06-20', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '94', '7', '0.26', '50', '57', '7', '0.29', '50']\n",
"['AAPL', '2025-01-17', '5.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '752', '7', '0.01', '50']\n",
"['AAPL', '2026-06-18', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:08:32.842', '19.00', '19.60', '19.00', '19.60', '23', '9', '10', '76', '19.55', '50', '1', '42', '20.85', '50']\n",
"['AAPL', '2024-11-22', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:43:10.886', '0.01', '0.01', '0.01', '0.01', '40', '2', '0', '76', '0.00', '50', '20', '76', '0.02', '50']\n",
"['AAPL', '2025-12-19', '5.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:31:58.474', '0.01', '0.01', '0.01', '0.01', '8', '1', '0', '60', '0.00', '50', '500', '60', '0.02', '50']\n",
"['AAPL', '2027-01-15', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '37', '22', '100.65', '50', '27', '76', '102.45', '50']\n",
"['AAPL', '2024-11-29', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:37:18.216', '22.09', '23.22', '21.42', '23.13', '16', '12', '1', '7', '21.95', '50', '1', '7', '24.50', '50']\n",
"['AAPL', '2025-01-17', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:40:07.007', '88.00', '88.67', '88.00', '88.67', '4', '2', '30', '76', '88.80', '50', '9', '60', '89.20', '50']\n",
"['AAPL', '2024-11-08', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:47:28.325', '24.70', '24.70', '24.70', '24.70', '1', '1', '20', '76', '22.20', '50', '10', '76', '23.20', '50']\n",
"['AAPL', '2026-01-16', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:32:45.278', '5.09', '5.45', '5.05', '5.45', '491', '55', '40', '11', '5.30', '50', '1', '65', '5.45', '50']\n",
"['AAPL', '2025-04-17', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:48.805', '1.40', '1.40', '1.33', '1.33', '258', '88', '25', '42', '1.29', '50', '30', '76', '1.34', '50']\n",
"['AAPL', '2024-11-08', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '1350', '11', '0.01', '50']\n",
"['AAPL', '2024-11-08', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '1050', '11', '0.01', '50']\n",
"['AAPL', '2024-12-20', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:41:22.605', '0.02', '0.02', '0.02', '0.02', '7', '2', '38', '7', '0.01', '50', '55', '7', '0.12', '50']\n",
"['AAPL', '2024-12-13', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '76', '22.25', '50', '15', '7', '22.90', '50']\n",
"['AAPL', '2025-03-21', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:43:38.847', '0.25', '0.26', '0.25', '0.26', '2', '2', '83', '7', '0.25', '50', '66', '7', '0.28', '50']\n",
"['AAPL', '2025-03-21', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:00:33.292', '1.05', '1.05', '0.94', '0.99', '29', '14', '21', '7', '0.93', '50', '10', '42', '0.98', '50']\n",
"['AAPL', '2025-06-20', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:50:35.876', '0.86', '0.86', '0.86', '0.86', '1', '1', '25', '11', '0.84', '50', '30', '11', '0.89', '50']\n",
"['AAPL', '2026-01-16', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '120', '7', '0.10', '50', '81', '7', '0.13', '50']\n",
"['AAPL', '2024-12-20', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:52:21.499', '0.10', '0.11', '0.10', '0.11', '2930', '49', '45', '7', '0.10', '50', '42', '7', '0.12', '50']\n",
"['AAPL', '2024-11-22', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:29:09.081', '0.06', '0.06', '0.05', '0.05', '6', '3', '17', '7', '0.05', '50', '23', '69', '0.06', '50']\n",
"['AAPL', '2024-12-06', '295.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '64', '4', '0.02', '50']\n",
"['AAPL', '2024-11-22', '237.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:01:31.471', '11.00', '11.00', '11.00', '11.00', '1', '1', '32', '47', '10.15', '50', '58', '9', '10.75', '50']\n",
"['AAPL', '2025-06-20', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '124.20', '50', '22', '60', '125.80', '50']\n",
"['AAPL', '2025-03-21', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:32.323', '5.55', '6.25', '5.55', '5.95', '84', '40', '5', '4', '6.05', '50', '1', '5', '6.30', '50']\n",
"['AAPL', '2026-01-16', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '191.55', '50', '30', '76', '195.15', '50']\n",
"['AAPL', '2027-01-15', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '108.55', '50', '30', '76', '111.70', '50']\n",
"['AAPL', '2024-12-20', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '103.00', '50', '1', '7', '104.45', '50']\n",
"['AAPL', '2024-11-22', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:01.115', '0.45', '0.51', '0.26', '0.27', '188', '63', '43', '46', '0.25', '50', '10', '42', '0.28', '50']\n",
"['AAPL', '2024-12-13', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '11', '0.01', '50', '19', '69', '0.21', '50']\n",
"['AAPL', '2025-01-17', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:29:49.716', '0.58', '0.58', '0.43', '0.46', '1095', '56', '18', '69', '0.42', '50', '18', '60', '0.45', '50']\n",
"['AAPL', '2025-09-19', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '37', '7', '0.23', '50', '5', '4', '0.27', '50']\n",
"['AAPL', '2025-02-21', '360.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '60', '132.10', '50', '12', '60', '132.85', '50']\n",
"['AAPL', '2025-01-17', '70.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '65', '0.01', '50', '30', '76', '0.03', '50']\n",
"['AAPL', '2026-12-18', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:59:37.161', '160.95', '160.95', '160.95', '160.95', '23', '1', '8', '7', '160.20', '50', '25', '22', '163.95', '50']\n",
"['AAPL', '2025-02-21', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:32:08.635', '1.73', '1.73', '1.44', '1.47', '43', '12', '10', '4', '1.42', '50', '20', '60', '1.48', '50']\n",
"['AAPL', '2025-08-15', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '31', '25.40', '50', '11', '4', '28.15', '50']\n",
"['AAPL', '2026-12-18', '420.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '190.70', '50', '8', '7', '194.30', '50']\n",
"['AAPL', '2024-11-29', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.2', '0.33', '0.33', '0.24', '0.27', '354', '52', '10', '7', '0.22', '50', '31', '11', '0.26', '50']\n",
"['AAPL', '2024-12-27', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '46.10', '50', '30', '76', '49.55', '50']\n",
"['AAPL', '2024-12-06', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:01:59.411', '28.78', '28.78', '28.78', '28.78', '1', '1', '30', '76', '27.20', '50', '6', '60', '27.85', '50']\n",
"['AAPL', '2025-01-17', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '122.15', '50', '30', '76', '122.70', '50']\n",
"['AAPL', '2025-09-19', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:46:13.301', '73.35', '73.35', '73.35', '73.35', '2', '1', '30', '76', '74.70', '50', '60', '22', '75.45', '50']\n",
"['AAPL', '2024-11-29', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '7', '120.80', '50', '30', '76', '123.00', '50']\n",
"['AAPL', '2026-12-18', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '24', '7', '151.25', '50', '30', '76', '155.20', '50']\n",
"['AAPL', '2027-01-15', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:07.144', '22.40', '22.70', '22.40', '22.70', '5', '5', '1', '7', '20.60', '50', '2', '7', '23.25', '50']\n",
"['AAPL', '2025-12-19', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:44:59.802', '6.10', '6.30', '5.98', '6.30', '21', '6', '33', '60', '6.20', '50', '38', '11', '6.40', '50']\n",
"['AAPL', '2024-12-20', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '60', '53.25', '50', '1', '76', '54.80', '50']\n",
"['AAPL', '2026-12-18', '450.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '220.65', '50', '8', '60', '224.40', '50']\n",
"['AAPL', '2025-03-21', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '4', '121.00', '50', '4', '7', '124.30', '50']\n",
"['AAPL', '2024-11-15', '252.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '24.80', '50', '30', '76', '25.40', '50']\n",
"['AAPL', '2024-11-29', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:53:50.606', '0.04', '0.04', '0.04', '0.04', '27', '5', '17', '7', '0.01', '50', '1', '1', '0.10', '50']\n",
"['AAPL', '2024-11-08', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:30:28.748', '70.95', '72.05', '70.95', '72.05', '116', '2', '30', '11', '72.20', '50', '30', '11', '72.90', '50']\n",
"['AAPL', '2026-01-16', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '46', '30.10', '50', '9', '7', '32.25', '50']\n",
"['AAPL', '2026-01-16', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:37:41.592', '6.90', '6.90', '6.90', '6.90', '1', '1', '19', '46', '6.80', '50', '31', '60', '7.00', '50']\n",
"['AAPL', '2026-01-16', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:53:08.568', '1.56', '1.56', '1.54', '1.54', '11', '2', '41', '7', '1.46', '50', '42', '7', '1.54', '50']\n",
"['AAPL', '2025-03-21', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:18:41.311', '5.00', '5.10', '4.40', '4.44', '182', '43', '5', '76', '4.35', '50', '15', '60', '4.50', '50']\n",
"['AAPL', '2024-11-15', '265.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '37.25', '50', '30', '76', '37.85', '50']\n",
"['AAPL', '2025-12-19', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '60', '116.10', '50', '30', '76', '119.45', '50']\n",
"['AAPL', '2026-12-18', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '32', '11', '73.15', '50', '11', '7', '75.35', '50']\n",
"['AAPL', '2025-08-15', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '70.80', '50', '6', '7', '74.40', '50']\n",
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"['AAPL', '2025-08-15', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:33.408', '2.09', '2.23', '2.06', '2.21', '20', '7', '42', '60', '2.14', '50', '20', '60', '2.26', '50']\n",
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"['AAPL', '2024-11-15', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '247', '69', '0.01', '50']\n",
"['AAPL', '2024-12-20', '265.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '37.25', '50', '1', '60', '38.75', '50']\n",
"['AAPL', '2024-11-15', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '27.30', '50', '30', '76', '28.20', '50']\n",
"['AAPL', '2024-11-22', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:48:22.986', '67.54', '67.54', '67.54', '67.54', '1', '1', '30', '76', '65.65', '50', '30', '76', '68.00', '50']\n",
"['AAPL', '2024-12-06', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:53:00.886', '0.38', '0.38', '0.25', '0.28', '358', '52', '12', '1', '0.26', '50', '25', '7', '0.27', '50']\n",
"['AAPL', '2025-03-21', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:54:56.244', '143.70', '143.70', '143.50', '143.50', '7', '3', '30', '76', '142.75', '50', '3', '1', '145.50', '50']\n",
"['AAPL', '2026-06-18', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '27', '22', '118.00', '50', '30', '76', '121.90', '50']\n",
"['AAPL', '2025-02-21', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:08:49.176', '0.24', '0.24', '0.23', '0.24', '45', '3', '93', '7', '0.23', '50', '58', '7', '0.26', '50']\n",
"['AAPL', '2025-09-19', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:13:37.153', '15.00', '15.00', '14.80', '14.95', '15', '8', '9', '22', '14.60', '50', '34', '11', '15.00', '50']\n",
"['AAPL', '2024-11-22', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '57.20', '50', '30', '76', '57.95', '50']\n",
"['AAPL', '2026-01-16', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.928', '44.93', '46.30', '44.50', '46.10', '88', '20', '30', '11', '44.90', '50', '9', '7', '48.00', '50']\n",
"['AAPL', '2026-12-18', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '37', '7', '0.03', '50', '34', '7', '0.09', '50']\n",
"['AAPL', '2025-02-21', '345.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '59', '46', '0.02', '50', '7', '1', '0.10', '50']\n",
"['AAPL', '2025-04-17', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '47', '7', '0.20', '50', '64', '7', '0.23', '50']\n",
"['AAPL', '2024-11-22', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '72.20', '50', '29', '76', '73.00', '50']\n",
"['AAPL', '2025-12-19', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '81.10', '50', '2', '60', '83.90', '50']\n",
"['AAPL', '2026-06-18', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:20:58.226', '88.10', '88.10', '88.10', '88.10', '1', '1', '1', '42', '88.15', '50', '1', '42', '90.70', '50']\n",
"['AAPL', '2024-12-13', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '25', '7', '0.05', '50', '25', '7', '0.08', '50']\n",
"['AAPL', '2026-12-18', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:04:04.18', '5.80', '5.95', '5.67', '5.95', '62', '15', '27', '60', '5.85', '50', '10', '76', '6.10', '50']\n",
"['AAPL', '2025-09-19', '305.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '75.75', '50', '7', '7', '79.35', '50']\n",
"['AAPL', '2025-04-17', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:15:08.035', '0.48', '0.48', '0.45', '0.45', '22', '5', '75', '76', '0.47', '50', '30', '7', '0.51', '50']\n",
"['AAPL', '2024-11-15', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '103', '7', '0.01', '50']\n",
"['AAPL', '2027-01-15', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '50', '22', '96.45', '50', '1', '7', '99.95', '50']\n",
"['AAPL', '2024-12-20', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:41:47.322', '0.06', '0.06', '0.06', '0.06', '1', '1', '1', '9', '0.05', '50', '186', '5', '0.06', '50']\n",
"['AAPL', '2024-11-15', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:37:28.949', '0.01', '0.01', '0.01', '0.01', '2', '2', '0', '76', '0.00', '50', '29', '76', '0.01', '50']\n",
"['AAPL', '2027-01-15', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:07:34.5', '9.50', '9.50', '9.14', '9.14', '6', '3', '18', '60', '8.60', '50', '15', '5', '9.25', '50']\n",
"['AAPL', '2026-01-16', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:13:41.549', '2.40', '2.40', '2.40', '2.40', '1', '1', '46', '7', '2.33', '50', '22', '7', '2.43', '50']\n",
"['AAPL', '2024-12-20', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:44:25.211', '0.09', '0.09', '0.08', '0.08', '233', '10', '38', '7', '0.08', '50', '22', '7', '0.09', '50']\n",
"['AAPL', '2025-09-19', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:56:57.723', '11.18', '11.28', '10.86', '11.28', '7', '4', '14', '7', '9.55', '50', '2', '22', '11.55', '50']\n",
"['AAPL', '2025-03-21', '35.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '24', '76', '0.02', '50']\n",
"['AAPL', '2025-08-15', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '32', '7', '0.87', '50', '41', '4', '0.97', '50']\n",
"['AAPL', '2025-12-19', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:00:02.196', '22.70', '23.50', '22.70', '23.45', '45', '3', '12', '7', '21.65', '50', '14', '11', '23.85', '50']\n",
"['AAPL', '2025-09-19', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:43:01.242', '44.13', '44.75', '44.13', '44.75', '12', '3', '9', '7', '43.25', '50', '1', '11', '46.55', '50']\n",
"['AAPL', '2025-08-15', '325.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '35', '4', '0.91', '50', '25', '4', '1.00', '50']\n",
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"['AAPL', '2024-11-22', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '22', '0.00', '50', '1', '1', '0.06', '50']\n",
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"['AAPL', '2025-02-21', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '7', '0.07', '50', '35', '4', '0.11', '50']\n",
"['AAPL', '2025-01-17', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.926', '1.21', '1.52', '1.18', '1.45', '6453', '585', '6', '60', '1.41', '50', '1', '7', '1.50', '50']\n",
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"['AAPL', '2026-12-18', '450.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:44:06.635', '1.36', '1.41', '1.35', '1.41', '18', '7', '49', '7', '1.33', '50', '32', '11', '1.43', '50']\n",
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"['AAPL', '2026-01-16', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:58:34.575', '60.00', '60.00', '60.00', '60.00', '5', '1', '10', '76', '60.95', '50', '10', '76', '61.35', '50']\n",
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"['AAPL', '2024-11-08', '252.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:36:46.156', '0.01', '0.01', '0.01', '0.01', '168', '6', '0', '11', '0.00', '50', '449', '11', '0.01', '50']\n",
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"['AAPL', '2024-11-15', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:42:28.49', '0.02', '0.02', '0.01', '0.01', '16', '10', '1000', '1', '0.01', '50', '1', '7', '0.02', '50']\n",
"['AAPL', '2025-09-19', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '36', '60', '111.70', '50', '30', '76', '112.95', '50']\n",
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"['AAPL', '2026-12-18', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:37:55.68', '103.55', '103.55', '103.55', '103.55', '1', '1', '30', '76', '103.70', '50', '33', '22', '106.30', '50']\n",
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"['AAPL', '2026-01-16', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:51:58.309', '80.65', '82.00', '80.65', '82.00', '3', '3', '9', '76', '81.75', '50', '18', '76', '82.60', '50']\n",
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"['AAPL', '2026-01-16', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:36:29.189', '72.10', '72.10', '72.10', '72.10', '1', '1', '20', '76', '73.40', '50', '10', '76', '73.85', '50']\n",
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"['AAPL', '2024-11-22', '202.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:51:13.809', '23.86', '23.86', '23.30', '23.30', '7', '7', '4', '60', '25.20', '50', '2', '60', '25.75', '50']\n",
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"['AAPL', '2027-01-15', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '57', '22', '73.50', '50', '1', '42', '75.85', '50']\n",
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"['AAPL', '2025-03-21', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:03:22.915', '167.02', '167.02', '167.02', '167.02', '10', '1', '30', '76', '166.35', '50', '1', '76', '169.75', '50']\n",
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"['AAPL', '2025-04-17', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:58:01.809', '2.54', '2.85', '2.54', '2.85', '12', '9', '18', '60', '2.79', '50', '18', '4', '2.92', '50']\n",
"['AAPL', '2024-11-08', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:30:28.748', '80.63', '82.20', '80.63', '82.20', '149', '2', '30', '11', '82.20', '50', '30', '11', '83.00', '50']\n",
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"['AAPL', '2027-01-15', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '17', '22', '138.00', '50', '30', '76', '142.20', '50']\n",
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"['AAPL', '2025-08-15', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '35', '9', '34.10', '50', '23', '7', '35.35', '50']\n",
"['AAPL', '2025-08-15', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:28:50.414', '15.20', '15.65', '15.20', '15.65', '9', '5', '11', '7', '13.85', '50', '1', '7', '16.90', '50']\n",
"['AAPL', '2024-11-15', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:16:11.137', '0.01', '0.01', '0.01', '0.01', '3', '2', '0', '76', '0.00', '50', '34', '76', '0.01', '50']\n",
"['AAPL', '2025-09-19', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:06:26.484', '52.05', '52.95', '51.70', '52.95', '9', '4', '34', '76', '53.05', '50', '5', '7', '54.00', '50']\n",
"['AAPL', '2025-06-20', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.128', '4.04', '4.35', '3.95', '4.30', '131', '42', '9', '5', '4.20', '50', '1', '60', '4.50', '50']\n",
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"['AAPL', '2025-02-21', '125.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '7', '0.13', '50', '31', '7', '0.17', '50']\n",
"['AAPL', '2025-08-15', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '31', '120.40', '50', '1', '22', '124.55', '50']\n",
"['AAPL', '2026-01-16', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '120.75', '50', '7', '7', '124.35', '50']\n",
"['AAPL', '2024-12-06', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:40:03.518', '10.48', '10.50', '9.29', '9.29', '26', '5', '5', '22', '7.55', '50', '17', '69', '9.50', '50']\n",
"['AAPL', '2025-03-21', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '161.45', '50', '30', '76', '164.55', '50']\n",
"['AAPL', '2025-09-19', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:13:56.299', '4.40', '4.41', '4.24', '4.24', '5', '4', '31', '11', '4.15', '50', '28', '11', '4.30', '50']\n",
"['AAPL', '2024-12-13', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:12:07.242', '32.05', '32.05', '31.95', '31.95', '5', '2', '9', '69', '33.30', '50', '3', '69', '33.95', '50']\n",
"['AAPL', '2026-12-18', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:38:43.214', '15.51', '15.51', '15.51', '15.51', '2', '1', '8', '7', '14.20', '50', '14', '11', '16.20', '50']\n",
"['AAPL', '2025-04-17', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:52:52.269', '80.54', '80.55', '80.54', '80.54', '48', '5', '30', '76', '80.65', '50', '1', '7', '82.35', '50']\n",
"['AAPL', '2025-01-17', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '112.15', '50', '30', '76', '112.85', '50']\n",
"['AAPL', '2025-03-21', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '102.10', '50', '2', '60', '103.30', '50']\n",
"['AAPL', '2025-01-17', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:30:28.612', '52.56', '54.59', '52.56', '54.57', '21', '15', '9', '7', '54.20', '50', '7', '60', '54.70', '50']\n",
"['AAPL', '2024-12-20', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:23:41.222', '31.20', '33.97', '31.20', '33.93', '217', '23', '16', '47', '32.65', '50', '4', '60', '34.10', '50']\n",
"['AAPL', '2025-02-21', '355.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '127.10', '50', '6', '60', '128.40', '50']\n",
"['AAPL', '2025-12-19', '40.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '4', '60', '186.85', '50', '2', '11', '191.00', '50']\n",
"['AAPL', '2025-03-21', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '133.75', '50', '30', '76', '135.30', '50']\n",
"['AAPL', '2025-06-20', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:52:18.596', '105.87', '105.87', '105.87', '105.87', '7', '1', '30', '76', '104.05', '50', '26', '60', '106.50', '50']\n",
"['AAPL', '2025-08-15', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:03:21.737', '9.80', '10.17', '9.65', '10.17', '11', '8', '36', '11', '10.05', '50', '1', '22', '10.25', '50']\n",
"['AAPL', '2026-06-18', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '21', '60', '91.10', '50', '16', '60', '94.20', '50']\n",
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"['AAPL', '2026-06-18', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:01:44.145', '1.64', '1.64', '1.64', '1.64', '1', '1', '49', '7', '1.57', '50', '52', '7', '1.67', '50']\n",
"['AAPL', '2025-01-17', '305.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:38:55.348', '0.04', '0.04', '0.04', '0.04', '8', '1', '28', '7', '0.04', '50', '62', '7', '0.09', '50']\n",
"['AAPL', '2027-01-15', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:37:55.68', '104.01', '104.01', '104.01', '104.01', '1', '1', '30', '76', '104.00', '50', '1', '42', '107.85', '50']\n",
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"['AAPL', '2024-12-20', '55.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '171.90', '50', '30', '76', '173.00', '50']\n",
"['AAPL', '2026-12-18', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '106', '7', '0.25', '50', '49', '46', '0.30', '50']\n",
"['AAPL', '2024-11-22', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '7', '110.75', '50', '30', '76', '112.90', '50']\n",
"['AAPL', '2026-12-18', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:47:45.958', '55.15', '56.00', '55.00', '55.67', '10', '7', '20', '76', '55.95', '50', '1', '5', '58.20', '50']\n",
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"['AAPL', '2025-01-17', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '182.60', '50', '1', '7', '184.25', '50']\n",
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"['AAPL', '2026-06-18', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:46:25.578', '57.70', '57.70', '57.70', '57.70', '5', '1', '10', '76', '57.65', '50', '16', '22', '59.00', '50']\n",
"['AAPL', '2024-12-13', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:39:49.677', '0.10', '0.10', '0.10', '0.10', '4', '2', '25', '7', '0.10', '50', '30', '76', '0.13', '50']\n",
"['AAPL', '2025-06-20', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:06:51.266', '178.10', '178.41', '178.10', '178.41', '7', '2', '1', '6', '176.55', '50', '5', '7', '180.25', '50']\n",
"['AAPL', '2025-09-19', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '120.35', '50', '7', '7', '124.30', '50']\n",
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"['AAPL', '2025-12-19', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:06:57.293', '16.34', '17.00', '16.10', '17.00', '120', '13', '1', '47', '15.90', '50', '2', '43', '17.15', '50']\n",
"['AAPL', '2025-04-17', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '108.90', '50', '1', '7', '111.50', '50']\n",
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"['AAPL', '2025-01-17', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:47:42.819', '2.61', '2.61', '1.80', '1.80', '1394', '183', '1', '22', '1.82', '50', '1', '22', '1.87', '50']\n",
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"['AAPL', '2025-06-20', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:40:53.847', '42.74', '42.74', '42.74', '42.74', '1', '1', '1', '43', '40.85', '50', '9', '46', '43.15', '50']\n",
"['AAPL', '2024-11-15', '237.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:50.965', '0.19', '0.27', '0.18', '0.26', '4344', '577', '38', '60', '0.23', '50', '528', '1', '0.26', '50']\n",
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"['AAPL', '2024-11-29', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:45.693', '4.45', '6.05', '4.45', '5.75', '1763', '291', '1', '46', '4.85', '50', '3', '60', '6.10', '50']\n",
"['AAPL', '2025-06-20', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:50:14.258', '19.30', '20.51', '19.30', '20.51', '249', '48', '1', '1', '19.00', '50', '20', '60', '20.70', '50']\n",
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"['AAPL', '2024-11-08', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:26:46.993', '31.27', '32.13', '31.27', '32.13', '172', '5', '30', '11', '32.20', '50', '30', '11', '33.00', '50']\n",
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"['AAPL', '2024-11-08', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:12:24.555', '0.01', '0.01', '0.01', '0.01', '19', '2', '0', '76', '0.00', '50', '1199', '11', '0.01', '50']\n",
"['AAPL', '2025-12-19', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:31:27.497', '90.39', '90.39', '90.39', '90.39', '6', '1', '30', '76', '88.45', '50', '30', '76', '91.40', '50']\n",
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"['AAPL', '2025-09-19', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:52:08.067', '26.90', '27.70', '26.51', '27.70', '84', '14', '9', '7', '25.85', '50', '2', '46', '28.05', '50']\n",
"['AAPL', '2026-01-16', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:02:56.151', '56.02', '57.20', '56.02', '57.20', '5', '4', '10', '76', '56.95', '50', '9', '7', '59.10', '50']\n",
"['AAPL', '2025-12-19', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '60', '71.10', '50', '7', '60', '73.95', '50']\n",
"['AAPL', '2027-01-15', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:45:55.925', '14.31', '14.31', '14.14', '14.15', '22', '5', '1', '7', '13.80', '50', '11', '76', '14.10', '50']\n",
"['AAPL', '2026-01-16', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:56:06.262', '10.87', '10.87', '10.50', '10.50', '12', '3', '36', '11', '10.35', '50', '31', '11', '10.65', '50']\n",
"['AAPL', '2024-12-06', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '6', '0.00', '50', '20', '7', '0.24', '50']\n",
"['AAPL', '2027-01-15', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '7', '6.00', '50', '20', '76', '6.25', '50']\n",
"['AAPL', '2026-06-18', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:07:40.35', '43.99', '43.99', '43.99', '43.99', '1', '1', '10', '76', '44.15', '50', '29', '22', '45.50', '50']\n",
"['AAPL', '2027-01-15', '430.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '37', '76', '1.78', '50', '32', '11', '2.05', '50']\n",
"['AAPL', '2025-03-21', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '55.90', '50', '30', '76', '56.55', '50']\n",
"['AAPL', '2024-12-13', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '52.20', '50', '30', '76', '54.40', '50']\n",
"['AAPL', '2026-12-18', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '192.10', '50', '7', '7', '195.70', '50']\n",
"['AAPL', '2027-01-15', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '4', '210.50', '50', '30', '76', '214.55', '50']\n",
"['AAPL', '2024-12-06', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '7', '0.04', '50', '17', '4', '0.08', '50']\n",
"['AAPL', '2024-12-27', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '1', '0.00', '50', '39', '11', '0.29', '50']\n",
"['AAPL', '2025-06-20', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.098', '1.84', '1.96', '1.77', '1.92', '28', '13', '33', '60', '1.85', '50', '30', '76', '1.95', '50']\n",
"['AAPL', '2024-11-22', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '47.25', '50', '30', '76', '48.00', '50']\n",
"['AAPL', '2025-01-17', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:45:48.957', '97.00', '98.45', '97.00', '98.45', '12', '3', '2', '60', '98.60', '50', '1', '5', '100.05', '50']\n",
"['AAPL', '2025-06-20', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.156', '2.70', '2.94', '2.68', '2.89', '20', '16', '30', '60', '2.79', '50', '24', '60', '2.92', '50']\n",
"['AAPL', '2024-12-20', '20.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '502', '7', '0.01', '50']\n",
"['AAPL', '2025-01-17', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '211.35', '50', '3', '1', '214.15', '50']\n",
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"['AAPL', '2026-12-18', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '1', '6.00', '50', '13', '42', '6.85', '50']\n",
"['AAPL', '2026-12-18', '370.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '4.20', '50', '35', '11', '4.50', '50']\n",
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"['AAPL', '2025-03-21', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:43:46.671', '24.40', '25.52', '23.70', '25.50', '154', '33', '1', '4', '24.80', '50', '2', '11', '26.50', '50']\n",
"['AAPL', '2025-01-17', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:38:26.706', '221.00', '222.65', '221.00', '222.55', '12', '3', '30', '76', '221.75', '50', '30', '76', '222.85', '50']\n",
"['AAPL', '2025-06-20', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:46:58.474', '7.42', '7.50', '7.21', '7.21', '233', '62', '10', '76', '7.20', '50', '31', '11', '7.35', '50']\n",
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"['AAPL', '2024-12-20', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:19.565', '0.02', '0.02', '0.01', '0.02', '77', '14', '37', '7', '0.01', '50', '21', '60', '0.02', '50']\n",
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"['AAPL', '2025-08-15', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '7', '0.74', '50', '33', '4', '0.82', '50']\n",
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"['AAPL', '2025-02-21', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:05:27.844', '40.70', '41.04', '40.65', '41.04', '43', '5', '30', '76', '40.95', '50', '1', '47', '42.25', '50']\n",
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"['AAPL', '2024-11-29', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:04:17.41', '0.05', '0.06', '0.04', '0.06', '160', '34', '6', '69', '0.04', '50', '93', '43', '0.06', '50']\n",
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"['AAPL', '2024-12-20', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:47:02.476', '0.13', '0.15', '0.12', '0.14', '1571', '113', '22', '46', '0.13', '50', '246', '1', '0.14', '50']\n",
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"['AAPL', '2024-11-08', '232.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:52.481', '0.06', '0.13', '0.03', '0.06', '29234', '2117', '25', '7', '0.05', '50', '485', '60', '0.06', '50']\n",
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"['AAPL', '2026-06-18', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:49:02.297', '8.65', '9.05', '8.59', '9.05', '5', '5', '20', '60', '8.95', '50', '33', '11', '9.20', '50']\n",
"['AAPL', '2024-11-29', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:21.691', '0.09', '0.10', '0.08', '0.09', '71', '15', '18', '7', '0.09', '50', '31', '7', '0.11', '50']\n",
"['AAPL', '2024-11-15', '75.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '152.25', '50', '30', '76', '152.80', '50']\n",
"['AAPL', '2025-01-17', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:39.275', '0.05', '0.05', '0.04', '0.05', '275', '21', '33', '7', '0.04', '50', '52', '7', '0.09', '50']\n",
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"['AAPL', '2026-06-18', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '159.10', '50', '8', '7', '163.15', '50']\n",
"['AAPL', '2026-01-16', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:20:18.482', '6.15', '6.15', '6.00', '6.00', '8', '2', '10', '76', '5.85', '50', '37', '60', '6.10', '50']\n",
"['AAPL', '2024-12-13', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:50:23.163', '8.05', '8.05', '6.35', '6.65', '18', '11', '4', '7', '4.35', '50', '51', '11', '7.35', '50']\n",
"['AAPL', '2026-06-18', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:29:21.212', '0.61', '0.61', '0.61', '0.61', '1', '1', '83', '7', '0.56', '50', '85', '7', '0.63', '50']\n",
"['AAPL', '2026-12-18', '360.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '27', '11', '4.90', '50', '31', '11', '5.20', '50']\n",
"['AAPL', '2024-11-08', '222.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:10.344', '2.74', '5.40', '2.74', '5.00', '4086', '1118', '11', '4', '4.85', '50', '1', '6', '5.30', '50']\n",
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"['AAPL', '2026-06-18', '40.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '187.10', '50', '30', '76', '190.70', '50']\n",
"['AAPL', '2026-06-18', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:49:00.046', '31.90', '32.80', '31.90', '32.47', '92', '18', '1', '46', '31.80', '50', '6', '22', '33.20', '50']\n",
"['AAPL', '2024-12-06', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '67.20', '50', '30', '76', '67.95', '50']\n",
"['AAPL', '2024-12-20', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:56:19.288', '221.85', '222.34', '221.85', '222.16', '52', '5', '30', '76', '222.25', '50', '27', '76', '222.80', '50']\n",
"['AAPL', '2024-11-22', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '52.25', '50', '30', '76', '53.00', '50']\n",
"['AAPL', '2024-12-20', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '141.75', '50', '30', '76', '143.15', '50']\n",
"['AAPL', '2025-09-19', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:23:12.545', '6.00', '6.00', '5.90', '5.90', '2', '2', '39', '69', '5.80', '50', '29', '60', '6.05', '50']\n",
"['AAPL', '2025-01-17', '335.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '107.15', '50', '30', '76', '107.70', '50']\n",
"['AAPL', '2025-03-21', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:13.35', '13.85', '15.37', '13.85', '15.05', '291', '85', '1', '42', '14.00', '50', '2', '69', '15.50', '50']\n",
"['AAPL', '2025-02-21', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '33', '76', '0.02', '50', '27', '76', '0.15', '50']\n",
"['AAPL', '2024-11-15', '370.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '142.20', '50', '24', '47', '143.70', '50']\n",
"['AAPL', '2025-01-17', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '192.50', '50', '1', '7', '194.15', '50']\n",
"['AAPL', '2026-01-16', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:50:34.454', '9.50', '10.00', '9.50', '9.95', '370', '18', '12', '7', '8.15', '50', '38', '11', '10.25', '50']\n",
"['AAPL', '2025-09-19', '80.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:52:59.713', '0.14', '0.14', '0.14', '0.14', '1', '1', '114', '7', '0.15', '50', '118', '7', '0.20', '50']\n",
"['AAPL', '2025-08-15', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:03.855', '5.75', '5.75', '5.30', '5.30', '29', '2', '2', '43', '5.25', '50', '26', '60', '5.40', '50']\n",
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"['AAPL', '2024-11-15', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:53.645', '0.01', '0.03', '0.01', '0.02', '211', '67', '16', '7', '0.01', '50', '136', '1', '0.02', '50']\n",
"['AAPL', '2027-01-15', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:56:37.239', '118.40', '118.40', '118.40', '118.40', '10', '1', '30', '76', '116.55', '50', '30', '76', '119.90', '50']\n",
"['AAPL', '2025-12-19', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:28.97', '10.62', '10.62', '10.15', '10.15', '3', '3', '24', '76', '9.95', '50', '24', '60', '10.25', '50']\n",
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"['AAPL', '2024-11-15', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.094', '217.50', '217.50', '217.50', '217.50', '1', '1', '30', '76', '217.25', '50', '30', '76', '217.80', '50']\n",
"['AAPL', '2025-01-17', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:52:16.869', '0.12', '0.12', '0.12', '0.12', '8', '2', '38', '7', '0.12', '50', '21', '7', '0.13', '50']\n",
"['AAPL', '2027-01-15', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:05:56.191', '62.70', '62.70', '62.70', '62.70', '1', '1', '8', '4', '63.25', '50', '10', '76', '64.15', '50']\n",
"['AAPL', '2024-11-08', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:48:22.986', '67.39', '67.39', '67.39', '67.39', '1', '1', '30', '11', '67.00', '50', '30', '11', '68.20', '50']\n",
"['AAPL', '2027-01-15', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:20.21', '8.10', '8.10', '7.80', '8.00', '54', '5', '35', '11', '7.55', '50', '30', '11', '8.20', '50']\n",
"['AAPL', '2025-06-20', '30.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '36', '76', '0.03', '50']\n",
"['AAPL', '2025-06-20', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:47:19.814', '167.60', '168.39', '167.60', '168.39', '38', '2', '30', '76', '166.85', '50', '30', '76', '170.60', '50']\n",
"['AAPL', '2024-12-20', '75.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:41:12.356', '0.01', '0.01', '0.01', '0.01', '1', '1', '0', '7', '0.00', '50', '238', '7', '0.01', '50']\n",
"['AAPL', '2024-12-06', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '121.90', '50', '30', '76', '123.10', '50']\n",
"['AAPL', '2026-12-18', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '41', '7', '1.15', '50', '91', '7', '1.25', '50']\n",
"['AAPL', '2024-11-29', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:09:33.841', '0.04', '0.04', '0.03', '0.03', '7', '5', '1', '1', '0.03', '50', '49', '46', '0.04', '50']\n",
"['AAPL', '2024-11-22', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.197', '52.35', '52.35', '52.35', '52.35', '1', '1', '30', '76', '51.90', '50', '1', '7', '54.00', '50']\n",
"['AAPL', '2024-11-15', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '221.85', '50', '30', '76', '222.80', '50']\n",
"['AAPL', '2024-12-06', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '15', '7', '0.24', '50']\n",
"['AAPL', '2026-01-16', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:53:29.535', '47.79', '47.79', '47.79', '47.79', '1', '1', '19', '11', '49.40', '50', '1', '43', '49.85', '50']\n",
"['AAPL', '2024-11-15', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:16:03.67', '0.01', '0.01', '0.01', '0.01', '6', '3', '0', '76', '0.00', '50', '127', '60', '0.01', '50']\n",
"['AAPL', '2025-06-20', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '9', '7', '0.03', '50']\n",
"['AAPL', '2024-11-29', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '29', '69', '0.02', '50']\n",
"['AAPL', '2025-04-17', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '4', '71.05', '50', '5', '7', '74.35', '50']\n",
"['AAPL', '2024-11-15', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:05:40.646', '0.03', '0.04', '0.02', '0.03', '140', '19', '7', '7', '0.02', '50', '62', '7', '0.03', '50']\n",
"['AAPL', '2025-09-19', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '76', '80.00', '50', '2', '76', '85.00', '50']\n",
"['AAPL', '2024-12-06', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:36.841', '3.10', '4.08', '3.10', '3.99', '1675', '367', '1', '5', '3.75', '50', '1', '7', '4.05', '50']\n",
"['AAPL', '2025-02-21', '315.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '81', '7', '0.07', '50', '79', '7', '0.10', '50']\n",
"['AAPL', '2024-12-20', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:00:02.303', '96.58', '98.10', '96.58', '98.10', '66', '4', '1', '7', '96.80', '50', '30', '76', '98.50', '50']\n",
"['AAPL', '2027-01-15', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '60', '0.00', '50', '223', '22', '0.30', '50']\n",
"['AAPL', '2024-12-06', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:13:47.566', '26.86', '28.29', '26.86', '28.28', '15', '8', '24', '69', '28.10', '50', '6', '7', '28.75', '50']\n",
"['AAPL', '2024-11-22', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.163', '0.08', '0.08', '0.06', '0.08', '184', '42', '35', '46', '0.07', '50', '69', '46', '0.08', '50']\n",
"['AAPL', '2026-12-18', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '46', '7', '0.99', '50', '67', '60', '1.09', '50']\n",
"['AAPL', '2025-01-17', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '38', '69', '0.02', '50']\n",
"['AAPL', '2025-02-21', '355.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '55', '7', '0.02', '50', '10', '76', '0.04', '50']\n",
"['AAPL', '2025-02-21', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.727', '0.57', '0.66', '0.57', '0.62', '44', '19', '32', '47', '0.62', '50', '37', '7', '0.67', '50']\n",
"['AAPL', '2026-06-18', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:41:33.295', '23.00', '23.00', '23.00', '23.00', '2', '2', '13', '4', '22.00', '50', '43', '11', '22.50', '50']\n",
"['AAPL', '2024-11-29', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:49:02.97', '0.01', '0.01', '0.01', '0.01', '2', '1', '0', '46', '0.00', '50', '3', '7', '0.02', '50']\n",
"['AAPL', '2025-03-21', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:14:36.04', '109.02', '109.02', '109.02', '109.02', '3', '3', '30', '76', '107.60', '50', '3', '1', '111.20', '50']\n",
"['AAPL', '2024-12-20', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:47:10.682', '0.03', '0.03', '0.03', '0.03', '1', '1', '99', '31', '0.02', '50', '49', '4', '0.04', '50']\n",
"['AAPL', '2024-11-15', '207.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '76', '19.55', '50', '50', '76', '20.45', '50']\n",
"['AAPL', '2024-12-20', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:02:43.845', '167.32', '167.32', '167.32', '167.32', '1', '1', '30', '76', '166.95', '50', '30', '76', '168.00', '50']\n",
"['AAPL', '2024-11-08', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:04:17.484', '0.01', '0.01', '0.01', '0.01', '1', '1', '0', '76', '0.00', '50', '1847', '11', '0.01', '50']\n",
"['AAPL', '2026-12-18', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '76', '40.50', '50', '12', '7', '42.95', '50']\n",
"['AAPL', '2026-01-16', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:47:41.795', '150.31', '150.34', '150.11', '150.13', '186', '11', '21', '7', '149.05', '50', '17', '22', '151.90', '50']\n",
"['AAPL', '2025-08-15', '315.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '85.80', '50', '7', '7', '89.40', '50']\n",
"['AAPL', '2026-12-18', '430.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '19', '7', '1.70', '50', '20', '76', '1.88', '50']\n",
"['AAPL', '2026-01-16', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:42:26.099', '37.35', '38.95', '37.35', '38.85', '27', '13', '24', '11', '38.30', '50', '32', '11', '39.40', '50']\n",
"['AAPL', '2024-12-27', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:52:29.133', '0.75', '0.96', '0.66', '0.96', '274', '14', '10', '76', '0.53', '50', '20', '76', '0.97', '50']\n",
"['AAPL', '2025-06-20', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:57:43.603', '0.30', '0.30', '0.30', '0.30', '10', '1', '6', '7', '0.31', '50', '53', '7', '0.33', '50']\n",
"['AAPL', '2025-08-15', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:07:32.178', '24.70', '24.70', '24.60', '24.65', '25', '7', '11', '7', '22.25', '50', '7', '7', '26.10', '50']\n",
"['AAPL', '2025-03-21', '20.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '205.75', '50', '1', '7', '209.10', '50']\n",
"['AAPL', '2024-12-13', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '76', '27.20', '50', '6', '60', '27.85', '50']\n",
"['AAPL', '2026-12-18', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '7', '0.18', '50', '30', '76', '0.26', '50']\n",
"['AAPL', '2027-01-15', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:03:30.031', '13.90', '14.50', '13.75', '14.50', '30', '9', '20', '7', '13.85', '50', '39', '11', '14.55', '50']\n",
"['AAPL', '2024-11-29', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:06:05.604', '0.02', '0.02', '0.02', '0.02', '12', '5', '38', '42', '0.01', '50', '32', '11', '0.03', '50']\n",
"['AAPL', '2025-12-19', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '196.25', '50', '30', '76', '199.85', '50']\n",
"['AAPL', '2026-06-18', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '43', '23.30', '50', '24', '4', '24.95', '50']\n",
"['AAPL', '2026-12-18', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '220.40', '50', '30', '76', '224.35', '50']\n",
"['AAPL', '2024-11-08', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '26', '11', '0.01', '50']\n",
"['AAPL', '2025-06-20', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:45:50.34', '36.35', '37.97', '36.25', '37.97', '4904', '1170', '58', '76', '36.70', '50', '1', '6', '39.85', '50']\n",
"['AAPL', '2025-02-21', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:25:14.054', '17.20', '17.50', '16.10', '16.30', '77', '7', '3', '43', '13.85', '50', '15', '7', '17.30', '50']\n",
"['AAPL', '2024-11-22', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:13.3', '16.78', '18.24', '16.25', '17.65', '109', '19', '48', '76', '17.80', '50', '20', '76', '18.30', '50']\n",
"['AAPL', '2024-11-15', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '191.90', '50', '30', '76', '192.80', '50']\n",
"['AAPL', '2025-02-21', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:18.777', '5.35', '5.35', '4.65', '4.75', '66', '49', '1', '7', '3.55', '50', '21', '11', '4.70', '50']\n",
"['AAPL', '2025-12-19', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '162.85', '50', '17', '22', '165.85', '50']\n",
"['AAPL', '2026-01-16', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:44:46.75', '2.93', '2.93', '2.93', '2.93', '3', '1', '40', '7', '2.73', '50', '24', '7', '2.83', '50']\n",
"['AAPL', '2025-02-21', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '72.10', '50', '2', '60', '73.35', '50']\n",
"['AAPL', '2025-01-17', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:40.156', '0.78', '0.97', '0.77', '0.86', '4740', '382', '10', '60', '0.89', '50', '2', '7', '0.95', '50']\n",
"['AAPL', '2024-12-27', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '11', '0.00', '50', '95', '22', '1.75', '50']\n",
"['AAPL', '2024-11-08', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:46:36.687', '41.97', '42.90', '41.97', '42.75', '125', '11', '30', '11', '42.25', '50', '6', '60', '43.10', '50']\n",
"['AAPL', '2025-03-21', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:40.393', '8.52', '8.52', '7.20', '7.20', '137', '30', '16', '46', '7.10', '50', '30', '43', '8.25', '50']\n",
"['AAPL', '2024-12-13', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:42.412', '2.11', '2.72', '2.10', '2.70', '256', '104', '9', '60', '2.39', '50', '1', '60', '2.90', '50']\n",
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"['AAPL', '2024-11-22', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:31:53.782', '57.07', '57.85', '57.07', '57.77', '26', '5', '30', '76', '56.95', '50', '29', '76', '58.05', '50']\n",
"['AAPL', '2025-04-17', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:36:57.614', '0.77', '0.81', '0.77', '0.81', '6', '6', '67', '5', '0.76', '50', '29', '42', '0.81', '50']\n",
"['AAPL', '2024-11-15', '202.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:52:41.893', '24.45', '24.45', '24.43', '24.43', '2', '2', '1', '7', '23.50', '50', '2', '7', '25.45', '50']\n",
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"['AAPL', '2025-09-19', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '124.55', '50', '32', '60', '127.95', '50']\n",
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"['AAPL', '2025-12-19', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:47:41.795', '149.95', '149.96', '149.74', '149.83', '186', '11', '7', '7', '148.75', '50', '7', '7', '152.70', '50']\n",
"['AAPL', '2024-11-22', '212.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:57:05.696', '0.53', '0.57', '0.36', '0.37', '180', '49', '19', '7', '0.34', '50', '10', '7', '0.40', '50']\n",
"['AAPL', '2025-12-19', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:28:50.101', '9.21', '9.25', '9.02', '9.02', '40', '7', '31', '11', '8.65', '50', '15', '11', '8.85', '50']\n",
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"['AAPL', '2024-11-22', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '42.25', '50', '30', '76', '42.95', '50']\n",
"['AAPL', '2024-12-06', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:34:58.008', '71.40', '71.40', '71.40', '71.40', '56', '1', '5', '60', '72.70', '50', '30', '76', '73.35', '50']\n",
"['AAPL', '2025-03-21', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:12:37.59', '0.21', '0.22', '0.20', '0.21', '263', '14', '57', '7', '0.21', '50', '53', '7', '0.23', '50']\n",
"['AAPL', '2025-09-19', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '41', '7', '0.01', '50', '18', '11', '0.05', '50']\n",
"['AAPL', '2025-03-21', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:56.536', '4.35', '4.80', '4.20', '4.75', '822', '121', '10', '60', '4.50', '50', '10', '7', '4.80', '50']\n",
"['AAPL', '2024-11-15', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '10', '76', '0.02', '50']\n",
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"['AAPL', '2024-11-08', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:42:12.695', '0.01', '0.01', '0.01', '0.01', '214', '15', '0', '22', '0.00', '50', '1150', '11', '0.01', '50']\n",
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"['AAPL', '2024-11-15', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:51.929', '11.35', '13.07', '10.70', '12.91', '946', '106', '2', '7', '11.55', '50', '30', '76', '13.85', '50']\n",
"['AAPL', '2025-01-17', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:21:23.729', '78.64', '78.64', '78.64', '78.64', '1', '1', '30', '76', '78.85', '50', '13', '22', '79.35', '50']\n",
"['AAPL', '2025-12-19', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '101.30', '50', '21', '60', '103.90', '50']\n",
"['AAPL', '2025-08-15', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:37:11.785', '51.80', '51.80', '51.80', '51.80', '1', '1', '1', '60', '51.00', '50', '10', '76', '52.50', '50']\n",
"['AAPL', '2026-01-16', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:59:14.415', '93.95', '95.55', '93.80', '95.55', '52', '4', '30', '60', '95.05', '50', '30', '60', '96.20', '50']\n",
"['AAPL', '2025-06-20', '35.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '22', '191.15', '50', '27', '76', '194.35', '50']\n",
"['AAPL', '2024-12-06', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:37.331', '1.59', '2.18', '1.54', '2.11', '1039', '317', '5', '60', '1.95', '50', '5', '1', '2.20', '50']\n",
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"['AAPL', '2026-01-16', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:35.905', '17.40', '18.20', '17.10', '18.20', '310', '37', '10', '76', '17.95', '50', '1', '7', '19.20', '50']\n",
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"['AAPL', '2024-11-15', '252.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:35:15.266', '0.02', '0.03', '0.01', '0.02', '189', '35', '37', '6', '0.01', '50', '9', '31', '0.02', '50']\n",
"['AAPL', '2025-09-19', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:28:33.694', '12.85', '13.20', '12.70', '13.20', '72', '14', '30', '11', '12.15', '50', '10', '11', '13.30', '50']\n",
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"['AAPL', '2025-02-21', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:11.208', '15.80', '16.66', '15.13', '16.00', '1099', '80', '10', '7', '15.30', '50', '1', '69', '16.70', '50']\n",
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"['AAPL', '2025-01-17', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.928', '6.48', '7.66', '6.48', '7.55', '4046', '858', '1', '60', '7.25', '50', '1', '1', '7.70', '50']\n",
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"['AAPL', '2027-01-15', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:15.439', '49.50', '50.60', '49.50', '50.60', '17', '7', '35', '22', '50.35', '50', '20', '76', '51.45', '50']\n",
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"['AAPL', '2024-12-20', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:31.827', '0.28', '0.38', '0.28', '0.35', '2211', '200', '42', '60', '0.34', '50', '7', '7', '0.36', '50']\n",
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"['AAPL', '2025-02-21', '335.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '219', '4', '0.03', '50', '16', '4', '0.06', '50']\n",
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"['AAPL', '2024-12-27', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:42:59.555', '4.00', '4.00', '3.11', '3.11', '10', '5', '355', '9', '2.29', '50', '1', '1', '5.00', '50']\n",
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"['AAPL', '2024-12-13', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '67.55', '50', '30', '76', '68.55', '50']\n",
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"['AAPL', '2025-08-15', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:37:22.62', '35.33', '35.33', '35.33', '35.33', '1', '1', '9', '7', '34.50', '50', '46', '4', '36.70', '50']\n",
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"['AAPL', '2024-12-13', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '72.45', '50', '30', '76', '73.55', '50']\n",
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"['AAPL', '2024-12-13', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:37.189', '0.47', '0.47', '0.33', '0.36', '32', '22', '9', '7', '0.32', '50', '9', '7', '0.37', '50']\n",
"['AAPL', '2026-12-18', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '4', '178.50', '50', '19', '22', '181.95', '50']\n",
"['AAPL', '2025-03-21', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:12:48.008', '28.32', '29.20', '28.03', '29.20', '24', '13', '10', '4', '29.20', '50', '5', '7', '31.25', '50']\n",
"['AAPL', '2025-03-21', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:48.806', '10.50', '10.50', '9.05', '9.05', '54', '23', '3', '6', '8.20', '50', '1', '60', '10.15', '50']\n",
"['AAPL', '2025-01-17', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:01:48.976', '93.00', '93.75', '93.00', '93.75', '52', '3', '30', '76', '93.60', '50', '9', '60', '94.15', '50']\n",
"['AAPL', '2025-01-17', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:43:17.118', '106.69', '107.55', '106.69', '107.55', '21', '4', '30', '76', '108.60', '50', '1', '43', '109.95', '50']\n",
"['AAPL', '2024-12-13', '265.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '37.20', '50', '30', '76', '37.75', '50']\n",
"['AAPL', '2025-02-21', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:00:57.225', '78.50', '78.50', '78.50', '78.50', '1', '1', '30', '76', '77.65', '50', '30', '76', '80.65', '50']\n",
"['AAPL', '2024-11-15', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:39:11.665', '0.01', '0.03', '0.01', '0.02', '56', '10', '3', '46', '0.02', '50', '26', '11', '0.03', '50']\n",
"['AAPL', '2025-08-15', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '76', '64.85', '50', '6', '76', '65.50', '50']\n",
"['AAPL', '2024-12-20', '125.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:06:25.456', '0.05', '0.05', '0.05', '0.05', '37', '4', '22', '7', '0.04', '50', '58', '7', '0.09', '50']\n",
"['AAPL', '2025-06-20', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:27:31.168', '0.57', '0.57', '0.56', '0.56', '3', '3', '22', '7', '0.54', '50', '30', '76', '0.56', '50']\n",
"['AAPL', '2025-02-21', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '121.60', '50', '9', '60', '122.85', '50']\n",
"['AAPL', '2026-06-18', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '7', '2.87', '50', '31', '7', '2.99', '50']\n",
"['AAPL', '2024-12-27', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:21:44.461', '2.27', '2.50', '1.93', '2.25', '35', '18', '64', '22', '1.74', '50', '10', '76', '2.71', '50']\n",
"['AAPL', '2026-12-18', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:01:51.396', '91.63', '91.63', '91.63', '91.63', '2', '2', '20', '76', '92.50', '50', '8', '7', '94.60', '50']\n",
"['AAPL', '2025-08-15', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:43:19.573', '21.95', '21.95', '21.95', '21.95', '30', '1', '24', '60', '21.15', '50', '17', '7', '23.15', '50']\n",
"['AAPL', '2024-11-22', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '100.75', '50', '30', '76', '102.90', '50']\n",
"['AAPL', '2025-04-17', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:00.331', '4.90', '4.90', '4.19', '4.20', '164', '39', '37', '9', '4.10', '50', '31', '47', '4.25', '50']\n",
"['AAPL', '2024-11-29', '135.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '60', '0.00', '50', '35', '4', '0.23', '50']\n",
"['AAPL', '2025-06-20', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '70', '7', '0.16', '50', '44', '11', '0.18', '50']\n",
"['AAPL', '2026-12-18', '380.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '21', '11', '3.55', '50', '45', '47', '3.85', '50']\n",
"['AAPL', '2025-01-17', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:57.806', '12.30', '13.80', '12.30', '13.59', '851', '177', '3', '7', '12.55', '50', '1', '31', '13.70', '50']\n",
"['AAPL', '2025-04-17', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:38:09.31', '0.39', '0.39', '0.38', '0.38', '11', '2', '78', '7', '0.35', '50', '67', '7', '0.39', '50']\n",
"['AAPL', '2024-12-20', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '197.25', '50', '30', '76', '197.85', '50']\n",
"['AAPL', '2024-11-15', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:52:31.219', '15.64', '17.87', '15.49', '17.27', '545', '87', '1', '60', '16.70', '50', '30', '76', '18.75', '50']\n",
"['AAPL', '2025-12-19', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:06.97', '12.73', '13.60', '12.72', '13.40', '17', '6', '1', '7', '11.80', '50', '20', '76', '13.60', '50']\n",
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"['AAPL', '2025-02-21', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '80', '7', '0.12', '50', '78', '7', '0.16', '50']\n",
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"['AAPL', '2026-12-18', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '22', '11', '80.60', '50', '11', '7', '82.90', '50']\n",
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"['AAPL', '2026-01-16', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '196.25', '50', '30', '76', '199.85', '50']\n",
"['AAPL', '2024-11-22', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:45:57.058', '20.85', '23.10', '20.85', '23.10', '26', '10', '1', '46', '22.10', '50', '1', '7', '24.20', '50']\n",
"['AAPL', '2024-12-27', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '29.00', '50', '2', '11', '30.50', '50']\n",
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"['AAPL', '2025-06-20', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '215.70', '50', '1', '7', '219.05', '50']\n",
"['AAPL', '2024-11-15', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:37:20.538', '0.01', '0.01', '0.01', '0.01', '23', '10', '0', '60', '0.00', '50', '139', '7', '0.01', '50']\n",
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"['AAPL', '2026-12-18', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:37:36.042', '59.20', '59.20', '59.20', '59.20', '1', '1', '28', '11', '59.15', '50', '11', '7', '61.45', '50']\n",
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"['AAPL', '2024-11-15', '197.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:41:32.176', '28.50', '29.63', '28.14', '29.63', '19', '10', '30', '76', '29.95', '50', '2', '7', '30.40', '50']\n",
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"['AAPL', '2024-12-13', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:49:10.565', '26.45', '28.09', '26.45', '28.00', '29', '5', '4', '7', '28.05', '50', '4', '69', '29.05', '50']\n",
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"['AAPL', '2025-06-20', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:41:07.519', '81.77', '81.77', '81.77', '81.77', '1', '1', '1', '6', '80.15', '50', '24', '22', '82.60', '50']\n",
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"['AAPL', '2026-01-16', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:33:38.111', '34.71', '35.13', '34.71', '35.13', '14', '5', '48', '11', '34.85', '50', '20', '76', '36.20', '50']\n",
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"['AAPL', '2025-01-17', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:22.586', '0.24', '0.28', '0.23', '0.27', '708', '48', '10', '7', '0.25', '50', '42', '7', '0.27', '50']\n",
"['AAPL', '2025-01-17', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:03:21.707', '127.84', '127.84', '127.84', '127.84', '51', '2', '30', '76', '128.10', '50', '2', '7', '129.75', '50']\n",
"['AAPL', '2025-01-17', '360.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '20', '4', '0.02', '50']\n",
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"['AAPL', '2025-12-19', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '32', '60', '2.77', '50', '41', '7', '3.30', '50']\n",
"['AAPL', '2025-02-21', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:11:05.506', '0.33', '0.35', '0.32', '0.35', '11', '5', '32', '11', '0.33', '50', '54', '7', '0.36', '50']\n",
"['AAPL', '2024-11-22', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '15', '60', '0.21', '50']\n",
"['AAPL', '2024-11-29', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:28.85', '1.34', '1.34', '0.72', '0.76', '760', '150', '1', '65', '0.70', '50', '4', '65', '0.86', '50']\n",
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"['AAPL', '2024-11-15', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:22:31.822', '65.94', '67.24', '65.94', '66.95', '148', '7', '3', '60', '67.30', '50', '30', '76', '67.85', '50']\n",
"['AAPL', '2025-02-21', '315.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '87.15', '50', '6', '60', '87.85', '50']\n",
"['AAPL', '2025-03-21', '65.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '69', '7', '0.01', '50', '44', '9', '0.05', '50']\n",
"['AAPL', '2024-11-22', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '6', '115.55', '50', '30', '76', '117.85', '50']\n",
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"['AAPL', '2026-06-18', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:49:57.029', '10.00', '10.00', '10.00', '10.00', '1', '1', '10', '76', '9.95', '50', '28', '60', '10.25', '50']\n",
"['AAPL', '2027-01-15', '80.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '7', '0.45', '50', '285', '22', '0.97', '50']\n",
"['AAPL', '2025-12-19', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:28:33.994', '4.57', '4.75', '4.45', '4.70', '72', '12', '40', '11', '4.75', '50', '18', '76', '4.90', '50']\n",
"['AAPL', '2024-11-08', '212.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:41.782', '0.02', '0.03', '0.01', '0.01', '1543', '190', '38', '7', '0.01', '50', '31', '11', '0.03', '50']\n",
"['AAPL', '2024-11-08', '202.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:30:28.748', '23.10', '24.70', '23.10', '24.50', '115', '7', '1', '7', '23.55', '50', '20', '76', '25.45', '50']\n",
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"['AAPL', '2026-01-16', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:09:05.312', '1.46', '1.52', '1.39', '1.52', '17', '9', '24', '7', '1.49', '50', '34', '7', '1.58', '50']\n",
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"['AAPL', '2024-12-06', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:29:16.393', '0.11', '0.12', '0.10', '0.12', '75', '9', '44', '7', '0.09', '50', '58', '7', '0.12', '50']\n",
"['AAPL', '2025-02-21', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '42.15', '50', '5', '60', '43.40', '50']\n",
"['AAPL', '2025-03-21', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '221.40', '50', '1', '7', '223.90', '50']\n",
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"['AAPL', '2024-11-15', '315.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '30', '76', '0.01', '50']\n",
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"['AAPL', '2024-11-15', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.192', '68.00', '68.00', '68.00', '68.00', '1', '1', '30', '76', '67.25', '50', '30', '76', '67.80', '50']\n",
"['AAPL', '2025-03-21', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '181.10', '50', '3', '1', '184.70', '50']\n",
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"['AAPL', '2024-12-06', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '7', '0.02', '50', '55', '4', '0.16', '50']\n",
"['AAPL', '2025-12-19', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '55', '7', '1.59', '50', '47', '11', '1.68', '50']\n",
"['AAPL', '2025-06-20', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '7', '50.80', '50', '5', '7', '54.40', '50']\n",
"['AAPL', '2027-01-15', '410.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '2.38', '50', '12', '7', '2.78', '50']\n",
"['AAPL', '2025-04-17', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:22:00.859', '10.80', '11.20', '10.00', '10.00', '85', '47', '10', '7', '9.15', '50', '7', '7', '11.90', '50']\n",
"['AAPL', '2024-12-13', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:12.376', '4.65', '5.15', '3.89', '4.00', '120', '29', '12', '76', '3.05', '50', '6', '42', '4.95', '50']\n",
"['AAPL', '2025-12-19', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '210.70', '50', '30', '76', '214.30', '50']\n",
"['AAPL', '2025-02-21', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '7', '0.15', '50', '60', '11', '0.19', '50']\n",
"['AAPL', '2025-12-19', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '106.60', '50', '19', '60', '109.30', '50']\n",
"['AAPL', '2025-06-20', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:50.34', '1.02', '1.02', '0.89', '0.90', '116', '24', '40', '7', '0.88', '50', '23', '7', '0.93', '50']\n",
"['AAPL', '2024-11-08', '197.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:35:08.378', '0.01', '0.01', '0.01', '0.01', '15', '4', '0', '76', '0.00', '50', '32', '11', '0.01', '50']\n",
"['AAPL', '2026-01-16', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '42', '7', '0.05', '50', '43', '7', '0.11', '50']\n",
"['AAPL', '2025-12-19', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:06.995', '2.01', '2.02', '1.90', '1.90', '17', '3', '41', '7', '1.88', '50', '42', '60', '1.98', '50']\n",
"['AAPL', '2024-12-06', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:46:30.642', '31.80', '32.57', '31.50', '32.57', '10', '6', '15', '69', '33.05', '50', '8', '7', '33.65', '50']\n",
"['AAPL', '2026-01-16', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:44:29.802', '25.45', '25.45', '24.50', '24.50', '6', '6', '25', '22', '24.30', '50', '36', '11', '24.75', '50']\n",
"['AAPL', '2025-01-17', '325.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '97.15', '50', '30', '76', '98.15', '50']\n",
"['AAPL', '2026-12-18', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:30:06.267', '17.82', '17.82', '17.82', '17.82', '1', '1', '10', '76', '16.70', '50', '30', '11', '17.15', '50']\n",
"['AAPL', '2026-06-18', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '123', '7', '0.18', '50', '95', '7', '0.22', '50']\n",
"['AAPL', '2025-04-17', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:43.546', '33.56', '35.10', '33.15', '34.35', '195', '33', '1', '7', '33.70', '50', '17', '11', '35.80', '50']\n",
"['AAPL', '2026-01-16', '75.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '123', '7', '0.23', '50', '107', '7', '0.27', '50']\n",
"['AAPL', '2024-11-22', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '39', '11', '0.22', '50']\n",
"['AAPL', '2026-01-16', '70.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '42', '7', '0.19', '50', '42', '7', '0.25', '50']\n",
"['AAPL', '2024-11-29', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.247', '0.12', '0.15', '0.12', '0.15', '378', '81', '18', '7', '0.13', '50', '188', '76', '0.15', '50']\n",
"['AAPL', '2025-06-20', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:41:07.519', '2.60', '2.62', '2.30', '2.35', '292', '95', '1', '60', '2.19', '50', '28', '60', '2.35', '50']\n",
"['AAPL', '2024-11-15', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:41.264', '6.25', '6.25', '3.80', '4.20', '2048', '278', '1', '1', '3.90', '50', '2', '7', '4.30', '50']\n",
"['AAPL', '2026-12-18', '400.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '170.70', '50', '8', '7', '174.30', '50']\n",
"['AAPL', '2024-11-15', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.123', '0.31', '0.50', '0.30', '0.47', '31980', '2668', '25', '60', '0.44', '50', '1004', '46', '0.50', '50']\n",
"['AAPL', '2024-12-20', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '132.20', '50', '30', '76', '133.25', '50']\n",
"['AAPL', '2024-11-15', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:24:57.795', '0.01', '0.02', '0.01', '0.01', '53', '7', '0', '76', '0.00', '50', '102', '60', '0.01', '50']\n",
"['AAPL', '2026-12-18', '70.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '84', '7', '0.40', '50', '96', '7', '0.49', '50']\n",
"['AAPL', '2024-11-22', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:48.3', '0.15', '0.15', '0.11', '0.12', '105', '32', '1', '1', '0.12', '50', '34', '7', '0.13', '50']\n",
"['AAPL', '2025-09-19', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '76', '100.00', '50', '2', '76', '105.00', '50']\n",
"['AAPL', '2025-01-17', '365.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '69', '0.00', '50', '75', '69', '0.01', '50']\n",
"['AAPL', '2026-12-18', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '19', '22', '129.55', '50', '36', '22', '132.70', '50']\n",
"['AAPL', '2025-08-15', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '4', '0.79', '50', '16', '69', '0.86', '50']\n",
"['AAPL', '2024-11-15', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:56.101', '6.06', '8.45', '6.00', '8.10', '1874', '306', '1', '7', '7.40', '50', '1', '1', '8.50', '50']\n",
"['AAPL', '2024-12-27', '265.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '36.15', '50', '1', '60', '39.55', '50']\n",
"['AAPL', '2024-12-06', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:40:07.289', '46.93', '46.93', '46.93', '46.93', '3', '1', '12', '7', '47.90', '50', '15', '69', '48.50', '50']\n",
"['AAPL', '2025-09-19', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:42:00.137', '3.60', '3.85', '3.60', '3.85', '30', '5', '30', '11', '3.75', '50', '39', '11', '3.95', '50']\n",
"['AAPL', '2024-12-20', '315.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '87.20', '50', '30', '76', '88.20', '50']\n",
"['AAPL', '2025-02-21', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.088', '20.90', '20.90', '19.45', '19.45', '3', '3', '2', '43', '19.25', '50', '1', '6', '21.50', '50']\n",
"['AAPL', '2026-12-18', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:20:36.197', '122.00', '122.00', '122.00', '122.00', '60', '1', '23', '22', '120.35', '50', '37', '22', '123.75', '50']\n",
"['AAPL', '2025-01-17', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:49:59.101', '0.40', '0.42', '0.33', '0.33', '147', '21', '24', '7', '0.32', '50', '23', '60', '0.35', '50']\n",
"['AAPL', '2024-11-15', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:57:02.027', '0.01', '0.01', '0.01', '0.01', '2', '1', '0', '76', '0.00', '50', '25', '69', '0.01', '50']\n",
"['AAPL', '2024-11-29', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '101.60', '50', '30', '76', '103.05', '50']\n",
"['AAPL', '2024-11-29', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:04:19.267', '32.61', '32.61', '32.61', '32.61', '1', '1', '11', '7', '32.85', '50', '22', '69', '33.40', '50']\n",
"['AAPL', '2026-01-16', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:43:33.943', '28.40', '28.40', '27.30', '27.30', '61', '2', '6', '43', '27.10', '50', '13', '7', '29.30', '50']\n",
"['AAPL', '2024-12-06', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:51.525', '5.39', '6.80', '5.35', '6.65', '1155', '249', '5', '7', '4.60', '50', '1', '7', '7.25', '50']\n",
"['AAPL', '2024-11-22', '232.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:01:40.245', '8.30', '8.30', '6.58', '6.58', '29', '16', '1', '11', '5.35', '50', '47', '69', '7.10', '50']\n",
"['AAPL', '2025-12-19', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '92', '7', '0.31', '50', '68', '7', '0.35', '50']\n",
"['AAPL', '2024-12-20', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '67.20', '50', '30', '76', '67.85', '50']\n",
"['AAPL', '2025-03-21', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:11:43.461', '0.55', '0.55', '0.51', '0.51', '18', '3', '20', '7', '0.50', '50', '37', '7', '0.53', '50']\n",
"['AAPL', '2024-12-06', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '102.00', '50', '3', '1', '104.40', '50']\n",
"['AAPL', '2024-11-08', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '60', '122.00', '50', '7', '60', '123.05', '50']\n",
"['AAPL', '2024-11-08', '222.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:57.977', '0.78', '0.78', '0.08', '0.09', '16214', '2479', '12', '7', '0.08', '50', '32', '60', '0.10', '50']\n",
"['AAPL', '2027-01-15', '25.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '73', '22', '0.33', '50']\n",
"['AAPL', '2024-12-20', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:40:07.007', '87.79', '87.95', '87.79', '87.95', '3', '2', '4', '60', '88.00', '50', '1', '46', '89.15', '50']\n",
"['AAPL', '2024-12-06', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '28', '76', '52.20', '50', '1', '60', '53.30', '50']\n",
"['AAPL', '2024-12-20', '325.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '18', '76', '0.02', '50']\n",
"['AAPL', '2024-11-22', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:10:43.988', '0.02', '0.02', '0.01', '0.01', '21', '7', '0', '31', '0.00', '50', '65', '31', '0.01', '50']\n",
"['AAPL', '2025-04-17', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:00.134', '1.20', '1.30', '1.20', '1.30', '69', '10', '11', '42', '1.26', '50', '1', '22', '1.33', '50']\n",
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"['AAPL', '2024-11-15', '20.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '205.60', '50', '30', '76', '207.80', '50']\n",
"['AAPL', '2025-08-15', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:51:55.865', '6.95', '7.14', '6.95', '7.14', '9', '3', '1', '22', '5.85', '50', '3', '5', '7.45', '50']\n",
"['AAPL', '2025-02-21', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.197', '5.40', '6.30', '5.40', '6.00', '1143', '195', '13', '7', '6.10', '50', '1', '46', '6.50', '50']\n",
"['AAPL', '2024-11-08', '242.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:45:52.276', '16.95', '16.95', '16.85', '16.85', '4', '2', '5', '60', '14.45', '50', '18', '7', '15.75', '50']\n",
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"['AAPL', '2024-11-15', '232.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.065', '0.58', '0.95', '0.55', '0.88', '8739', '2387', '10', '60', '0.85', '50', '1116', '1', '0.94', '50']\n",
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"['AAPL', '2025-08-15', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '22', '95.40', '50', '30', '76', '98.40', '50']\n",
"['AAPL', '2026-12-18', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '11', '9.65', '50', '10', '76', '11.75', '50']\n",
"['AAPL', '2025-02-21', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:35:59.592', '3.08', '3.08', '2.62', '2.65', '146', '44', '1', '7', '2.17', '50', '21', '60', '2.73', '50']\n",
"['AAPL', '2024-11-22', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:57:42.74', '31.50', '31.50', '31.50', '31.50', '6', '1', '12', '7', '32.55', '50', '10', '7', '33.15', '50']\n",
"['AAPL', '2025-02-21', '380.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '152.05', '50', '10', '60', '153.35', '50']\n",
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"['AAPL', '2024-11-22', '232.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:42.838', '1.16', '1.77', '1.15', '1.70', '2627', '371', '19', '1', '1.50', '50', '1', '60', '1.75', '50']\n",
"['AAPL', '2025-09-19', '55.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '39', '7', '0.04', '50', '6', '4', '0.09', '50']\n",
"['AAPL', '2025-09-19', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:45:14.334', '2.01', '2.01', '1.82', '1.82', '31', '4', '35', '7', '1.76', '50', '15', '11', '1.83', '50']\n",
"['AAPL', '2026-12-18', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '4', '10.80', '50', '30', '11', '11.10', '50']\n",
"['AAPL', '2025-01-17', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:50.112', '5.05', '5.09', '3.90', '4.15', '4974', '425', '1', '69', '3.50', '50', '1', '7', '4.50', '50']\n",
"['AAPL', '2024-12-20', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:33:06.113', '24.55', '24.55', '22.88', '22.88', '78', '25', '1', '46', '22.40', '50', '1', '5', '23.75', '50']\n",
"['AAPL', '2025-03-21', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '20', '11', '0.03', '50']\n",
"['AAPL', '2024-11-08', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '27', '11', '127.00', '50', '27', '11', '128.15', '50']\n",
"['AAPL', '2026-01-16', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:47:48.935', '4.05', '4.05', '3.75', '3.75', '12', '6', '30', '11', '3.70', '50', '30', '11', '3.85', '50']\n",
"['AAPL', '2026-06-18', '40.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '7', '0.11', '50', '40', '7', '0.18', '50']\n",
"['AAPL', '2025-01-17', '305.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '77.15', '50', '30', '76', '77.90', '50']\n",
"['AAPL', '2025-03-21', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:26:44.554', '0.82', '0.88', '0.76', '0.86', '49', '25', '21', '11', '0.83', '50', '31', '7', '0.87', '50']\n",
"['AAPL', '2025-04-17', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '43', '61.05', '50', '5', '7', '64.35', '50']\n",
"['AAPL', '2025-09-19', '60.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '114', '7', '0.07', '50', '108', '7', '0.11', '50']\n",
"['AAPL', '2024-11-08', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:56.974', '0.29', '0.29', '0.04', '0.04', '13614', '1718', '8', '7', '0.04', '50', '39', '11', '0.06', '50']\n",
"['AAPL', '2024-12-13', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:33:39.786', '0.21', '0.23', '0.19', '0.23', '46', '14', '30', '5', '0.21', '50', '103', '5', '0.25', '50']\n",
"['AAPL', '2025-06-20', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:05:16.974', '144.53', '144.53', '144.53', '144.53', '4', '1', '30', '76', '143.75', '50', '14', '22', '145.10', '50']\n",
"['AAPL', '2024-11-15', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:14:32.052', '0.01', '0.01', '0.01', '0.01', '1', '1', '0', '76', '0.00', '50', '29', '4', '0.01', '50']\n",
"['AAPL', '2026-01-16', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:51:04.435', '15.96', '16.00', '15.96', '16.00', '3', '2', '1', '7', '14.10', '50', '1', '7', '17.30', '50']\n",
"['AAPL', '2025-06-20', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:42.525', '12.46', '13.07', '12.17', '13.05', '136', '44', '1', '60', '11.45', '50', '13', '22', '13.10', '50']\n",
"['AAPL', '2027-01-15', '25.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '201.00', '50', '30', '76', '205.05', '50']\n",
"['AAPL', '2025-02-21', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '60', '67.15', '50', '3', '60', '68.40', '50']\n",
"['AAPL', '2024-11-29', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:28.588', '2.26', '2.26', '1.42', '1.45', '374', '130', '31', '11', '1.25', '50', '30', '11', '1.51', '50']\n",
"['AAPL', '2024-12-20', '145.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:41:01.559', '0.07', '0.08', '0.06', '0.07', '1309', '102', '38', '7', '0.07', '50', '22', '7', '0.08', '50']\n",
"['AAPL', '2024-12-20', '325.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '76', '97.20', '50', '30', '76', '98.20', '50']\n",
"['AAPL', '2027-01-15', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '90.00', '50', '2', '11', '95.00', '50']\n",
"['AAPL', '2025-12-19', '25.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '201.00', '50', '30', '76', '204.60', '50']\n",
"['AAPL', '2025-09-19', '50.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '176.85', '50', '14', '76', '180.35', '50']\n",
"['AAPL', '2024-11-15', '55.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '172.25', '50', '30', '76', '172.80', '50']\n",
"['AAPL', '2025-02-21', '305.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:05:24.147', '0.14', '0.14', '0.14', '0.14', '2', '2', '75', '7', '0.11', '50', '80', '7', '0.14', '50']\n",
"['AAPL', '2026-01-16', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:54:37.594', '136.76', '136.76', '136.76', '136.76', '10', '1', '30', '76', '135.60', '50', '28', '76', '138.30', '50']\n",
"['AAPL', '2027-01-15', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '12', '22', '196.50', '50', '30', '76', '200.50', '50']\n",
"['AAPL', '2025-01-17', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:28:07.793', '68.00', '68.73', '68.00', '68.65', '49', '11', '20', '7', '68.90', '50', '7', '60', '69.50', '50']\n",
"['AAPL', '2024-12-20', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '47.20', '50', '30', '76', '47.85', '50']\n",
"['AAPL', '2024-11-08', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '97.00', '50', '7', '60', '98.20', '50']\n",
"['AAPL', '2025-09-19', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:51:08.845', '11.55', '11.55', '11.00', '11.00', '2', '2', '15', '7', '9.10', '50', '1', '65', '12.10', '50']\n",
"['AAPL', '2025-04-17', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '43', '101.05', '50', '4', '7', '104.30', '50']\n",
"['AAPL', '2025-04-17', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '117.80', '50', '1', '7', '121.20', '50']\n",
"['AAPL', '2024-12-20', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:39:52.773', '0.22', '0.22', '0.19', '0.21', '991', '59', '33', '7', '0.19', '50', '20', '7', '0.21', '50']\n",
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"['AAPL', '2024-12-27', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:38:11.494', '0.99', '0.99', '0.57', '0.85', '23', '4', '37', '11', '0.66', '50', '34', '11', '1.00', '50']\n",
"['AAPL', '2027-01-15', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '6', '40.30', '50', '5', '7', '41.90', '50']\n",
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"['AAPL', '2025-01-17', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '62.20', '50', '30', '76', '62.75', '50']\n",
"['AAPL', '2025-09-19', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:29:31.916', '121.25', '121.25', '121.25', '121.25', '1', '1', '30', '76', '120.60', '50', '30', '76', '122.40', '50']\n",
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"['AAPL', '2025-03-21', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:01:59.424', '24.45', '24.45', '24.45', '24.45', '1', '1', '6', '69', '23.80', '50', '10', '76', '24.30', '50']\n",
"['AAPL', '2024-12-27', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:30:34.097', '0.16', '0.18', '0.16', '0.18', '12', '6', '0', '7', '0.00', '50', '4', '7', '0.22', '50']\n",
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"['AAPL', '2025-01-17', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:57:54.119', '0.02', '0.02', '0.01', '0.01', '40', '2', '501', '60', '0.01', '50', '31', '11', '0.02', '50']\n",
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"['AAPL', '2024-12-20', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:26:35.962', '0.05', '0.07', '0.05', '0.07', '64', '25', '43', '7', '0.05', '50', '202', '69', '0.07', '50']\n",
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"['AAPL', '2025-02-21', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '112.15', '50', '30', '76', '114.40', '50']\n",
"['AAPL', '2025-04-17', '325.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '38', '7', '0.15', '50', '31', '7', '0.21', '50']\n",
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"['AAPL', '2024-11-22', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '32.25', '50', '30', '76', '32.80', '50']\n",
"['AAPL', '2025-12-19', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:59:52.294', '2.35', '2.35', '2.35', '2.35', '35', '1', '41', '7', '2.19', '50', '45', '7', '2.31', '50']\n",
"['AAPL', '2024-11-22', '237.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:08.454', '0.45', '0.68', '0.45', '0.62', '615', '156', '31', '11', '0.61', '50', '10', '46', '0.67', '50']\n",
"['AAPL', '2025-03-21', '75.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '79', '7', '0.02', '50', '51', '7', '0.07', '50']\n",
"['AAPL', '2025-03-21', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:08.097', '0.08', '0.08', '0.08', '0.08', '1', '1', '47', '7', '0.07', '50', '60', '7', '0.09', '50']\n",
"['AAPL', '2025-03-21', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:51.722', '32.40', '33.75', '31.85', '33.21', '367', '58', '20', '76', '33.35', '50', '1', '46', '34.30', '50']\n",
"['AAPL', '2027-01-15', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:42:54.611', '8.44', '8.55', '8.44', '8.55', '11', '2', '30', '11', '8.45', '50', '31', '11', '9.05', '50']\n",
"['AAPL', '2024-11-08', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '4', '60', '107.00', '50', '7', '60', '108.20', '50']\n",
"['AAPL', '2026-12-18', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '215.40', '50', '30', '76', '219.35', '50']\n",
"['AAPL', '2024-12-06', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:18:08.438', '14.35', '14.74', '14.35', '14.72', '22', '3', '10', '76', '12.75', '50', '20', '76', '13.40', '50']\n",
"['AAPL', '2024-12-06', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:14:17.439', '0.16', '0.17', '0.15', '0.15', '145', '12', '29', '76', '0.15', '50', '48', '7', '0.17', '50']\n",
"['AAPL', '2027-01-15', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '13', '22', '125.00', '50', '30', '76', '128.85', '50']\n",
"['AAPL', '2027-01-15', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '110.00', '50', '2', '11', '115.00', '50']\n",
"['AAPL', '2024-12-06', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:13:47.566', '21.90', '23.43', '21.90', '23.43', '14', '6', '2', '60', '23.30', '50', '2', '11', '23.90', '50']\n",
"['AAPL', '2025-12-19', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '88', '7', '0.46', '50', '83', '7', '0.51', '50']\n",
"['AAPL', '2024-12-27', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '61.15', '50', '30', '76', '64.55', '50']\n",
"['AAPL', '2024-12-27', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:30.745', '7.49', '8.61', '7.49', '8.51', '66', '17', '129', '9', '7.95', '50', '146', '9', '9.10', '50']\n",
"['AAPL', '2026-12-18', '440.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '210.70', '50', '8', '7', '214.30', '50']\n",
"['AAPL', '2025-12-19', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '181.95', '50', '30', '76', '185.55', '50']\n",
"['AAPL', '2024-12-20', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:54:50.113', '11.40', '11.40', '9.60', '10.15', '176', '59', '30', '11', '9.35', '50', '6', '60', '10.05', '50']\n",
"['AAPL', '2024-12-27', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '67', '4', '2.23', '50']\n",
"['AAPL', '2027-01-15', '390.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '76', '160.00', '50', '2', '76', '165.00', '50']\n",
"['AAPL', '2025-09-19', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '110.70', '50', '7', '7', '114.30', '50']\n",
"['AAPL', '2025-12-19', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:50:42.982', '75.98', '77.11', '75.90', '77.11', '3', '3', '18', '76', '76.80', '50', '1', '22', '77.35', '50']\n",
"['AAPL', '2025-08-15', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:16:00.813', '116.19', '116.59', '116.08', '116.59', '56', '3', '30', '76', '116.00', '50', '28', '76', '117.60', '50']\n",
"['AAPL', '2025-04-17', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:56:00.249', '38.14', '39.00', '37.40', '38.75', '43', '12', '26', '11', '38.90', '50', '1', '6', '41.05', '50']\n",
"['AAPL', '2024-12-20', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:52.136', '6.72', '8.27', '6.72', '8.10', '1588', '471', '28', '76', '7.95', '50', '30', '11', '8.30', '50']\n",
"['AAPL', '2025-09-19', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:54:37.594', '140.10', '140.35', '140.10', '140.35', '139', '2', '30', '76', '140.10', '50', '1', '43', '142.15', '50']\n",
"['AAPL', '2025-03-21', '30.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '23', '22', '0.22', '50']\n",
"['AAPL', '2026-06-18', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '30.75', '50', '13', '7', '34.70', '50']\n",
"['AAPL', '2026-12-18', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '23', '11', '34.65', '50', '21', '4', '35.30', '50']\n",
"['AAPL', '2024-12-13', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '92.60', '50', '15', '60', '93.40', '50']\n",
"['AAPL', '2024-11-15', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:52:35.355', '0.03', '0.04', '0.03', '0.03', '2606', '242', '40', '7', '0.03', '50', '102', '5', '0.04', '50']\n",
"['AAPL', '2024-12-13', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:56:30.086', '0.39', '0.43', '0.35', '0.39', '385', '40', '21', '11', '0.39', '50', '17', '7', '0.42', '50']\n",
"['AAPL', '2024-12-20', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:52.033', '0.08', '0.10', '0.07', '0.09', '476', '51', '28', '47', '0.08', '50', '37', '7', '0.09', '50']\n",
"['AAPL', '2024-12-06', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:56:26.416', '1.72', '1.72', '1.07', '1.12', '468', '125', '1', '22', '1.05', '50', '7', '22', '1.10', '50']\n",
"['AAPL', '2025-02-21', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:00:05.57', '69.80', '69.80', '69.80', '69.80', '8', '5', '30', '76', '68.00', '50', '3', '1', '71.50', '50']\n",
"['AAPL', '2025-12-19', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:38:58.717', '5.10', '5.10', '4.95', '4.95', '15', '3', '10', '76', '4.80', '50', '30', '11', '4.95', '50']\n",
"['AAPL', '2024-11-08', '232.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:51:07.939', '7.50', '7.50', '5.00', '5.55', '276', '76', '8', '76', '4.90', '50', '3', '60', '5.40', '50']\n",
"['AAPL', '2025-06-20', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '7', '120.75', '50', '5', '7', '124.35', '50']\n",
"['AAPL', '2025-03-21', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:35:44.607', '84.63', '84.63', '84.63', '84.63', '1', '1', '9', '60', '82.10', '50', '4', '60', '83.35', '50']\n",
"['AAPL', '2026-06-18', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '7', '220.70', '50', '30', '76', '224.30', '50']\n",
"['AAPL', '2026-01-16', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '12', '22', '210.50', '50', '30', '76', '214.35', '50']\n",
"['AAPL', '2026-12-18', '370.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '140.50', '50', '8', '7', '144.30', '50']\n",
"['AAPL', '2026-12-18', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '4', '183.00', '50', '7', '7', '186.60', '50']\n",
"['AAPL', '2024-11-29', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:00:20.035', '18.95', '18.95', '18.95', '18.95', '1', '1', '3', '9', '16.10', '50', '3', '7', '19.45', '50']\n",
"['AAPL', '2025-04-17', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:20:32.756', '2.57', '2.57', '2.13', '2.16', '159', '144', '33', '4', '2.05', '50', '30', '11', '2.12', '50']\n",
"['AAPL', '2024-12-13', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:50:36.488', '0.11', '0.13', '0.11', '0.13', '21', '7', '25', '7', '0.12', '50', '21', '7', '0.15', '50']\n",
"['AAPL', '2025-01-17', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.384', '2.94', '3.65', '2.88', '3.50', '2466', '527', '2', '1', '3.30', '50', '2', '7', '3.60', '50']\n",
"['AAPL', '2024-11-22', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:29:36.106', '0.02', '0.02', '0.02', '0.02', '21', '8', '21', '7', '0.01', '50', '8', '46', '0.02', '50']\n",
"['AAPL', '2026-12-18', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '120.70', '50', '8', '7', '124.30', '50']\n",
"['AAPL', '2026-12-18', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '76', '84.55', '50', '8', '7', '86.70', '50']\n",
"['AAPL', '2024-11-08', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '32', '11', '0.01', '50']\n",
"['AAPL', '2025-06-20', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:21:15.849', '27.40', '27.40', '26.19', '26.19', '5', '4', '37', '9', '25.70', '50', '106', '9', '26.45', '50']\n",
"['AAPL', '2025-01-17', '50.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '6', '0.00', '50', '2', '6', '0.01', '50']\n",
"['AAPL', '2026-01-16', '75.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:00:09.082', '154.67', '154.67', '154.32', '154.32', '7', '2', '21', '22', '154.15', '50', '30', '76', '157.40', '50']\n",
"['AAPL', '2026-01-16', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:07:13.697', '3.50', '3.50', '3.30', '3.30', '10', '4', '1', '46', '3.15', '50', '30', '11', '3.30', '50']\n",
"['AAPL', '2024-12-20', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '20', '7', '0.01', '50']\n",
"['AAPL', '2024-12-13', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '86.95', '50', '30', '76', '88.40', '50']\n",
"['AAPL', '2025-06-20', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:56:59.888', '6.50', '6.57', '6.14', '6.15', '335', '25', '122', '46', '5.95', '50', '18', '60', '6.30', '50']\n",
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"['AAPL', '2024-12-20', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:01:10.08', '40.95', '43.62', '40.95', '43.62', '36', '19', '26', '7', '43.40', '50', '6', '60', '43.95', '50']\n",
"['AAPL', '2024-12-13', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '57.25', '50', '1', '60', '58.25', '50']\n",
"['AAPL', '2024-12-06', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '43', '0.00', '50', '10', '76', '0.23', '50']\n",
"['AAPL', '2026-06-18', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '12', '69', '80.75', '50', '1', '11', '81.35', '50']\n",
"['AAPL', '2025-06-20', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:17:06.077', '22.25', '23.75', '22.20', '23.75', '122', '22', '30', '11', '21.55', '50', '2', '69', '23.70', '50']\n",
"['AAPL', '2024-11-15', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:07:39.569', '147.63', '147.63', '147.63', '147.63', '1', '1', '30', '76', '146.90', '50', '30', '76', '147.80', '50']\n",
"['AAPL', '2024-11-15', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:47.647', '0.53', '0.53', '0.23', '0.23', '3188', '840', '16', '7', '0.22', '50', '55', '60', '0.25', '50']\n",
"['AAPL', '2024-11-15', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:36:24.164', '56.20', '57.50', '55.65', '57.41', '10', '8', '30', '76', '57.30', '50', '4', '60', '57.75', '50']\n",
"['AAPL', '2025-03-21', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:01.28', '0.45', '0.51', '0.45', '0.50', '17', '8', '20', '11', '0.48', '50', '27', '7', '0.51', '50']\n",
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"['AAPL', '2024-11-15', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '30', '4', '0.01', '50']\n",
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"['AAPL', '2026-01-16', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:41:39.551', '121.90', '121.90', '121.90', '121.90', '39', '2', '2', '60', '122.45', '50', '30', '76', '124.65', '50']\n",
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"['AAPL', '2025-03-21', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:26.444', '0.19', '0.20', '0.19', '0.20', '43', '10', '59', '7', '0.18', '50', '53', '7', '0.20', '50']\n",
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"['AAPL', '2024-11-22', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:17.135', '11.80', '13.50', '11.50', '13.15', '52', '33', '9', '7', '11.45', '50', '30', '76', '14.95', '50']\n",
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"['AAPL', '2026-12-18', '420.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '43', '1.95', '50', '20', '76', '2.14', '50']\n",
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"['AAPL', '2025-06-20', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:30:03.522', '93.48', '93.48', '93.48', '93.48', '1', '1', '30', '76', '95.50', '50', '19', '22', '96.90', '50']\n",
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"['AAPL', '2024-12-13', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:13.425', '13.10', '15.10', '13.10', '14.40', '143', '17', '3', '69', '14.70', '50', '3', '7', '16.00', '50']\n",
"['AAPL', '2024-11-29', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '57.55', '50', '30', '76', '58.25', '50']\n",
"['AAPL', '2024-11-22', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:50.622', '0.05', '0.05', '0.03', '0.03', '104', '14', '88', '5', '0.03', '50', '200', '46', '0.04', '50']\n",
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"['AAPL', '2027-01-15', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:03:34.186', '25.63', '26.33', '25.63', '26.33', '27', '7', '1', '7', '24.25', '50', '30', '11', '26.85', '50']\n",
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"['AAPL', '2026-06-18', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:31.17', '12.82', '13.25', '12.82', '13.25', '11', '2', '1', '11', '13.40', '50', '1', '46', '14.50', '50']\n",
"['AAPL', '2024-12-06', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:53:40.868', '0.01', '0.01', '0.01', '0.01', '2', '2', '0', '76', '0.00', '50', '32', '11', '0.02', '50']\n",
"['AAPL', '2026-06-18', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:49:26.29', '7.26', '7.40', '7.25', '7.40', '14', '4', '19', '60', '7.30', '50', '31', '47', '7.50', '50']\n",
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"['AAPL', '2026-01-16', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '22', '22', '158.85', '50', '30', '76', '162.15', '50']\n",
"['AAPL', '2025-02-21', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.802', '2.94', '3.45', '2.94', '3.35', '445', '78', '24', '60', '3.25', '50', '1', '7', '3.50', '50']\n",
"['AAPL', '2025-09-19', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:07:12.063', '162.60', '162.60', '162.60', '162.60', '1', '1', '7', '7', '162.35', '50', '30', '76', '165.80', '50']\n",
"['AAPL', '2024-12-06', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '92.10', '50', '1', '42', '94.25', '50']\n",
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"['AAPL', '2025-01-17', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '215.55', '50', '3', '1', '219.10', '50']\n",
"['AAPL', '2025-02-21', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '68', '7', '0.02', '50', '99', '7', '0.10', '50']\n",
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"['AAPL', '2026-01-16', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '116.50', '50', '30', '76', '120.10', '50']\n",
"['AAPL', '2026-01-16', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:18:49.016', '18.15', '18.20', '17.33', '17.33', '12', '6', '6', '22', '17.20', '50', '30', '11', '17.60', '50']\n",
"['AAPL', '2024-11-29', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:13.462', '6.85', '6.90', '5.12', '5.62', '551', '64', '1', '43', '4.15', '50', '1', '5', '5.35', '50']\n",
"['AAPL', '2025-02-21', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:03:44.936', '74.80', '74.80', '74.80', '74.80', '8', '1', '1', '9', '72.75', '50', '9', '60', '75.10', '50']\n",
"['AAPL', '2025-03-21', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '215.70', '50', '1', '76', '218.95', '50']\n",
"['AAPL', '2025-03-21', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '42', '7', '0.08', '50', '63', '7', '0.10', '50']\n",
"['AAPL', '2026-12-18', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '57', '7', '0.74', '50', '86', '60', '0.83', '50']\n",
"['AAPL', '2026-06-18', '55.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '108', '7', '0.20', '50', '120', '7', '0.26', '50']\n",
"['AAPL', '2027-01-15', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '599', '22', '0.19', '50', '479', '22', '1.08', '50']\n",
"['AAPL', '2024-11-22', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:13.457', '0.08', '0.09', '0.07', '0.08', '108', '22', '37', '7', '0.07', '50', '39', '7', '0.09', '50']\n",
"['AAPL', '2024-11-22', '247.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:49:53.646', '21.85', '22.10', '21.60', '21.60', '14', '10', '1', '7', '18.80', '50', '1', '9', '22.15', '50']\n",
"['AAPL', '2025-08-15', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '14', '22', '18.45', '50', '8', '7', '20.50', '50']\n",
"['AAPL', '2025-09-19', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:03:58.803', '0.58', '0.64', '0.58', '0.60', '128', '6', '31', '7', '0.60', '50', '23', '7', '0.64', '50']\n",
"['AAPL', '2026-06-18', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '19', '60', '5.95', '50', '16', '4', '6.15', '50']\n",
"['AAPL', '2024-11-22', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:02.357', '0.01', '0.01', '0.01', '0.01', '100', '2', '0', '76', '0.00', '50', '36', '76', '0.01', '50']\n",
"['AAPL', '2025-03-21', '30.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '196.70', '50', '3', '1', '199.45', '50']\n",
"['AAPL', '2025-06-20', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '22', '181.40', '50', '27', '76', '184.65', '50']\n",
"['AAPL', '2027-01-15', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:50:14.998', '5.40', '5.40', '5.40', '5.40', '4', '1', '32', '11', '5.15', '50', '19', '5', '5.65', '50']\n",
"['AAPL', '2025-12-19', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:27.336', '58.02', '60.21', '58.00', '60.19', '26', '9', '9', '7', '58.30', '50', '1', '46', '60.55', '50']\n",
"['AAPL', '2024-11-29', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:30.121', '0.52', '0.68', '0.49', '0.65', '1676', '364', '5', '60', '0.62', '50', '10', '65', '0.70', '50']\n",
"['AAPL', '2025-08-15', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '7', '0.30', '50', '30', '76', '0.35', '50']\n",
"['AAPL', '2024-11-15', '80.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '53', '7', '0.01', '50']\n",
"['AAPL', '2025-06-20', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:07:20.923', '44.75', '45.60', '44.60', '45.60', '23', '5', '6', '7', '44.10', '50', '1', '7', '47.10', '50']\n",
"['AAPL', '2026-01-16', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '21', '60', '91.40', '50', '21', '60', '94.00', '50']\n",
"['AAPL', '2025-03-21', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:20:07.689', '0.11', '0.11', '0.10', '0.11', '9', '9', '43', '7', '0.09', '50', '63', '7', '0.11', '50']\n",
"['AAPL', '2025-04-17', '125.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '7', '0.21', '50', '10', '11', '0.24', '50']\n",
"['AAPL', '2024-11-29', '250.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '45', '76', '22.25', '50', '15', '76', '22.90', '50']\n",
"['AAPL', '2024-11-29', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:12:01.701', '52.51', '52.51', '52.51', '52.51', '30', '2', '30', '76', '52.80', '50', '30', '76', '53.25', '50']\n",
"['AAPL', '2024-11-15', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.175', '137.10', '137.10', '137.10', '137.10', '1', '1', '30', '76', '136.95', '50', '30', '76', '137.80', '50']\n",
"['AAPL', '2024-11-08', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '22', '0.00', '50', '1536', '11', '0.01', '50']\n",
"['AAPL', '2026-12-18', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '7', '90.70', '50', '8', '7', '94.30', '50']\n",
"['AAPL', '2025-01-17', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:48:33.119', '0.15', '0.16', '0.14', '0.15', '207', '23', '48', '7', '0.15', '50', '5', '46', '0.16', '50']\n",
"['AAPL', '2024-12-20', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:16.096', '22.22', '24.50', '22.22', '24.15', '137', '34', '2', '7', '22.90', '50', '1', '69', '25.35', '50']\n",
"['AAPL', '2025-04-17', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:07:23.65', '19.02', '19.02', '18.00', '18.00', '6', '3', '5', '22', '16.05', '50', '19', '22', '19.60', '50']\n",
"['AAPL', '2025-08-15', '320.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '90.80', '50', '6', '7', '94.35', '50']\n",
"['AAPL', '2026-06-18', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '76', '11.30', '50', '20', '76', '11.55', '50']\n",
"['AAPL', '2024-11-22', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:34.353', '1.95', '1.95', '1.06', '1.10', '1155', '351', '1', '7', '1.07', '50', '3', '65', '1.19', '50']\n",
"['AAPL', '2024-11-15', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:21:30.878', '51.10', '52.73', '51.00', '52.73', '26', '7', '30', '76', '52.35', '50', '30', '76', '52.85', '50']\n",
"['AAPL', '2024-12-20', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:49:17.593', '0.40', '0.40', '0.30', '0.31', '923', '112', '14', '7', '0.31', '50', '29', '60', '0.34', '50']\n",
"['AAPL', '2026-12-18', '340.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '110.70', '50', '8', '7', '114.30', '50']\n",
"['AAPL', '2025-06-20', '60.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '45', '7', '0.04', '50', '57', '7', '0.07', '50']\n",
"['AAPL', '2026-06-18', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:17:58.634', '9.07', '9.07', '9.00', '9.00', '19', '4', '10', '76', '8.80', '50', '30', '60', '9.05', '50']\n",
"['AAPL', '2025-09-19', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:15:59.988', '41.00', '41.58', '41.00', '41.58', '22', '10', '20', '76', '41.35', '50', '1', '69', '42.65', '50']\n",
"['AAPL', '2024-12-20', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:16:17.123', '0.04', '0.04', '0.03', '0.04', '26', '6', '26', '7', '0.03', '50', '1', '7', '0.04', '50']\n",
"['AAPL', '2025-02-21', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '29', '7', '0.10', '50', '36', '11', '0.14', '50']\n",
"['AAPL', '2024-12-13', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:39:10.103', '0.15', '0.15', '0.12', '0.13', '48', '19', '38', '7', '0.12', '50', '18', '7', '0.14', '50']\n",
"['AAPL', '2025-04-17', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.786', '15.30', '17.00', '15.30', '16.80', '187', '53', '30', '11', '15.00', '50', '10', '6', '17.90', '50']\n",
"['AAPL', '2026-12-18', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:30:04.995', '5.50', '5.50', '5.50', '5.50', '1', '1', '37', '11', '5.05', '50', '14', '42', '5.25', '50']\n",
"['AAPL', '2025-03-21', '230.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:09.637', '12.64', '12.65', '11.25', '11.49', '130', '28', '10', '76', '11.15', '50', '20', '76', '11.40', '50']\n",
"['AAPL', '2025-02-21', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:04.984', '12.25', '13.55', '12.15', '13.12', '800', '265', '7', '7', '12.10', '50', '3', '69', '13.60', '50']\n",
"['AAPL', '2025-12-19', '140.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:09:55.969', '1.46', '1.46', '1.46', '1.46', '1', '1', '25', '7', '1.37', '50', '61', '11', '1.44', '50']\n",
"['AAPL', '2026-01-16', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '81.40', '50', '2', '60', '84.05', '50']\n",
"['AAPL', '2025-09-19', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:48:36.621', '23.26', '24.85', '23.26', '24.85', '22', '12', '30', '11', '24.00', '50', '1', '1', '26.10', '50']\n",
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"['AAPL', '2025-02-21', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:29:06.294', '0.43', '0.45', '0.42', '0.43', '26', '7', '31', '11', '0.45', '50', '26', '7', '0.48', '50']\n",
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"['AAPL', '2024-11-15', '370.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '30', '4', '0.01', '50']\n",
"['AAPL', '2025-01-17', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:37:22.413', '48.04', '49.73', '47.52', '49.50', '116', '27', '30', '76', '48.10', '50', '2', '7', '50.90', '50']\n",
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"['AAPL', '2024-11-08', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:01:03.706', '0.01', '0.01', '0.01', '0.01', '153', '5', '0', '76', '0.00', '50', '900', '11', '0.01', '50']\n",
"['AAPL', '2024-11-29', '115.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:47:03.132', '111.68', '111.68', '111.68', '111.68', '2', '1', '30', '76', '111.55', '50', '30', '76', '113.00', '50']\n",
"['AAPL', '2026-01-16', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:42:38.145', '2.35', '2.54', '2.35', '2.54', '20', '7', '1', '22', '2.47', '50', '2', '4', '2.56', '50']\n",
"['AAPL', '2025-12-19', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:07.37', '25.57', '26.00', '25.23', '25.92', '22', '14', '11', '7', '24.30', '50', '31', '11', '26.40', '50']\n",
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"['AAPL', '2025-06-20', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:08.453', '5.70', '6.40', '5.70', '6.35', '188', '47', '30', '11', '6.10', '50', '10', '76', '6.45', '50']\n",
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"['AAPL', '2024-12-13', '220.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:53:58.63', '3.00', '3.11', '2.37', '2.53', '122', '41', '11', '7', '2.23', '50', '3', '60', '2.46', '50']\n",
"['AAPL', '2024-12-13', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '3', '7', '81.30', '50', '30', '76', '83.45', '50']\n",
"['AAPL', '2025-03-21', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '49', '7', '0.15', '50', '56', '7', '0.17', '50']\n",
"['AAPL', '2024-11-15', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:31:34.801', '72.20', '72.20', '72.20', '72.20', '1', '1', '30', '76', '72.15', '50', '30', '76', '72.85', '50']\n",
"['AAPL', '2025-02-21', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:26:00.013', '0.25', '0.25', '0.25', '0.25', '5', '1', '53', '4', '0.25', '50', '37', '7', '0.27', '50']\n",
"['AAPL', '2025-06-20', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '162.05', '50', '30', '76', '165.75', '50']\n",
"['AAPL', '2025-02-21', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:08:33.71', '102.25', '102.25', '102.25', '102.25', '1', '1', '30', '76', '104.05', '50', '30', '76', '104.55', '50']\n",
"['AAPL', '2024-12-06', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:38:06.767', '0.08', '0.08', '0.07', '0.08', '20', '5', '9', '31', '0.08', '50', '37', '7', '0.09', '50']\n",
"['AAPL', '2025-04-17', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '66', '4', '32.65', '50', '136', '4', '33.95', '50']\n",
"['AAPL', '2025-01-17', '80.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '18', '7', '0.02', '50', '78', '9', '0.04', '50']\n",
"['AAPL', '2025-12-19', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '98', '7', '0.35', '50', '102', '7', '0.40', '50']\n",
"['AAPL', '2024-11-22', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '15', '60', '0.21', '50']\n",
"['AAPL', '2025-03-21', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:53:58.818', '99.51', '99.51', '99.51', '99.51', '1', '1', '30', '76', '99.50', '50', '1', '7', '101.20', '50']\n",
"['AAPL', '2024-12-06', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:56:26.416', '0.92', '0.93', '0.61', '0.65', '443', '106', '1', '22', '0.59', '50', '27', '11', '0.63', '50']\n",
"['AAPL', '2025-09-19', '70.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '38', '7', '0.10', '50', '40', '7', '0.16', '50']\n",
"['AAPL', '2025-01-17', '380.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:26:26.945', '0.01', '0.01', '0.01', '0.01', '41', '4', '0', '31', '0.00', '50', '10', '31', '0.01', '50']\n",
"['AAPL', '2024-12-27', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:18:02.957', '5.85', '6.25', '4.85', '4.85', '26', '8', '99', '22', '4.20', '50', '9', '11', '5.10', '50']\n",
"['AAPL', '2024-11-22', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '47', '121.40', '50', '30', '76', '122.85', '50']\n",
"['AAPL', '2025-02-21', '370.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '44', '60', '0.01', '50', '1', '7', '0.31', '50']\n",
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"['AAPL', '2024-11-22', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '11', '7', '37.05', '50', '9', '69', '38.15', '50']\n",
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"['AAPL', '2025-09-19', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '47', '1.05', '50', '26', '76', '1.12', '50']\n",
"['AAPL', '2025-03-21', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '28', '7', '0.03', '50', '28', '7', '0.09', '50']\n",
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"['AAPL', '2025-08-15', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:04:55.338', '25.95', '26.38', '25.95', '26.38', '8', '5', '9', '7', '24.40', '50', '18', '76', '26.55', '50']\n",
"['AAPL', '2024-11-22', '247.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:53:36.497', '0.10', '0.11', '0.09', '0.11', '89', '13', '51', '46', '0.10', '50', '88', '5', '0.12', '50']\n",
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"['AAPL', '2024-11-08', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.946', '1.74', '1.86', '0.27', '0.28', '44805', '6061', '20', '60', '0.27', '50', '44', '60', '0.37', '50']\n",
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"['AAPL', '2025-06-20', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:42:34.538', '48.63', '50.40', '48.63', '50.26', '32', '9', '20', '76', '49.95', '50', '1', '5', '51.35', '50']\n",
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"['AAPL', '2025-09-19', '295.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:18.116', '3.10', '3.22', '3.10', '3.22', '2', '2', '45', '60', '3.20', '50', '62', '43', '3.40', '50']\n",
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"['AAPL', '2025-01-17', '55.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:48:10.565', '171.52', '172.85', '171.52', '172.85', '46', '3', '30', '76', '172.55', '50', '2', '7', '174.35', '50']\n",
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"['AAPL', '2025-08-15', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:22:10.183', '111.52', '111.75', '111.52', '111.75', '65', '2', '30', '76', '111.00', '50', '30', '76', '113.55', '50']\n",
"['AAPL', '2024-11-15', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '122.25', '50', '30', '76', '122.80', '50']\n",
"['AAPL', '2025-12-19', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:57.042', '7.85', '8.25', '7.85', '8.24', '67', '5', '10', '42', '8.05', '50', '41', '7', '8.85', '50']\n",
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"['AAPL', '2024-12-13', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:31:38.835', '6.10', '7.50', '6.05', '7.35', '433', '81', '45', '11', '6.25', '50', '1', '7', '8.10', '50']\n",
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"['AAPL', '2024-12-06', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:47:27.733', '17.20', '19.05', '17.13', '18.99', '220', '19', '1', '11', '18.65', '50', '4', '7', '19.20', '50']\n",
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"['AAPL', '2024-11-08', '225.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:57.2', '1.30', '3.10', '1.23', '2.67', '32757', '6204', '12', '46', '2.50', '50', '43', '7', '2.99', '50']\n",
"['AAPL', '2026-12-18', '190.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:43:12.358', '62.25', '63.00', '62.25', '63.00', '29', '15', '10', '76', '62.60', '50', '1', '69', '64.10', '50']\n",
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"['AAPL', '2024-12-20', '305.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:12:01.415', '0.01', '0.01', '0.01', '0.01', '20', '1', '0', '76', '0.00', '50', '18', '76', '0.02', '50']\n",
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"['AAPL', '2024-11-15', '125.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '101.90', '50', '30', '76', '103.20', '50']\n",
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"['AAPL', '2024-11-15', '40.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '187.25', '50', '3', '60', '187.80', '50']\n",
"['AAPL', '2024-12-20', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:18.574', '9.77', '11.70', '9.70', '11.43', '895', '228', '1', '46', '10.50', '50', '48', '60', '12.00', '50']\n",
"['AAPL', '2024-12-06', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '7', '52.80', '50', '5', '60', '53.45', '50']\n",
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"['AAPL', '2025-01-17', '200.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:16.987', '28.25', '30.60', '28.25', '29.85', '606', '187', '48', '76', '29.20', '50', '2', '7', '31.50', '50']\n",
"['AAPL', '2024-12-06', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '10', '4', '0.02', '50']\n",
"['AAPL', '2024-12-06', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:46.432', '0.14', '0.15', '0.12', '0.15', '100', '22', '30', '7', '0.11', '50', '87', '6', '0.15', '50']\n",
"['AAPL', '2024-12-06', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '97.70', '50', '3', '6', '99.40', '50']\n",
"['AAPL', '2026-01-16', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:50:14.093', '1.14', '1.14', '1.14', '1.14', '1', '1', '54', '7', '1.06', '50', '33', '7', '1.13', '50']\n",
"['AAPL', '2024-11-29', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:42:46.236', '0.05', '0.05', '0.05', '0.05', '25', '6', '13', '7', '0.03', '50', '17', '7', '0.10', '50']\n",
"['AAPL', '2025-01-17', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:25.321', '7.35', '7.35', '5.65', '5.70', '1316', '292', '1', '31', '5.20', '50', '1', '60', '6.80', '50']\n",
"['AAPL', '2025-08-15', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:45:00.541', '7.57', '7.57', '7.57', '7.57', '1', '1', '75', '4', '7.35', '50', '26', '4', '7.55', '50']\n",
"['AAPL', '2026-12-18', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '142.00', '50', '25', '22', '145.85', '50']\n",
"['AAPL', '2024-12-20', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:18.574', '14.42', '15.60', '13.75', '15.39', '210', '53', '33', '22', '14.25', '50', '1', '7', '16.50', '50']\n",
"['AAPL', '2024-11-08', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:30:28.748', '77.25', '77.25', '77.25', '77.25', '20', '1', '30', '11', '77.15', '50', '11', '60', '78.05', '50']\n",
"['AAPL', '2024-12-27', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '107', '4', '16.65', '50', '95', '4', '18.25', '50']\n",
"['AAPL', '2025-04-17', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:30:49.686', '0.90', '1.01', '0.90', '1.01', '14', '5', '31', '60', '0.98', '50', '41', '5', '1.04', '50']\n",
"['AAPL', '2025-06-20', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '84', '7', '0.23', '50', '70', '7', '0.26', '50']\n",
"['AAPL', '2024-11-15', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:35:13.755', '0.07', '0.07', '0.05', '0.06', '146', '34', '18', '7', '0.05', '50', '9', '42', '0.08', '50']\n",
"['AAPL', '2024-11-15', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.206', '61.96', '62.10', '61.96', '62.10', '212', '5', '6', '47', '62.30', '50', '3', '76', '62.85', '50']\n",
"['AAPL', '2025-02-21', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '99.00', '50', '30', '76', '99.65', '50']\n",
"['AAPL', '2024-11-29', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:05:28.434', '0.04', '0.04', '0.04', '0.04', '1', '1', '20', '11', '0.01', '50', '30', '11', '0.06', '50']\n",
"['AAPL', '2026-12-18', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '11', '5.75', '50', '42', '60', '6.00', '50']\n",
"['AAPL', '2026-06-18', '20.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '205.80', '50', '30', '76', '209.35', '50']\n",
"['AAPL', '2025-09-19', '305.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:30:05.84', '2.14', '2.14', '2.14', '2.14', '32', '2', '4', '4', '2.35', '50', '1', '7', '2.63', '50']\n",
"['AAPL', '2024-12-13', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '43', '0.00', '50', '27', '69', '0.22', '50']\n",
"['AAPL', '2024-11-22', '217.500', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.147', '1.21', '1.30', '0.74', '0.84', '290', '113', '37', '22', '0.70', '50', '32', '11', '0.81', '50']\n",
"['AAPL', '2024-12-20', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '502', '7', '0.01', '50']\n",
"['AAPL', '2025-03-21', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:47:38.316', '0.45', '0.46', '0.43', '0.44', '116', '8', '43', '11', '0.42', '50', '44', '7', '0.45', '50']\n",
"['AAPL', '2025-06-20', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '110.60', '50', '18', '22', '111.30', '50']\n",
"['AAPL', '2024-11-29', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:06.899', '10.15', '10.26', '8.55', '8.90', '29', '18', '15', '11', '8.40', '50', '20', '5', '8.80', '50']\n",
"['AAPL', '2025-01-17', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:57:24.599', '81.90', '83.70', '81.90', '83.60', '123', '10', '30', '76', '83.65', '50', '30', '76', '84.60', '50']\n",
"['AAPL', '2025-01-17', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:54:29.894', '0.06', '0.06', '0.05', '0.05', '1313', '84', '28', '7', '0.05', '50', '40', '65', '0.06', '50']\n",
"['AAPL', '2025-09-19', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:19:57.389', '1.33', '1.46', '1.33', '1.46', '139', '6', '40', '60', '1.44', '50', '31', '11', '1.52', '50']\n",
"['AAPL', '2026-01-16', '35.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '7', '0.03', '50', '42', '7', '0.09', '50']\n",
"['AAPL', '2025-01-17', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:42:58.22', '0.03', '0.03', '0.03', '0.03', '2', '2', '30', '7', '0.02', '50', '2', '60', '0.07', '50']\n",
"['AAPL', '2024-12-27', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:42:59.555', '2.63', '2.63', '1.95', '2.03', '26', '7', '45', '43', '0.77', '50', '26', '60', '2.94', '50']\n",
"['AAPL', '2024-11-22', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T09:59:06.872', '0.06', '0.06', '0.06', '0.06', '1', '1', '26', '7', '0.06', '50', '42', '7', '0.08', '50']\n",
"['AAPL', '2025-08-15', '350.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:22:27.176', '0.46', '0.48', '0.45', '0.46', '6', '4', '35', '7', '0.45', '50', '56', '7', '0.49', '50']\n",
"['AAPL', '2027-01-15', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:58:26.896', '11.90', '12.00', '11.75', '12.00', '28', '5', '30', '11', '11.20', '50', '2', '60', '12.45', '50']\n",
"['AAPL', '2024-11-08', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '11', '62.05', '50', '30', '11', '63.15', '50']\n",
"['AAPL', '2025-02-21', '360.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '7', '0.02', '50', '47', '7', '0.19', '50']\n",
"['AAPL', '2027-01-15', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '17', '22', '142.50', '50', '2', '11', '147.50', '50']\n",
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"['AAPL', '2025-09-19', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:06.888', '16.55', '17.38', '16.55', '17.04', '35', '19', '1', '76', '16.20', '50', '1', '22', '17.40', '50']\n",
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"['AAPL', '2026-12-18', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:14:03.774', '3.99', '3.99', '3.90', '3.90', '13', '3', '57', '76', '3.80', '50', '48', '60', '4.00', '50']\n",
"['AAPL', '2026-06-18', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:54:08.114', '0.47', '0.47', '0.47', '0.47', '1', '1', '106', '7', '0.43', '50', '98', '7', '0.49', '50']\n",
"['AAPL', '2025-09-19', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:01:03.854', '10.25', '10.25', '9.60', '9.60', '95', '8', '39', '7', '9.05', '50', '51', '11', '9.60', '50']\n",
"['AAPL', '2024-12-13', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '60', '0.00', '50', '10', '76', '0.03', '50']\n",
"['AAPL', '2024-11-15', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:42:03.253', '0.01', '0.01', '0.01', '0.01', '500', '18', '0', '1', '0.00', '50', '100', '31', '0.01', '50']\n",
"['AAPL', '2026-01-16', '60.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '40', '7', '0.13', '50', '54', '4', '0.20', '50']\n",
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"['AAPL', '2025-01-17', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:56:59.484', '24.52', '25.91', '24.00', '25.50', '100', '30', '30', '11', '25.55', '50', '2', '1', '26.85', '50']\n",
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"['AAPL', '2025-03-21', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:16:37.26', '119.52', '119.52', '119.52', '119.52', '18', '1', '30', '76', '118.65', '50', '3', '1', '121.00', '50']\n",
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"['AAPL', '2025-02-21', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:51:13.785', '18.85', '19.95', '18.65', '19.63', '129', '31', '3', '11', '19.85', '50', '2', '22', '20.10', '50']\n",
"['AAPL', '2025-12-19', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:48:33.33', '5.80', '5.80', '5.80', '5.80', '1', '1', '31', '11', '5.55', '50', '37', '11', '5.75', '50']\n",
"['AAPL', '2026-01-16', '60.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:51:13.04', '169.17', '169.17', '169.17', '169.17', '2', '1', '1', '4', '168.00', '50', '18', '22', '170.95', '50']\n",
"['AAPL', '2026-01-16', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:09:05.298', '1.94', '1.94', '1.94', '1.94', '3', '1', '45', '60', '1.88', '50', '31', '47', '2.00', '50']\n",
"['AAPL', '2024-11-08', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T11:48:35.312', '19.35', '19.40', '18.50', '18.50', '66', '14', '10', '76', '17.30', '50', '19', '7', '18.25', '50']\n",
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"['AAPL', '2025-09-19', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:26:50.446', '102.31', '102.31', '102.31', '102.31', '8', '1', '2', '60', '102.15', '50', '30', '76', '103.85', '50']\n",
"['AAPL', '2025-01-17', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:48:16.357', '122.43', '123.32', '122.43', '123.32', '41', '3', '30', '76', '123.40', '50', '7', '60', '123.90', '50']\n",
"['AAPL', '2024-11-22', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '12', '69', '0.01', '50']\n",
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"['AAPL', '2026-01-16', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:15:00.531', '90.90', '90.90', '90.90', '90.90', '2', '1', '30', '76', '90.50', '50', '30', '76', '92.20', '50']\n",
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"['AAPL', '2025-02-21', '325.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '65', '7', '0.05', '50', '44', '7', '0.07', '50']\n",
"['AAPL', '2025-12-19', '195.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:17:23.142', '47.50', '47.50', '47.35', '47.35', '18', '4', '1', '7', '47.55', '50', '2', '5', '48.90', '50']\n",
"['AAPL', '2025-04-17', '295.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '31', '5', '0.60', '50', '42', '7', '0.64', '50']\n",
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"['AAPL', '2024-12-20', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '1', '0.01', '50', '34', '76', '0.03', '50']\n",
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"['AAPL', '2025-03-21', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '6', '68.60', '50', '5', '22', '72.15', '50']\n",
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"['AAPL', '2025-01-17', '315.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:32:45.484', '0.04', '0.04', '0.04', '0.04', '1', '1', '48', '7', '0.02', '50', '48', '7', '0.13', '50']\n",
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"['AAPL', '2025-06-20', '55.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:48:10.565', '173.40', '173.40', '173.29', '173.35', '50', '3', '30', '76', '171.70', '50', '30', '76', '175.35', '50']\n",
"['AAPL', '2025-09-19', '95.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:28:11.136', '135.29', '136.01', '135.29', '136.01', '18', '2', '30', '76', '135.20', '50', '30', '76', '136.95', '50']\n",
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"['AAPL', '2026-12-18', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:23:54.825', '42.15', '44.55', '42.15', '44.55', '10', '7', '33', '11', '43.95', '50', '30', '11', '45.10', '50']\n",
"['AAPL', '2025-06-20', '20.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '23', '76', '0.02', '50']\n",
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"['AAPL', '2025-01-17', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:30:46.966', '58.20', '59.10', '57.60', '59.10', '18', '12', '1', '60', '58.25', '50', '5', '7', '59.60', '50']\n",
"['AAPL', '2024-11-22', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '96.85', '50', '30', '76', '97.90', '50']\n",
"['AAPL', '2025-01-17', '375.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '36', '11', '0.02', '50']\n",
"['AAPL', '2025-12-19', '70.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '27', '22', '159.25', '50', '18', '22', '161.20', '50']\n",
"['AAPL', '2026-06-18', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:46:11.607', '72.93', '72.93', '72.82', '72.82', '6', '6', '16', '76', '72.70', '50', '1', '11', '73.25', '50']\n",
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"['AAPL', '2027-01-15', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:15:24.367', '39.20', '40.00', '38.90', '40.00', '44', '19', '76', '22', '39.35', '50', '1', '7', '41.35', '50']\n",
"['AAPL', '2024-12-20', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:03:21.707', '127.35', '127.35', '127.35', '127.35', '51', '2', '30', '76', '127.35', '50', '30', '76', '128.30', '50']\n",
"['AAPL', '2026-01-16', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '36', '7', '0.59', '50', '60', '7', '0.63', '50']\n",
"['AAPL', '2025-09-19', '5.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '220.85', '50', '30', '76', '224.30', '50']\n",
"['AAPL', '2025-08-15', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:58:03.82', '19.20', '20.60', '19.20', '20.60', '31', '7', '10', '7', '18.65', '50', '8', '7', '22.55', '50']\n",
"['AAPL', '2024-11-22', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.935', '0.73', '1.12', '0.73', '1.07', '2438', '511', '5', '65', '0.95', '50', '2', '69', '1.15', '50']\n",
"['AAPL', '2025-03-21', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:05:48.22', '127.85', '127.85', '127.83', '127.83', '70', '2', '30', '76', '127.20', '50', '3', '1', '130.80', '50']\n",
"['AAPL', '2024-11-22', '255.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '27.25', '50', '28', '76', '27.85', '50']\n",
"['AAPL', '2024-11-15', '235.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:23.63', '10.45', '10.45', '7.77', '7.95', '215', '61', '2', '7', '7.25', '50', '2', '7', '8.85', '50']\n",
"['AAPL', '2025-06-20', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '210.70', '50', '27', '76', '213.95', '50']\n",
"['AAPL', '2025-02-21', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:51:14.621', '0.42', '0.42', '0.37', '0.37', '26', '5', '45', '7', '0.35', '50', '47', '7', '0.38', '50']\n",
"['AAPL', '2026-06-18', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '15', '60', '80.75', '50', '15', '60', '84.15', '50']\n",
"['AAPL', '2025-02-21', '135.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '77', '7', '0.17', '50', '1', '1', '0.18', '50']\n",
"['AAPL', '2025-08-15', '305.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:03:38.852', '1.75', '1.75', '1.75', '1.75', '5', '1', '16', '42', '1.80', '50', '33', '43', '1.96', '50']\n",
"['AAPL', '2024-11-08', '110.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '117.00', '50', '7', '60', '118.20', '50']\n",
"['AAPL', '2025-12-19', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:51:20.758', '13.53', '13.53', '13.15', '13.15', '5', '3', '1', '7', '12.00', '50', '10', '7', '15.05', '50']\n",
"['AAPL', '2026-01-16', '265.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:16:58.845', '12.40', '12.40', '12.40', '12.40', '1', '1', '30', '11', '12.45', '50', '32', '11', '13.00', '50']\n",
"['AAPL', '2025-06-20', '40.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '22', '186.30', '50', '28', '76', '189.40', '50']\n",
"['AAPL', '2025-02-21', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:36:44.167', '0.16', '0.16', '0.15', '0.16', '26', '3', '31', '11', '0.15', '50', '71', '7', '0.17', '50']\n",
"['AAPL', '2025-09-19', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:28:51.845', '1.94', '2.06', '1.90', '2.06', '13', '10', '16', '42', '1.98', '50', '7', '69', '2.07', '50']\n",
"['AAPL', '2024-11-15', '100.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '252', '7', '0.01', '50']\n",
"['AAPL', '2025-03-21', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:40.991', '1.57', '1.57', '1.21', '1.23', '46', '11', '31', '11', '1.18', '50', '10', '42', '1.24', '50']\n",
"['AAPL', '2025-02-21', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:11:04.077', '0.06', '0.06', '0.06', '0.06', '1', '1', '63', '7', '0.06', '50', '46', '7', '0.08', '50']\n",
"['AAPL', '2025-09-19', '135.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '18', '22', '96.30', '50', '30', '76', '99.10', '50']\n",
"['AAPL', '2026-12-18', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:55.291', '8.03', '8.30', '8.03', '8.30', '6', '3', '24', '60', '8.20', '50', '1', '11', '8.45', '50']\n",
"['AAPL', '2025-12-19', '330.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:42:48.493', '2.14', '2.14', '2.14', '2.14', '3', '2', '8', '22', '2.11', '50', '41', '7', '2.60', '50']\n",
"['AAPL', '2024-12-13', '195.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:11:52.566', '0.32', '0.32', '0.24', '0.25', '8', '4', '46', '4', '0.24', '50', '11', '42', '0.27', '50']\n",
"['AAPL', '2026-12-18', '35.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '33', '7', '0.15', '50', '33', '7', '0.22', '50']\n",
"['AAPL', '2027-01-15', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '17', '22', '147.00', '50', '2', '11', '152.00', '50']\n",
"['AAPL', '2025-06-20', '55.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '35', '7', '0.03', '50', '30', '4', '0.06', '50']\n",
"['AAPL', '2024-11-29', '280.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '52.20', '50', '30', '76', '53.30', '50']\n",
"['AAPL', '2027-01-15', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '42', '88.10', '50', '1', '42', '90.90', '50']\n",
"['AAPL', '2024-11-22', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:20.226', '0.98', '0.98', '0.48', '0.51', '1587', '178', '1', '7', '0.48', '50', '30', '11', '0.57', '50']\n",
"['AAPL', '2025-04-17', '175.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:50:47.659', '1.14', '1.14', '1.14', '1.14', '2', '1', '19', '7', '1.04', '50', '44', '4', '1.08', '50']\n",
"['AAPL', '2025-03-21', '170.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:41.049', '0.70', '0.70', '0.63', '0.63', '38', '5', '23', '7', '0.60', '50', '31', '11', '0.63', '50']\n",
"['AAPL', '2024-11-29', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:48:43.715', '0.01', '0.01', '0.01', '0.01', '3', '2', '17', '7', '0.01', '50', '32', '76', '0.03', '50']\n",
"['AAPL', '2024-12-20', '210.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:58:07.977', '18.75', '19.80', '18.10', '19.45', '257', '83', '10', '76', '18.75', '50', '2', '7', '20.50', '50']\n",
"['AAPL', '2024-11-22', '197.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:44:19.757', '28.98', '29.04', '28.98', '29.00', '5', '5', '9', '69', '30.10', '50', '30', '76', '30.70', '50']\n",
"['AAPL', '2025-12-19', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T12:41:16.235', '31.28', '31.57', '30.80', '31.57', '4', '4', '11', '7', '29.80', '50', '20', '76', '32.05', '50']\n",
"['AAPL', '2024-11-15', '247.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:38:26.458', '0.04', '0.05', '0.03', '0.03', '193', '39', '30', '11', '0.03', '50', '201', '7', '0.04', '50']\n",
"['AAPL', '2024-12-20', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:08:17.099', '56.56', '58.50', '56.56', '58.50', '15', '2', '30', '76', '57.15', '50', '4', '60', '58.75', '50']\n",
"['AAPL', '2025-01-17', '380.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '152.15', '50', '30', '76', '153.15', '50']\n",
"['AAPL', '2026-12-18', '300.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '5', '7', '70.75', '50', '4', '60', '74.50', '50']\n",
"['AAPL', '2025-09-19', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '65.40', '50', '7', '7', '69.40', '50']\n",
"['AAPL', '2024-12-13', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '32', '11', '0.06', '50']\n",
"['AAPL', '2025-12-19', '15.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '40', '76', '0.04', '50']\n",
"['AAPL', '2025-06-20', '85.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '73', '7', '0.11', '50', '83', '7', '0.14', '50']\n",
"['AAPL', '2025-03-21', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:52:25.354', '74.91', '74.91', '74.91', '74.91', '6', '1', '30', '76', '74.95', '50', '9', '60', '75.80', '50']\n",
"['AAPL', '2024-11-15', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:32:43.782', '82.10', '82.60', '82.10', '82.60', '32', '4', '30', '76', '82.25', '50', '30', '76', '82.85', '50']\n",
"['AAPL', '2025-08-15', '295.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '65.45', '50', '7', '7', '69.40', '50']\n",
"['AAPL', '2026-12-18', '340.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:06:10.564', '6.90', '6.90', '6.90', '6.90', '2', '1', '24', '60', '6.90', '50', '37', '7', '7.75', '50']\n",
"['AAPL', '2024-11-15', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '5', '0.00', '50', '252', '7', '0.01', '50']\n",
"['AAPL', '2027-01-15', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:12:16.35', '217.88', '217.88', '217.70', '217.70', '3', '3', '2', '11', '215.00', '50', '30', '76', '219.10', '50']\n",
"['AAPL', '2025-04-17', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:09:40.971', '0.63', '0.63', '0.60', '0.61', '8', '3', '25', '7', '0.58', '50', '28', '7', '0.61', '50']\n",
"['AAPL', '2024-12-20', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.161', '77.25', '78.25', '76.01', '77.75', '17', '5', '14', '76', '77.80', '50', '2', '7', '79.55', '50']\n",
"['AAPL', '2025-06-20', '120.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T10:03:43.945', '0.33', '0.33', '0.31', '0.31', '101', '3', '52', '7', '0.30', '50', '93', '7', '0.33', '50']\n",
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"['AAPL', '2025-09-19', '275.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:52:47.568', '6.00', '6.00', '5.80', '5.80', '3', '3', '30', '11', '6.15', '50', '7', '5', '6.35', '50']\n",
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"['AAPL', '2025-03-21', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '136.95', '50', '3', '1', '140.60', '50']\n",
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"['AAPL', '2026-01-16', '175.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T09:57:34.501', '63.96', '63.96', '63.96', '63.96', '5', '2', '1', '60', '63.75', '50', '1', '60', '66.55', '50']\n",
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"['AAPL', '2026-06-18', '75.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:00:09.082', '155.13', '155.13', '155.13', '155.13', '5', '1', '9', '7', '154.55', '50', '9', '7', '158.50', '50']\n",
"['AAPL', '2024-12-20', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '10', '4', '0.01', '50']\n",
"['AAPL', '2024-12-20', '190.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:47:41.711', '0.26', '0.27', '0.23', '0.25', '736', '98', '11', '7', '0.24', '50', '21', '7', '0.26', '50']\n",
"['AAPL', '2024-12-20', '155.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:15:17.717', '71.61', '71.95', '71.61', '71.95', '5', '2', '30', '76', '73.15', '50', '1', '46', '74.20', '50']\n",
"['AAPL', '2025-01-17', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:05:40.646', '0.30', '0.31', '0.27', '0.29', '526', '38', '17', '7', '0.27', '50', '26', '76', '0.29', '50']\n",
"['AAPL', '2024-11-15', '15.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '212.25', '50', '28', '76', '212.80', '50']\n",
"['AAPL', '2027-01-15', '310.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '80.00', '50', '2', '11', '85.00', '50']\n",
"['AAPL', '2024-12-20', '335.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '107.20', '50', '30', '76', '107.80', '50']\n",
"['AAPL', '2024-11-22', '290.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '62.20', '50', '2', '47', '63.00', '50']\n",
"['AAPL', '2025-04-17', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:42.037', '3.45', '3.71', '3.34', '3.70', '128', '41', '18', '60', '3.60', '50', '32', '11', '3.80', '50']\n",
"['AAPL', '2026-06-18', '85.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '60', '145.55', '50', '30', '76', '149.20', '50']\n",
"['AAPL', '2024-12-20', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:56:06.326', '0.09', '0.10', '0.08', '0.09', '20', '7', '5', '1', '0.05', '50', '42', '7', '0.11', '50']\n",
"['AAPL', '2025-08-15', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:18:03.244', '2.95', '2.95', '2.95', '2.95', '1', '1', '30', '11', '3.05', '50', '41', '76', '3.20', '50']\n",
"['AAPL', '2024-11-22', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:20:39.661', '0.02', '0.03', '0.02', '0.03', '243', '19', '10', '46', '0.02', '50', '56', '7', '0.11', '50']\n",
"['AAPL', '2024-12-13', '245.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '16', '76', '17.45', '50', '4', '46', '18.05', '50']\n",
"['AAPL', '2025-03-21', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T12:23:06.564', '0.34', '0.34', '0.32', '0.32', '17', '4', '30', '11', '0.32', '50', '59', '7', '0.34', '50']\n",
"['AAPL', '2024-11-08', '205.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:29:30.217', '0.01', '0.02', '0.01', '0.01', '1409', '76', '0', '1', '0.00', '50', '629', '60', '0.01', '50']\n",
"['AAPL', '2025-09-19', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '55.80', '50', '7', '7', '59.35', '50']\n",
"['AAPL', '2025-04-17', '275.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '9', '46.05', '50', '9', '60', '48.65', '50']\n",
"['AAPL', '2025-09-19', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:37:04.693', '2.65', '2.82', '2.60', '2.82', '102', '22', '42', '60', '2.73', '50', '31', '11', '2.86', '50']\n",
"['AAPL', '2025-02-21', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '17', '60', '57.15', '50', '6', '60', '58.45', '50']\n",
"['AAPL', '2025-12-19', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '32', '47', '0.04', '50']\n",
"['AAPL', '2024-12-06', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '31', '7', '0.22', '50']\n",
"['AAPL', '2024-11-29', '295.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '47', '11', '0.02', '50']\n",
"['AAPL', '2025-08-15', '130.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '100.25', '50', '30', '76', '103.15', '50']\n",
"['AAPL', '2025-09-19', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:05:48.22', '129.63', '129.63', '129.63', '129.63', '54', '1', '30', '76', '130.25', '50', '30', '76', '131.90', '50']\n",
"['AAPL', '2024-12-27', '245.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:31:59.242', '1.15', '1.34', '0.70', '1.34', '26', '17', '0', '43', '0.00', '50', '1', '7', '1.75', '50']\n",
"['AAPL', '2024-11-29', '265.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '37.25', '50', '29', '76', '37.95', '50']\n",
"['AAPL', '2024-11-29', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:58:49.135', '4.05', '4.10', '2.78', '2.87', '726', '120', '1', '7', '2.69', '50', '1', '7', '2.93', '50']\n",
"['AAPL', '2025-02-21', '370.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '60', '142.05', '50', '2', '60', '143.30', '50']\n",
"['AAPL', '2025-04-17', '285.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '9', '56.05', '50', '1', '9', '59.60', '50']\n",
"['AAPL', '2025-12-19', '135.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:50:20.008', '1.21', '1.21', '1.19', '1.19', '13', '3', '33', '7', '1.17', '50', '49', '11', '1.24', '50']\n",
"['AAPL', '2024-12-06', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:46:02.293', '33.30', '33.30', '33.30', '33.30', '1', '1', '30', '76', '32.20', '50', '21', '47', '33.75', '50']\n",
"['AAPL', '2026-12-18', '45.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '99', '7', '0.22', '50', '99', '7', '0.29', '50']\n",
"['AAPL', '2025-01-17', '150.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:39.681', '0.14', '0.14', '0.13', '0.14', '16', '3', '22', '7', '0.14', '50', '37', '7', '0.15', '50']\n",
"['AAPL', '2024-11-15', '200.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:34.098', '0.08', '0.09', '0.07', '0.08', '849', '171', '10', '7', '0.07', '50', '60', '65', '0.08', '50']\n",
"['AAPL', '2025-01-17', '115.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:52:59.242', '0.07', '0.07', '0.07', '0.07', '86', '37', '41', '7', '0.06', '50', '40', '11', '0.07', '50']\n",
"['AAPL', '2027-01-15', '320.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '20', '11', '10.20', '50', '27', '76', '10.60', '50']\n",
"['AAPL', '2026-12-18', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:58:48.759', '25.04', '25.60', '25.04', '25.60', '16', '7', '10', '76', '25.40', '50', '30', '11', '26.75', '50']\n",
"['AAPL', '2025-08-15', '235.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:01:22.993', '17.05', '17.87', '17.05', '17.80', '12', '10', '45', '11', '17.00', '50', '1', '42', '19.20', '50']\n",
"['AAPL', '2026-12-18', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:00:00.479', '13.28', '13.65', '13.20', '13.65', '288', '5', '10', '76', '13.00', '50', '10', '76', '13.80', '50']\n",
"['AAPL', '2025-02-21', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:32:16.116', '4.35', '4.39', '3.45', '3.45', '4488', '212', '30', '11', '2.95', '50', '15', '60', '3.60', '50']\n",
"['AAPL', '2024-12-27', '185.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '102', '60', '0.50', '50']\n",
"['AAPL', '2024-12-13', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:27.422', '1.13', '1.50', '1.12', '1.45', '493', '110', '5', '60', '1.40', '50', '5', '7', '1.49', '50']\n",
"['AAPL', '2025-04-17', '270.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '7', '41.10', '50', '1', '9', '44.65', '50']\n",
"['AAPL', '2025-01-17', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:23:35.65', '0.13', '0.15', '0.13', '0.15', '81', '15', '13', '7', '0.13', '50', '50', '7', '0.14', '50']\n",
"['AAPL', '2025-03-21', '10.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '19', '7', '0.25', '50']\n",
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"['AAPL', '2024-12-13', '210.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:42:48.78', '1.13', '1.16', '0.82', '0.93', '117', '51', '10', '4', '0.80', '50', '4', '65', '0.91', '50']\n",
"['AAPL', '2026-01-16', '5.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '4', '0.00', '50', '30', '76', '0.04', '50']\n",
"['AAPL', '2025-04-17', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:02:01.026', '0.30', '0.30', '0.30', '0.30', '10', '1', '29', '7', '0.30', '50', '44', '7', '0.33', '50']\n",
"['AAPL', '2025-04-17', '110.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T13:39:39.21', '0.17', '0.17', '0.17', '0.17', '1', '1', '30', '7', '0.13', '50', '48', '7', '0.19', '50']\n",
"['AAPL', '2026-01-16', '240.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:14:23.911', '21.75', '22.13', '21.30', '22.13', '48', '13', '30', '11', '20.40', '50', '30', '11', '23.60', '50']\n",
"['AAPL', '2027-01-15', '350.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '2', '11', '120.00', '50', '2', '11', '125.00', '50']\n",
"['AAPL', '2026-12-18', '155.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T14:14:03.774', '4.50', '4.50', '4.50', '4.50', '3', '2', '32', '11', '4.40', '50', '48', '60', '4.60', '50']\n",
"['AAPL', '2024-11-15', '310.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '30', '76', '0.01', '50']\n",
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"['AAPL', '2025-06-20', '160.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:50:11.571', '72.00', '72.00', '72.00', '72.00', '1', '1', '5', '7', '70.75', '50', '20', '22', '73.25', '50']\n",
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"['AAPL', '2024-11-22', '165.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '62.20', '50', '30', '76', '63.00', '50']\n",
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"['AAPL', '2024-11-22', '180.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:56:18.099', '46.52', '47.56', '46.52', '47.56', '48', '4', '30', '76', '47.45', '50', '30', '76', '48.10', '50']\n",
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"['AAPL', '2026-01-16', '290.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:44:45.362', '6.50', '6.93', '6.50', '6.90', '51', '6', '27', '60', '6.85', '50', '68', '76', '7.10', '50']\n",
"['AAPL', '2025-06-20', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:16:26.839', '9.20', '9.20', '8.72', '8.72', '15', '5', '30', '60', '8.60', '50', '28', '76', '8.85', '50']\n",
"['AAPL', '2025-03-21', '170.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:01:05.053', '60.85', '60.85', '60.85', '60.85', '3', '1', '1', '1', '58.90', '50', '30', '76', '62.65', '50']\n",
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"['AAPL', '2024-11-22', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:01:16.59', '87.11', '87.11', '87.11', '87.11', '1', '1', '30', '76', '85.80', '50', '30', '76', '87.95', '50']\n",
"['AAPL', '2025-06-20', '215.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:18:35.738', '25.60', '27.05', '25.60', '27.00', '45', '8', '1', '60', '25.35', '50', '1', '60', '27.65', '50']\n",
"['AAPL', '2025-06-20', '300.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:15:53.948', '1.24', '1.30', '1.17', '1.30', '257', '33', '24', '60', '1.25', '50', '1', '7', '1.30', '50']\n",
"['AAPL', '2025-09-19', '25.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '7', '7', '200.90', '50', '7', '7', '204.50', '50']\n",
"['AAPL', '2026-06-18', '185.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:52:12.176', '61.00', '61.00', '61.00', '61.00', '1', '1', '10', '76', '61.30', '50', '1', '42', '62.75', '50']\n",
"['AAPL', '2024-12-27', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:58:51.298', '23.15', '24.75', '23.08', '24.75', '4', '4', '8', '76', '23.95', '50', '13', '7', '26.50', '50']\n",
"['AAPL', '2024-11-15', '240.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:55:48.399', '14.15', '14.70', '12.80', '12.90', '57', '33', '1', '7', '11.65', '50', '30', '76', '13.80', '50']\n",
"['AAPL', '2024-11-29', '285.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '46', '0.00', '50', '31', '4', '0.22', '50']\n",
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"['AAPL', '2026-06-18', '10.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '6', '7', '215.40', '50', '30', '76', '219.35', '50']\n",
"['AAPL', '2026-01-16', '90.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '100', '7', '0.34', '50', '82', '7', '0.38', '50']\n",
"['AAPL', '2024-12-27', '220.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:50:07.678', '10.61', '12.08', '10.61', '11.65', '50', '10', '66', '22', '10.65', '50', '41', '9', '12.65', '50']\n",
"['AAPL', '2025-09-19', '260.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:18:03.857', '9.50', '9.90', '9.50', '9.90', '10', '5', '22', '11', '9.80', '50', '8', '7', '11.85', '50']\n",
"['AAPL', '2025-08-15', '270.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T14:43:33.477', '6.00', '6.16', '6.00', '6.16', '17', '3', '31', '11', '6.15', '50', '37', '7', '6.80', '50']\n",
"['AAPL', '2026-12-18', '60.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '97', '7', '0.32', '50', '101', '7', '0.40', '50']\n",
"['AAPL', '2026-01-16', '65.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '8', '7', '163.30', '50', '30', '76', '166.85', '50']\n",
"['AAPL', '2025-03-21', '215.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:43:43.174', '6.30', '6.30', '5.65', '5.65', '195', '23', '3', '6', '4.40', '50', '15', '60', '5.80', '50']\n",
"['AAPL', '2026-06-18', '90.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '14', '22', '141.80', '50', '26', '22', '144.20', '50']\n",
"['AAPL', '2026-01-16', '95.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '103', '7', '0.38', '50', '118', '7', '0.43', '50']\n",
"['AAPL', '2024-11-22', '222.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:54.233', '5.27', '7.20', '5.27', '6.70', '226', '95', '1', '7', '6.00', '50', '3', '6', '7.75', '50']\n",
"['AAPL', '2027-01-15', '100.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:23:05.049', '134.00', '136.00', '134.00', '136.00', '3', '2', '13', '22', '134.10', '50', '30', '76', '137.70', '50']\n",
"['AAPL', '2025-09-19', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:00.17', '36.40', '37.95', '36.40', '37.45', '71', '5', '9', '7', '35.85', '50', '1', '47', '39.05', '50']\n",
"['AAPL', '2024-12-13', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '25', '7', '0.02', '50', '39', '7', '0.18', '50']\n",
"['AAPL', '2024-11-15', '65.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '0', '76', '0.00', '50', '33', '76', '0.01', '50']\n",
"['AAPL', '2025-09-19', '140.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:13:44.637', '92.78', '92.78', '92.78', '92.78', '10', '1', '7', '7', '91.15', '50', '30', '76', '94.05', '50']\n",
"['AAPL', '2024-11-15', '160.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:16:41.224', '0.01', '0.01', '0.01', '0.01', '228', '18', '844', '1', '0.01', '50', '34', '76', '0.02', '50']\n",
"['AAPL', '2025-06-20', '105.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '94', '7', '0.20', '50', '50', '7', '0.23', '50']\n",
"['AAPL', '2024-11-22', '145.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '81.50', '50', '30', '76', '82.95', '50']\n",
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"['AAPL', '2026-12-18', '280.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:13:16.194', '18.17', '18.30', '18.16', '18.25', '15', '5', '8', '7', '16.95', '50', '20', '76', '19.00', '50']\n",
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"['AAPL', '2025-04-17', '255.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:55:54.701', '4.50', '4.78', '4.25', '4.63', '1121', '34', '24', '60', '4.60', '50', '1', '7', '5.80', '50']\n",
"['AAPL', '2026-01-16', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T11:42:26.336', '41.20', '41.60', '41.20', '41.60', '3', '3', '48', '11', '41.35', '50', '20', '76', '42.75', '50']\n",
"['AAPL', '2025-06-20', '130.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:57.744', '0.42', '0.42', '0.41', '0.41', '5', '3', '65', '7', '0.39', '50', '51', '7', '0.42', '50']\n",
"['AAPL', '2025-04-17', '250.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:49:05.988', '5.50', '6.05', '5.40', '6.05', '128', '28', '45', '76', '5.90', '50', '10', '7', '6.10', '50']\n",
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"['AAPL', '2024-11-15', '330.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '12', '60', '102.25', '50', '30', '76', '102.80', '50']\n",
"['AAPL', '2025-02-21', '105.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '1', '6', '121.90', '50', '3', '1', '125.45', '50']\n",
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"['AAPL', '2024-11-22', '230.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T15:59:53.808', '1.73', '2.69', '1.73', '2.62', '4059', '828', '34', '11', '2.40', '50', '1', '22', '2.60', '50']\n",
"['AAPL', '2026-06-18', '45.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '9', '7', '182.50', '50', '8', '7', '186.10', '50']\n",
"['AAPL', '2026-06-18', '205.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:02:38.095', '46.48', '46.48', '46.48', '46.48', '1', '1', '12', '22', '47.35', '50', '1', '42', '48.85', '50']\n",
"['AAPL', '2024-11-08', '247.500', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T10:58:59.303', '0.01', '0.01', '0.01', '0.01', '1', '1', '0', '11', '0.00', '50', '300', '11', '0.01', '50']\n",
"['AAPL', '2024-11-15', '225.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:59:59.938', '3.05', '3.20', '1.48', '1.55', '13252', '1943', '10', '1', '1.50', '50', '30', '11', '1.65', '50']\n",
"['AAPL', '2025-09-19', '80.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '148.55', '50', '30', '76', '151.65', '50']\n",
"['AAPL', '2024-11-22', '150.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '77.20', '50', '6', '60', '78.00', '50']\n",
"['AAPL', '2025-12-19', '260.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '257', '4', '36.00', '50', '215', '4', '37.35', '50']\n",
"['AAPL', '2025-09-19', '180.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T15:45:18.772', '3.75', '3.75', '3.55', '3.55', '133', '19', '35', '5', '3.50', '50', '30', '60', '3.65', '50']\n",
"['AAPL', '2024-12-13', '165.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '25', '7', '0.09', '50', '21', '7', '0.12', '50']\n",
"['AAPL', '2026-12-18', '120.000', 'CALL', '2024-11-07T17:21:28.618', '2024-11-07T13:20:45.724', '117.28', '117.28', '117.28', '117.28', '20', '1', '61', '22', '116.55', '50', '27', '22', '119.20', '50']\n",
"['AAPL', '2025-04-17', '315.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '10', '4', '86.05', '50', '1', '6', '89.55', '50']\n",
"['AAPL', '2025-01-17', '315.000', 'PUT', '2024-11-07T17:21:28.618', '2024-11-07T00:00:00', '0.00', '0.00', '0.00', '0.00', '0', '0', '30', '76', '87.15', '50', '30', '76', '87.85', '50']\n"
]
}
],
"source": [
"import httpx # install via pip install httpx\n",
"import csv\n",
"import io\n",
"from datetime import datetime, timedelta\n",
"\n",
"BASE_URL = \"http://localhost:25503/v3\" # all endpoints use this URL base\n",
"\n",
"# set params\n",
"RAW_PARAMS= {\n",
" 'start_date': '2024-12-07',\n",
" 'end_date': '2024-12-10',\n",
" 'symbol': 'AAPL',\n",
" 'expiration': '*',\n",
"}\n",
"\n",
"# define date range\n",
"start_date = datetime.strptime('2024-11-07', '%Y-%m-%d')\n",
"end_date = datetime.strptime('2024-11-07', '%Y-%m-%d')\n",
"\n",
"dates_to_run = []\n",
"while start_date <= end_date:\n",
" if start_date.weekday() < 5: # skip Sat/Sun\n",
" dates_to_run.append(start_date)\n",
" start_date += timedelta(days=1)\n",
"\n",
"print(\"Dates to request:\", [d.strftime(\"%Y-%m-%d (%A)\") for d in dates_to_run])\n",
"\n",
"#\n",
"# This is the streaming version, and will read line-by-line\n",
"#\n",
"for day in dates_to_run:\n",
" day_str = day.strftime(\"%Y%m%d\")\n",
"\n",
" # set params\n",
" params = RAW_PARAMS\n",
" if 'start_date' in params:\n",
" params['start_date'] = day_str\n",
" if 'end_date' in params:\n",
" params['end_date'] = day_str\n",
" url = BASE_URL + '/option/history/eod'\n",
"\n",
" with httpx.stream(\"GET\", url, params=params, timeout=60) as response:\n",
" response.raise_for_status() # make sure the request worked\n",
" for line in response.iter_lines():\n",
" for row in csv.reader(io.StringIO(line)):\n",
" print(row) # Now you get a parsed list of fields"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tradingagents",
"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": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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