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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": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'metadata': 'Top gainers, losers, and most actively traded US tickers',\n",
" 'last_updated': '2025-12-12 16:15:58 US/Eastern',\n",
" 'top_gainers': [{'ticker': 'ARBKL',\n",
" 'price': '5.3',\n",
" 'change_amount': '3.54',\n",
" 'change_percentage': '201.1364%',\n",
" 'volume': '5056392'},\n",
" {'ticker': 'MSOX',\n",
" 'price': '7.89',\n",
" 'change_amount': '4.07',\n",
" 'change_percentage': '106.5445%',\n",
" 'volume': '11745361'},\n",
" {'ticker': 'RVSNW',\n",
" 'price': '0.18',\n",
" 'change_amount': '0.09',\n",
" 'change_percentage': '100.0%',\n",
" 'volume': '175557'},\n",
" {'ticker': 'YCBD',\n",
" 'price': '1.21',\n",
" 'change_amount': '0.579',\n",
" 'change_percentage': '91.7591%',\n",
" 'volume': '293123818'},\n",
" {'ticker': 'MAPSW',\n",
" 'price': '0.0197',\n",
" 'change_amount': '0.0089',\n",
" 'change_percentage': '82.4074%',\n",
" 'volume': '423450'},\n",
" {'ticker': 'MSPRZ',\n",
" 'price': '0.04',\n",
" 'change_amount': '0.0155',\n",
" 'change_percentage': '63.2653%',\n",
" 'volume': '25729'},\n",
" {'ticker': 'BIAFW',\n",
" 'price': '0.37',\n",
" 'change_amount': '0.1374',\n",
" 'change_percentage': '59.0714%',\n",
" 'volume': '2262'},\n",
" {'ticker': 'THH',\n",
" 'price': '15.52',\n",
" 'change_amount': '5.68',\n",
" 'change_percentage': '57.7236%',\n",
" 'volume': '469931'},\n",
" {'ticker': 'NCI',\n",
" 'price': '1.92',\n",
" 'change_amount': '0.68',\n",
" 'change_percentage': '54.8387%',\n",
" 'volume': '33438475'},\n",
" {'ticker': 'MSOS',\n",
" 'price': '5.81',\n",
" 'change_amount': '2.05',\n",
" 'change_percentage': '54.5213%',\n",
" 'volume': '87587089'},\n",
" {'ticker': 'BNZIW',\n",
" 'price': '0.0247',\n",
" 'change_amount': '0.0087',\n",
" 'change_percentage': '54.375%',\n",
" 'volume': '78770'},\n",
" {'ticker': 'CNBS',\n",
" 'price': '34.76',\n",
" 'change_amount': '12.2326',\n",
" 'change_percentage': '54.301%',\n",
" 'volume': '222745'},\n",
" {'ticker': 'CGC',\n",
" 'price': '1.74',\n",
" 'change_amount': '0.61',\n",
" 'change_percentage': '53.9823%',\n",
" 'volume': '157487585'},\n",
" {'ticker': 'WEED',\n",
" 'price': '24.54',\n",
" 'change_amount': '8.27',\n",
" 'change_percentage': '50.8297%',\n",
" 'volume': '222700'},\n",
" {'ticker': 'MOBXW',\n",
" 'price': '0.12',\n",
" 'change_amount': '0.04',\n",
" 'change_percentage': '50.0%',\n",
" 'volume': '36420'},\n",
" {'ticker': 'RYM',\n",
" 'price': '23.8',\n",
" 'change_amount': '7.69',\n",
" 'change_percentage': '47.7343%',\n",
" 'volume': '3272202'},\n",
" {'ticker': 'AERTW',\n",
" 'price': '0.038',\n",
" 'change_amount': '0.0118',\n",
" 'change_percentage': '45.0382%',\n",
" 'volume': '31013'},\n",
" {'ticker': 'TLRY',\n",
" 'price': '12.15',\n",
" 'change_amount': '3.72',\n",
" 'change_percentage': '44.1281%',\n",
" 'volume': '79956850'},\n",
" {'ticker': 'MJ',\n",
" 'price': '38.25',\n",
" 'change_amount': '11.43',\n",
" 'change_percentage': '42.6174%',\n",
" 'volume': '721462'},\n",
" {'ticker': 'SBFMW',\n",
" 'price': '0.24',\n",
" 'change_amount': '0.07',\n",
" 'change_percentage': '41.1765%',\n",
" 'volume': '1302'}],\n",
" 'top_losers': [{'ticker': 'CCHH',\n",
" 'price': '2.65',\n",
" 'change_amount': '-12.47',\n",
" 'change_percentage': '-82.4735%',\n",
" 'volume': '6063904'},\n",
" {'ticker': 'ARBK',\n",
" 'price': '6.87',\n",
" 'change_amount': '-23.8062',\n",
" 'change_percentage': '-77.6048%',\n",
" 'volume': '1769823'},\n",
" {'ticker': 'OCG',\n",
" 'price': '0.22',\n",
" 'change_amount': '-0.691',\n",
" 'change_percentage': '-75.8507%',\n",
" 'volume': '310295323'},\n",
" {'ticker': 'BLMZ',\n",
" 'price': '0.1274',\n",
" 'change_amount': '-0.2425',\n",
" 'change_percentage': '-65.5583%',\n",
" 'volume': '7322513'},\n",
" {'ticker': 'JZXN',\n",
" 'price': '2.7',\n",
" 'change_amount': '-2.93',\n",
" 'change_percentage': '-52.0426%',\n",
" 'volume': '10731208'},\n",
" {'ticker': 'ABVEW',\n",
" 'price': '0.4099',\n",
" 'change_amount': '-0.4387',\n",
" 'change_percentage': '-51.6969%',\n",
" 'volume': '274215'},\n",
" {'ticker': 'HCWC',\n",
" 'price': '0.2801',\n",
" 'change_amount': '-0.2518',\n",
" 'change_percentage': '-47.3397%',\n",
" 'volume': '3142669'},\n",
" {'ticker': 'APLT',\n",
" 'price': '0.1173',\n",
" 'change_amount': '-0.0996',\n",
" 'change_percentage': '-45.9198%',\n",
" 'volume': '37600321'},\n",
" {'ticker': 'AMCI',\n",
" 'price': '2.71',\n",
" 'change_amount': '-2.17',\n",
" 'change_percentage': '-44.4672%',\n",
" 'volume': '494896'},\n",
" {'ticker': 'RNGTW',\n",
" 'price': '0.34',\n",
" 'change_amount': '-0.26',\n",
" 'change_percentage': '-43.3333%',\n",
" 'volume': '61699'},\n",
" {'ticker': 'BARK+',\n",
" 'price': '0.0052',\n",
" 'change_amount': '-0.0038',\n",
" 'change_percentage': '-42.2222%',\n",
" 'volume': '132142'},\n",
" {'ticker': 'LVROW',\n",
" 'price': '0.0108',\n",
" 'change_amount': '-0.0071',\n",
" 'change_percentage': '-39.6648%',\n",
" 'volume': '121'},\n",
" {'ticker': 'TNYA',\n",
" 'price': '0.85',\n",
" 'change_amount': '-0.51',\n",
" 'change_percentage': '-37.5%',\n",
" 'volume': '66451594'},\n",
" {'ticker': 'WOK',\n",
" 'price': '0.108',\n",
" 'change_amount': '-0.0601',\n",
" 'change_percentage': '-35.7525%',\n",
" 'volume': '112842419'},\n",
" {'ticker': 'BTBDW',\n",
" 'price': '0.0854',\n",
" 'change_amount': '-0.0458',\n",
" 'change_percentage': '-34.9085%',\n",
" 'volume': '4000'},\n",
" {'ticker': 'FRMI',\n",
" 'price': '10.09',\n",
" 'change_amount': '-5.16',\n",
" 'change_percentage': '-33.8361%',\n",
" 'volume': '63132840'},\n",
" {'ticker': 'BTTC',\n",
" 'price': '2.75',\n",
" 'change_amount': '-1.37',\n",
" 'change_percentage': '-33.2524%',\n",
" 'volume': '1974015'},\n",
" {'ticker': 'ABVE',\n",
" 'price': '2.07',\n",
" 'change_amount': '-1.02',\n",
" 'change_percentage': '-33.0097%',\n",
" 'volume': '7261451'},\n",
" {'ticker': 'PBMWW',\n",
" 'price': '0.0138',\n",
" 'change_amount': '-0.0064',\n",
" 'change_percentage': '-31.6832%',\n",
" 'volume': '163413'},\n",
" {'ticker': 'SAIHW',\n",
" 'price': '0.068',\n",
" 'change_amount': '-0.0315',\n",
" 'change_percentage': '-31.6583%',\n",
" 'volume': '604145'}],\n",
" 'most_actively_traded': [{'ticker': 'SOXS',\n",
" 'price': '3.295',\n",
" 'change_amount': '0.425',\n",
" 'change_percentage': '14.8084%',\n",
" 'volume': '528362529'},\n",
" {'ticker': 'PAVS',\n",
" 'price': '0.0411',\n",
" 'change_amount': '0.0066',\n",
" 'change_percentage': '19.1304%',\n",
" 'volume': '504034040'},\n",
" {'ticker': 'OCG',\n",
" 'price': '0.22',\n",
" 'change_amount': '-0.691',\n",
" 'change_percentage': '-75.8507%',\n",
" 'volume': '310295323'},\n",
" {'ticker': 'YCBD',\n",
" 'price': '1.21',\n",
" 'change_amount': '0.579',\n",
" 'change_percentage': '91.7591%',\n",
" 'volume': '293123818'},\n",
" {'ticker': 'NVDA',\n",
" 'price': '175.02',\n",
" 'change_amount': '-5.91',\n",
" 'change_percentage': '-3.2665%',\n",
" 'volume': '201995263'},\n",
" {'ticker': 'BBAI',\n",
" 'price': '6.38',\n",
" 'change_amount': '-0.36',\n",
" 'change_percentage': '-5.3412%',\n",
" 'volume': '162912181'},\n",
" {'ticker': 'CGC',\n",
" 'price': '1.74',\n",
" 'change_amount': '0.61',\n",
" 'change_percentage': '53.9823%',\n",
" 'volume': '157487585'},\n",
" {'ticker': 'TQQQ',\n",
" 'price': '52.82',\n",
" 'change_amount': '-3.29',\n",
" 'change_percentage': '-5.8635%',\n",
" 'volume': '136622071'},\n",
" {'ticker': 'SOXL',\n",
" 'price': '41.71',\n",
" 'change_amount': '-7.08',\n",
" 'change_percentage': '-14.5112%',\n",
" 'volume': '136328443'},\n",
" {'ticker': 'TZA',\n",
" 'price': '6.945',\n",
" 'change_amount': '0.305',\n",
" 'change_percentage': '4.5934%',\n",
" 'volume': '126804664'},\n",
" {'ticker': 'PLUG',\n",
" 'price': '2.32',\n",
" 'change_amount': '-0.04',\n",
" 'change_percentage': '-1.6949%',\n",
" 'volume': '113977755'},\n",
" {'ticker': 'WOK',\n",
" 'price': '0.108',\n",
" 'change_amount': '-0.0601',\n",
" 'change_percentage': '-35.7525%',\n",
" 'volume': '112842419'},\n",
" {'ticker': 'SPY',\n",
" 'price': '681.72',\n",
" 'change_amount': '-7.45',\n",
" 'change_percentage': '-1.081%',\n",
" 'volume': '105834437'},\n",
" {'ticker': 'ASST',\n",
" 'price': '0.8632',\n",
" 'change_amount': '-0.0586',\n",
" 'change_percentage': '-6.3571%',\n",
" 'volume': '104073145'},\n",
" {'ticker': 'RIVN',\n",
" 'price': '18.42',\n",
" 'change_amount': '1.99',\n",
" 'change_percentage': '12.112%',\n",
" 'volume': '103191428'},\n",
" {'ticker': 'TSLL',\n",
" 'price': '20.28',\n",
" 'change_amount': '1.03',\n",
" 'change_percentage': '5.3506%',\n",
" 'volume': '101870595'},\n",
" {'ticker': 'TSLA',\n",
" 'price': '458.96',\n",
" 'change_amount': '12.07',\n",
" 'change_percentage': '2.7009%',\n",
" 'volume': '94675388'},\n",
" {'ticker': 'AVGO',\n",
" 'price': '359.93',\n",
" 'change_amount': '-46.44',\n",
" 'change_percentage': '-11.428%',\n",
" 'volume': '93120701'},\n",
" {'ticker': 'TSLS',\n",
" 'price': '5.05',\n",
" 'change_amount': '-0.13',\n",
" 'change_percentage': '-2.5097%',\n",
" 'volume': '89779707'},\n",
" {'ticker': 'ONDS',\n",
" 'price': '8.75',\n",
" 'change_amount': '-0.27',\n",
" 'change_percentage': '-2.9933%',\n",
" 'volume': '88378411'}]}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import requests\n",
"url = \"https://www.alphavantage.co/query\"\n",
"api_key = os.getenv(\"ALPHA_VANTAGE_API_KEY\")\n",
"params = {\n",
" \"function\": \"TOP_GAINERS_LOSERS\",\n",
" \"apikey\": api_key,\n",
"}\n",
"\n",
"response = requests.get(url, params=params, timeout=30)\n",
"response.raise_for_status()\n",
"data = response.json()\n",
"\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.alpha_vantage_volume import get_unusual_volume"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Scanning 148 tickers for unusual volume patterns...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"$BRK.B: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Progress: 50/148 tickers scanned...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HTTP Error 404: {\"quoteSummary\":{\"result\":null,\"error\":{\"code\":\"Not Found\",\"description\":\"Quote not found for symbol: ANSS\"}}}\n",
"$ANSS: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$SPLK: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Progress: 100/148 tickers scanned...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"$SQ: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$WISH: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$APRN: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$SESN: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$PROG: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$CEI: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n"
]
},
{
"data": {
"text/plain": [
"'# Unusual Volume Detected - 2025-12-14\\n\\n**Criteria**: \\n- Price Change: <5.0% (accumulation pattern)\\n- Volume Multiple: Current volume ≥ 3.0x 30-day average\\n- Universe Scanned: sp500 (148 tickers)\\n\\n**Found**: 2 stocks with unusual activity\\n\\n## Top Unusual Volume Candidates\\n\\n| Ticker | Price | Volume | Avg Volume | Volume Ratio | Price Change % | Signal |\\n|--------|-------|--------|------------|--------------|----------------|--------|\\n| SNDL | $2.21 | 19,477,834 | 2,109,353 | 9.23x | 3.76% | moderate_activity |\\n| AVGO | $359.93 | 95,588,458 | 23,737,866 | 4.03x | -4.39% | moderate_activity |\\n\\n\\n## Signal Definitions\\n\\n- **accumulation**: High volume, minimal price change (<2%) - Smart money building position\\n- **moderate_activity**: Elevated volume with 2-5% price change - Early momentum\\n- **building_momentum**: High volume with moderate price change - Conviction building\\n'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_unusual_volume(date='2025-12-14')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.alpha_vantage_volume import get_alpha_vantage_unusual_volume"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Downloading raw volume data for 148 tickers...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"$BRK.B: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Progress: 50/148 tickers downloaded...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HTTP Error 404: {\"quoteSummary\":{\"result\":null,\"error\":{\"code\":\"Not Found\",\"description\":\"Quote not found for symbol: ANSS\"}}}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Progress: 100/148 tickers downloaded...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"$SPLK: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$SQ: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$WISH: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$ANSS: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$CEI: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$SESN: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$APRN: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n",
"$PROG: possibly delisted; no price data found (period=40d) (Yahoo error = \"No data found, symbol may be delisted\")\n"
]
},
{
"data": {
"text/plain": [
"'# Unusual Volume Detected - 2025-12-14\\n\\n**Criteria**: \\n- Price Change: <5.0% (accumulation pattern)\\n- Volume Multiple: Current volume ≥ 3.0x 30-day average\\n- Universe Scanned: sp500 (148 tickers)\\n\\n**Found**: 2 stocks with unusual activity\\n\\n## Top Unusual Volume Candidates\\n\\n| Ticker | Price | Volume | Avg Volume | Volume Ratio | Price Change % | Signal |\\n|--------|-------|--------|------------|--------------|----------------|--------|\\n| SNDL | $2.21 | 19,477,834 | 2,109,353 | 9.23x | 3.76% | moderate_activity |\\n| AVGO | $359.93 | 95,588,458 | 23,737,866 | 4.03x | -4.39% | moderate_activity |\\n\\n\\n## Signal Definitions\\n\\n- **accumulation**: High volume, minimal price change (<2%) - Smart money building position\\n- **moderate_activity**: Elevated volume with 2-5% price change - Early momentum\\n- **building_momentum**: High volume with moderate price change - Conviction building\\n'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_alpha_vantage_unusual_volume(date=\"2025-12-14\", use_cache=False)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
" from tradingagents.dataflows.alpha_vantage_volume import download_volume_data, _evaluate_unusual_volume_from_history\n",
" from tradingagents.dataflows.y_finance import _get_ticker_universe"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"\n",
" # Get tickers\n",
" tickers = _get_ticker_universe(\"all\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3068"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(tickers)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Using cached volume data from 2025-12-31\n"
]
}
],
"source": [
"volume_data = download_volume_data(\n",
" history_period_days=90, tickers=tickers, use_cache=True\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1109"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(volume_data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 3 unusual candidates\n"
]
}
],
"source": [
"unusual_candidates = []\n",
"for ticker in tickers:\n",
" history_records = volume_data.get(ticker.upper())\n",
" if not history_records:\n",
" continue\n",
" \n",
" candidate = _evaluate_unusual_volume_from_history(\n",
" ticker,\n",
" history_records,\n",
" 2,\n",
" 2,\n",
" lookback_days=30\n",
" )\n",
" if candidate:\n",
" unusual_candidates.append(candidate)\n",
"\n",
"print(f\"There are {len(unusual_candidates)} unusual candidates\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'ticker': 'ERFB',\n",
" 'volume': 50000,\n",
" 'price': 0.0,\n",
" 'price_change_pct': np.float64(0.0),\n",
" 'volume_ratio': np.float64(94.78),\n",
" 'avg_volume': 527,\n",
" 'signal': 'accumulation'},\n",
" {'ticker': 'JOB',\n",
" 'volume': 528599,\n",
" 'price': 0.19,\n",
" 'price_change_pct': np.float64(1.74),\n",
" 'volume_ratio': np.float64(2.05),\n",
" 'avg_volume': 258070,\n",
" 'signal': 'accumulation'},\n",
" {'ticker': 'K',\n",
" 'volume': 42705866,\n",
" 'price': 83.44,\n",
" 'price_change_pct': np.float64(1.12),\n",
" 'volume_ratio': np.float64(16.86),\n",
" 'avg_volume': 2532303,\n",
" 'signal': 'accumulation'}]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unusual_candidates"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"import yfinance as yf"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"ename": "YFRateLimitError",
"evalue": "Too Many Requests. Rate limited. Try after a while.",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mYFRateLimitError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[69]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43myf\u001b[49m\u001b[43m.\u001b[49m\u001b[43mTicker\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mAI\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43minfo\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/ticker.py:163\u001b[39m, in \u001b[36mTicker.info\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 161\u001b[39m \u001b[38;5;129m@property\u001b[39m\n\u001b[32m 162\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34minfo\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> \u001b[38;5;28mdict\u001b[39m:\n\u001b[32m--> \u001b[39m\u001b[32m163\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mget_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/base.py:329\u001b[39m, in \u001b[36mTickerBase.get_info\u001b[39m\u001b[34m(self, proxy)\u001b[39m\n\u001b[32m 326\u001b[39m warnings.warn(\u001b[33m\"\u001b[39m\u001b[33mSet proxy via new config function: yf.set_config(proxy=proxy)\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;167;01mDeprecationWarning\u001b[39;00m, stacklevel=\u001b[32m2\u001b[39m)\n\u001b[32m 327\u001b[39m \u001b[38;5;28mself\u001b[39m._data._set_proxy(proxy)\n\u001b[32m--> \u001b[39m\u001b[32m329\u001b[39m data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_quote\u001b[49m\u001b[43m.\u001b[49m\u001b[43minfo\u001b[49m\n\u001b[32m 330\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m data\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/scrapers/quote.py:511\u001b[39m, in \u001b[36mQuote.info\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 508\u001b[39m \u001b[38;5;129m@property\u001b[39m\n\u001b[32m 509\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34minfo\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> \u001b[38;5;28mdict\u001b[39m:\n\u001b[32m 510\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m511\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_fetch_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 512\u001b[39m \u001b[38;5;28mself\u001b[39m._fetch_complementary()\n\u001b[32m 514\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._info\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/scrapers/quote.py:610\u001b[39m, in \u001b[36mQuote._fetch_info\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 608\u001b[39m \u001b[38;5;28mself\u001b[39m._already_fetched = \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[32m 609\u001b[39m modules = [\u001b[33m'\u001b[39m\u001b[33mfinancialData\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mquoteType\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mdefaultKeyStatistics\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33massetProfile\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33msummaryDetail\u001b[39m\u001b[33m'\u001b[39m]\n\u001b[32m--> \u001b[39m\u001b[32m610\u001b[39m result = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_fetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodules\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodules\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 611\u001b[39m additional_info = \u001b[38;5;28mself\u001b[39m._fetch_additional_info()\n\u001b[32m 612\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m additional_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/scrapers/quote.py:590\u001b[39m, in \u001b[36mQuote._fetch\u001b[39m\u001b[34m(self, modules)\u001b[39m\n\u001b[32m 588\u001b[39m params_dict = {\u001b[33m\"\u001b[39m\u001b[33mmodules\u001b[39m\u001b[33m\"\u001b[39m: modules, \u001b[33m\"\u001b[39m\u001b[33mcorsDomain\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33mfinance.yahoo.com\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mformatted\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33mfalse\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33msymbol\u001b[39m\u001b[33m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m._symbol}\n\u001b[32m 589\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m590\u001b[39m result = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_data\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_raw_json\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_QUOTE_SUMMARY_URL_\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m \u001b[49m\u001b[33;43mf\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_symbol\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparams_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 591\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m curl_cffi.requests.exceptions.HTTPError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m 592\u001b[39m utils.get_yf_logger().error(\u001b[38;5;28mstr\u001b[39m(e) + e.response.text)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:443\u001b[39m, in \u001b[36mYfData.get_raw_json\u001b[39m\u001b[34m(self, url, params, timeout)\u001b[39m\n\u001b[32m 441\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mget_raw_json\u001b[39m(\u001b[38;5;28mself\u001b[39m, url, params=\u001b[38;5;28;01mNone\u001b[39;00m, timeout=\u001b[32m30\u001b[39m):\n\u001b[32m 442\u001b[39m utils.get_yf_logger().debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mget_raw_json(): \u001b[39m\u001b[38;5;132;01m{\u001b[39;00murl\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m'\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m443\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 444\u001b[39m response.raise_for_status()\n\u001b[32m 445\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.json()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/utils.py:92\u001b[39m, in \u001b[36mlog_indent_decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 89\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mEntering \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 91\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m IndentationContext():\n\u001b[32m---> \u001b[39m\u001b[32m92\u001b[39m result = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 94\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mExiting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:371\u001b[39m, in \u001b[36mYfData.get\u001b[39m\u001b[34m(self, url, params, timeout)\u001b[39m\n\u001b[32m 369\u001b[39m \u001b[38;5;129m@utils\u001b[39m.log_indent_decorator\n\u001b[32m 370\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mget\u001b[39m(\u001b[38;5;28mself\u001b[39m, url, params=\u001b[38;5;28;01mNone\u001b[39;00m, timeout=\u001b[32m30\u001b[39m):\n\u001b[32m--> \u001b[39m\u001b[32m371\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequest_method\u001b[49m\u001b[43m \u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_session\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 373\u001b[39m \u001b[38;5;66;03m# Accept cookie-consent if redirected to consent page\u001b[39;00m\n\u001b[32m 374\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m._is_this_consent_url(response.url):\n\u001b[32m 375\u001b[39m \u001b[38;5;66;03m# \"Consent Page not detected\"\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/utils.py:92\u001b[39m, in \u001b[36mlog_indent_decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 89\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mEntering \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 91\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m IndentationContext():\n\u001b[32m---> \u001b[39m\u001b[32m92\u001b[39m result = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 94\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mExiting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:425\u001b[39m, in \u001b[36mYfData._make_request\u001b[39m\u001b[34m(self, url, request_method, body, params, timeout)\u001b[39m\n\u001b[32m 423\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 424\u001b[39m \u001b[38;5;28mself\u001b[39m._set_cookie_strategy(\u001b[33m'\u001b[39m\u001b[33mbasic\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m425\u001b[39m crumb, strategy = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_get_cookie_and_crumb\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 426\u001b[39m request_args[\u001b[33m'\u001b[39m\u001b[33mparams\u001b[39m\u001b[33m'\u001b[39m][\u001b[33m'\u001b[39m\u001b[33mcrumb\u001b[39m\u001b[33m'\u001b[39m] = crumb\n\u001b[32m 427\u001b[39m response = request_method(**request_args)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/utils.py:92\u001b[39m, in \u001b[36mlog_indent_decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 89\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mEntering \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 91\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m IndentationContext():\n\u001b[32m---> \u001b[39m\u001b[32m92\u001b[39m result = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 94\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mExiting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:361\u001b[39m, in \u001b[36mYfData._get_cookie_and_crumb\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 358\u001b[39m crumb = \u001b[38;5;28mself\u001b[39m._get_cookie_and_crumb_basic(timeout)\n\u001b[32m 359\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 360\u001b[39m \u001b[38;5;66;03m# Fallback strategy\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m361\u001b[39m crumb = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_get_cookie_and_crumb_basic\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m crumb \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 363\u001b[39m \u001b[38;5;66;03m# Fail\u001b[39;00m\n\u001b[32m 364\u001b[39m \u001b[38;5;28mself\u001b[39m._set_cookie_strategy(\u001b[33m'\u001b[39m\u001b[33mcsrf\u001b[39m\u001b[33m'\u001b[39m, have_lock=\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/utils.py:92\u001b[39m, in \u001b[36mlog_indent_decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 89\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mEntering \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 91\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m IndentationContext():\n\u001b[32m---> \u001b[39m\u001b[32m92\u001b[39m result = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 94\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mExiting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:242\u001b[39m, in \u001b[36mYfData._get_cookie_and_crumb_basic\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 240\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m._get_cookie_basic(timeout):\n\u001b[32m 241\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m242\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_get_crumb_basic\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/utils.py:92\u001b[39m, in \u001b[36mlog_indent_decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 89\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mEntering \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 91\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m IndentationContext():\n\u001b[32m---> \u001b[39m\u001b[32m92\u001b[39m result = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 94\u001b[39m logger.debug(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mExiting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/yfinance/data.py:229\u001b[39m, in \u001b[36mYfData._get_crumb_basic\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 227\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m crumb_response.status_code == \u001b[32m429\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mToo Many Requests\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._crumb:\n\u001b[32m 228\u001b[39m utils.get_yf_logger().debug(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mDidn\u001b[39m\u001b[33m'\u001b[39m\u001b[33mt receive crumb \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m._crumb\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m229\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m YFRateLimitError()\n\u001b[32m 231\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._crumb \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m \u001b[33m'\u001b[39m\u001b[33m<html>\u001b[39m\u001b[33m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._crumb:\n\u001b[32m 232\u001b[39m utils.get_yf_logger().debug(\u001b[33m\"\u001b[39m\u001b[33mDidn\u001b[39m\u001b[33m'\u001b[39m\u001b[33mt receive crumb\u001b[39m\u001b[33m\"\u001b[39m)\n",
"\u001b[31mYFRateLimitError\u001b[39m: Too Many Requests. Rate limited. Try after a while."
]
}
],
"source": [
"yf.Ticker(\"AI\").info"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1,\n",
" [{'ticker': 'K',\n",
" 'volume': 42705866,\n",
" 'price': 83.44,\n",
" 'price_change_pct': np.float64(1.12),\n",
" 'volume_ratio': np.float64(16.86),\n",
" 'avg_volume': 2532303,\n",
" 'signal': 'accumulation',\n",
" 'Description': \"Kellanova, together with its subsidiaries, manufactures and markets snacks and convenience foods in North America, Europe, Latin America, the Asia Pacific, the Middle East, Australia, and Africa. Its principal products consist of snacks, such as crackers, savory snacks, toaster pastries, cereal bars, granola bars, and bites; and convenience foods, including ready-to-eat cereals, frozen waffles, veggie foods, and noodles; and crisps. The company offers its products under the Kellogg's, Cheez-It, Pringles, Austin, Parati, RXBAR, Eggo, Morningstar Farms, Bisco, Club, Luxe, Minueto, Special K, Toasteds, Town House, Zesta, Zoo Cartoon, Choco Krispis, Crunchy Nut, Kashi, Nutri-Grain, Squares, Zucaritas, Rice Krispies Treats, Sucrilhos, Pop-Tarts, K-Time, Sunibrite, Split Stix, LCMs, Coco Pops, Krave, Frosties, Rice Krispies Squares, Incogmeato, Veggitizers, Gardenburger, Trink, Carr's, Kellogg's Extra, Müsli, Fruit \\x91n Fibre, Kellogg's Crunchy Nut, Country Store, Smacks, Honey Bsss, Zimmy's, Toppas, Tresor, Froot Ring, Chocos, Chex, Guardian, Just Right, Sultana Bran, Rice Bubbles, Sustain, Choco Krispies, Melvin, Cornelius, Chocovore, Poperto, Pops the Bee, and Sammy the Seal brand names. It sells its products to retailers through direct sales forces, as well as brokers and distributors. The company was formerly known as Kellogg Company and changed its name to Kellanova in October 2023. Kellanova was founded in 1906 and is headquartered in Chicago, Illinois.\"}])"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"min_average_volume = 1e6\n",
"tickers_with_high_vol = []\n",
"for ticker in unusual_candidates:\n",
" if ticker['avg_volume'] > min_average_volume:\n",
" tickers_with_high_vol += [ticker | {\"Description\": f\"{yf.Ticker(ticker['ticker']).info[\"longBusinessSummary\"]}\"}]\n",
"len(tickers_with_high_vol), tickers_with_high_vol"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.y_finance import get_options_activity"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"## Options Activity for AI\n",
"\n",
"**Available Expirations:** 12 dates\n",
"**Analyzing:** 2025-12-26, 2026-01-02\n",
"\n",
"### Summary\n",
"| Metric | Calls | Puts | Put/Call Ratio |\n",
"|--------|-------|------|----------------|\n",
"| Volume | 7,736 | 1,696 | 0.219 |\n",
"| Open Interest | 0 | 0 | 0 |\n",
"\n",
"### Sentiment Analysis\n",
"- **Volume P/C Ratio:** Bullish (more call volume)\n",
"- **OI P/C Ratio:** Bullish positioning\n",
"\n",
"*No unusual options activity detected.*\n",
"\n"
]
}
],
"source": [
"print(get_options_activity(curr_date=\"2025-12-31\", num_expirations=2, ticker=\"AI\"))"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tradingagents.dataflows.y_finance import (\n",
" get_YFin_data_online,\n",
" get_technical_analysis,\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",
" validate_tickers_batch as validate_tickers_batch_yfinance,\n",
" get_fundamentals as get_yfinance_fundamentals,\n",
" get_options_activity as get_yfinance_options_activity,\n",
")\n",
"from tradingagents.dataflows.alpha_vantage import (\n",
" get_stock as get_alpha_vantage_stock,\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_insider_sentiment as get_alpha_vantage_insider_sentiment,\n",
" get_top_gainers_losers as get_alpha_vantage_movers,\n",
")\n",
"from tradingagents.dataflows.openai import (\n",
" get_stock_news_openai,\n",
" get_global_news_openai,\n",
" get_fundamentals_openai,\n",
")\n",
"from tradingagents.dataflows.reddit_api import (\n",
" get_reddit_news,\n",
" get_reddit_global_news as get_reddit_api_global_news,\n",
" get_reddit_trending_tickers,\n",
" get_reddit_discussions,\n",
")\n",
"from tradingagents.dataflows.finnhub_api import (\n",
" get_recommendation_trends as get_finnhub_recommendation_trends,\n",
" get_earnings_calendar as get_finnhub_earnings_calendar,\n",
" get_ipo_calendar as get_finnhub_ipo_calendar,\n",
")\n",
"from tradingagents.dataflows.twitter_data import (\n",
" get_tweets as get_twitter_tweets,\n",
")\n",
"from tradingagents.dataflows.alpha_vantage_volume import (\n",
" get_alpha_vantage_unusual_volume,\n",
" get_cached_average_volume,\n",
" get_cached_average_volume_batch,\n",
")\n",
"from tradingagents.dataflows.alpha_vantage_analysts import (\n",
" get_alpha_vantage_analyst_changes,\n",
")\n",
"from tradingagents.dataflows.tradier_api import (\n",
" get_tradier_unusual_options,\n",
")\n",
"from tradingagents.dataflows.finviz_scraper import (\n",
" get_finviz_short_interest,\n",
")\n",
"\n",
"from dotenv import load_dotenv\n",
"\n",
"# Load environment variables from .env file\n",
"load_dotenv()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"Between January 4 and January 5, 2026, Apple Inc. (AAPL) experienced a notable decline in its stock price. On January 5, the stock closed at $267.26, marking a 1.38% decrease from the previous day. ([zacks.com](https://www.zacks.com/stock/news/2812056/apple-%28aapl%29-stock-sinks-as-market-gains%3A-what-you-should-know?utm_source=openai))\\n\\nThis decline occurred despite the broader market's positive performance on January 5, with the S&P 500 gaining 0.64%, the Dow increasing by 1.23%, and the Nasdaq rising by 0.69%. ([zacks.com](https://www.zacks.com/stock/news/2812056/apple-%28aapl%29-stock-sinks-as-market-gains%3A-what-you-should-know?utm_source=openai))\\n\\nThe trading volume on January 5 was substantial, with AAPL shares totaling $12.16 billion, making it the third-highest traded stock of the day. However, no direct news catalysts were identified to explain the price movement, leading analysts to speculate that macroeconomic factors or algorithmic trading might have influenced the decline. ([ainvest.com](https://www.ainvest.com/news/apple-1-38-drop-hits-highest-trading-volume-mystery-2601/?utm_source=openai))\\n\\nAnalyst sentiment remains optimistic for AAPL's long-term prospects. For instance, Wedbush Securities analyst Daniel Ives set a price target of $350 for AAPL, suggesting a potential upside of approximately 28% from the current levels. ([red94.net](https://www.red94.net/news/44841-aapl-stock-poised-to-thrive-in-2026-after-33-gain-trades-at-271-86-to-start-new/?utm_source=openai))\\n\\nIn summary, while AAPL's stock experienced a short-term decline between January 4 and January 5, 2026, the broader market's positive performance and continued analyst optimism indicate potential for future growth.\\n\\n## Stock market information for Apple Inc (AAPL)\\n- Apple Inc is a equity in the USA market.\\n- The price is 262.36 USD currently with a change of -5.04 USD (-0.02%) from the previous close.\\n- The latest open price was 266.96 USD and the intraday volume is 52352090.\\n- The intraday high is 267.56 USD and the intraday low is 262.18 USD.\\n- The latest trade time is Tuesday, January 6, 17:15:00 PST.\\n \""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_stock_news_openai(query=None, ticker=\"AAPL\", start_date=\"2026-01-04\", end_date=\"2026-01-05\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'## Analyst Recommendation Trends for AAPL\\n\\n### 2026-01-01\\n- **Strong Buy**: 14\\n- **Buy**: 21\\n- **Hold**: 16\\n- **Sell**: 2\\n- **Strong Sell**: 0\\n- **Total Analysts**: 53\\n\\n**Sentiment**: 66.0% Bullish, 3.8% Bearish\\n\\n### 2025-12-01\\n- **Strong Buy**: 15\\n- **Buy**: 23\\n- **Hold**: 16\\n- **Sell**: 2\\n- **Strong Sell**: 0\\n- **Total Analysts**: 56\\n\\n**Sentiment**: 67.9% Bullish, 3.6% Bearish\\n\\n### 2025-11-01\\n- **Strong Buy**: 15\\n- **Buy**: 23\\n- **Hold**: 17\\n- **Sell**: 2\\n- **Strong Sell**: 0\\n- **Total Analysts**: 57\\n\\n**Sentiment**: 66.7% Bullish, 3.5% Bearish\\n\\n### 2025-10-01\\n- **Strong Buy**: 15\\n- **Buy**: 22\\n- **Hold**: 17\\n- **Sell**: 2\\n- **Strong Sell**: 0\\n- **Total Analysts**: 56\\n\\n**Sentiment**: 66.1% Bullish, 3.6% Bearish\\n\\n'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_finnhub_recommendation_trends(ticker=\"AAPL\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Latest Market Discovery ---\n",
"Ticker: META\n",
"Summary: Meta Platforms reported stronger-than-expected Q4 2025 results (revenue about $59.9B; EPS $8.88), and guided 2026 capital expenditures of $115–$135B. The company highlighted AI infrastructure investments and posted substantial Reality Labs cost despite a plan to trim some spend, with shares rising after the results.\n",
"Date: 2026-01-28\n",
"\n",
"Ticker: TSLA\n",
"Summary: Tesla signaled a strategic pivot toward robotics by announcing the discontinuation of the Model S and Model X to repurpose factories for humanoid-robotics initiatives (Optimus). The period also included a Q4 2025 earnings beat and a roughly $20B 2026 capex plan, framing a shift from traditional carmaking to AI-driven initiatives.\n",
"Date: 2026-01-28\n",
"\n",
"Ticker: AAPL\n",
"Summary: No widely reported, Major Apple headlines in the window of 2026-01-22 to 2026-01-28 based on coverage from top financial outlets; analysts were focused on earnings timing and AI strategy ahead of Q1 results.\n",
"Date: 2026-01-28\n",
"\n",
"Ticker: NVDA\n",
"Summary: No Nvidia-specific major news reported in the week of 2026-01-22 to 2026-01-28; the closest notable coverage around this period focused on CES-related Nvidia discussions earlier in January (e.g., Bloomberg and TechCrunch reporting on Nvidia’s CES presence and H200 demand as of early January).\n",
"Date: 2026-01-28\n",
"\n"
]
}
],
"source": [
"from pydantic import BaseModel\n",
"from typing import List\n",
"\n",
"# This is your individual object\n",
"class TickerNews(BaseModel):\n",
" ticker: str\n",
" news_summary: str\n",
" date: str\n",
"\n",
"# This is the \"container\" that ensures the output is a list\n",
"class PortfolioUpdate(BaseModel):\n",
" items: List[TickerNews]\n",
" \n",
"from openai import OpenAI\n",
"from dotenv import load_dotenv\n",
"\n",
"load_dotenv()\n",
"\n",
"client = OpenAI()\n",
"\n",
"def discover_market_news():\n",
" # We use parse() to ensure the output matches our Pydantic class\n",
" completion = client.responses.parse(\n",
" model=\"gpt-5-nano\",\n",
" # Enable the web search tool\n",
" tools=[{\"type\": \"web_search\"}],\n",
" input=\"Find the most significant news stories for ['AAPL', 'NVDA', 'TSLA', 'META'] from 2026-01-22 to 2026-01-28.\"\n",
" \"Return them as a list of ticker symbols and summaries.\",\n",
" # Define the structure of the response\n",
" text_format=PortfolioUpdate,\n",
" )\n",
"\n",
" # Access the parsed data\n",
" portfolio_data = completion.output_parsed\n",
" \n",
" print(\"--- Latest Market Discovery ---\")\n",
" for item in portfolio_data.items:\n",
" print(f\"Ticker: {item.ticker}\")\n",
" print(f\"Summary: {item.news_summary}\")\n",
" print(f\"Date: {item.date}\\n\")\n",
"\n",
"\n",
"discover_market_news()"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from tradingagents.dataflows.openai import get_batch_stock_news_openai, get_batch_stock_news_google\n",
"news = get_batch_stock_news_openai(tickers= ['AAPL', 'NVDA', 'TSLA', 'META'], start_date='2026-01-22', end_date='2026-01-28', batch_size=100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"google_news = get_batch_stock_news_google(tickers= ['AAPL', 'NVDA', 'TSLA', 'META'], start_date='2026-01-22', end_date='2026-01-28', batch_size=100)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'google_news' is not defined",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mgoogle_news\u001b[49m\n",
"\u001b[31mNameError\u001b[39m: name 'google_news' is not defined"
]
}
],
"source": [
"google_news"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "'google_search'",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 27\u001b[39m\n\u001b[32m 24\u001b[39m structured_search_chain = _llm.with_structured_output(PortfolioUpdate)\n\u001b[32m 26\u001b[39m \u001b[38;5;66;03m# This will search the web AND format the result into your class\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m27\u001b[39m result = \u001b[43mstructured_search_chain\u001b[49m\u001b[43m.\u001b[49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mCheck the latest news for AAPL and TSLA from the last 24 hours.\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 29\u001b[39m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/runnables/base.py:3090\u001b[39m, in \u001b[36mRunnableSequence.invoke\u001b[39m\u001b[34m(self, input, config, **kwargs)\u001b[39m\n\u001b[32m 3088\u001b[39m input_ = context.run(step.invoke, input_, config, **kwargs)\n\u001b[32m 3089\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m3090\u001b[39m input_ = \u001b[43mcontext\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstep\u001b[49m\u001b[43m.\u001b[49m\u001b[43minvoke\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 3091\u001b[39m \u001b[38;5;66;03m# finish the root run\u001b[39;00m\n\u001b[32m 3092\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/output_parsers/base.py:200\u001b[39m, in \u001b[36mBaseOutputParser.invoke\u001b[39m\u001b[34m(self, input, config, **kwargs)\u001b[39m\n\u001b[32m 192\u001b[39m \u001b[38;5;129m@override\u001b[39m\n\u001b[32m 193\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34minvoke\u001b[39m(\n\u001b[32m 194\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 197\u001b[39m **kwargs: Any,\n\u001b[32m 198\u001b[39m ) -> T:\n\u001b[32m 199\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28minput\u001b[39m, BaseMessage):\n\u001b[32m--> \u001b[39m\u001b[32m200\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_with_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 201\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43minner_input\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparse_result\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 202\u001b[39m \u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatGeneration\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessage\u001b[49m\u001b[43m=\u001b[49m\u001b[43minner_input\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[32m 203\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 204\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 205\u001b[39m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 206\u001b[39m \u001b[43m \u001b[49m\u001b[43mrun_type\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 207\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 208\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._call_with_config(\n\u001b[32m 209\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m inner_input: \u001b[38;5;28mself\u001b[39m.parse_result([Generation(text=inner_input)]),\n\u001b[32m 210\u001b[39m \u001b[38;5;28minput\u001b[39m,\n\u001b[32m 211\u001b[39m config,\n\u001b[32m 212\u001b[39m run_type=\u001b[33m\"\u001b[39m\u001b[33mparser\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 213\u001b[39m )\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/runnables/base.py:2021\u001b[39m, in \u001b[36mRunnable._call_with_config\u001b[39m\u001b[34m(self, func, input_, config, run_type, serialized, **kwargs)\u001b[39m\n\u001b[32m 2017\u001b[39m child_config = patch_config(config, callbacks=run_manager.get_child())\n\u001b[32m 2018\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m set_config_context(child_config) \u001b[38;5;28;01mas\u001b[39;00m context:\n\u001b[32m 2019\u001b[39m output = cast(\n\u001b[32m 2020\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mOutput\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m-> \u001b[39m\u001b[32m2021\u001b[39m \u001b[43mcontext\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2022\u001b[39m \u001b[43m \u001b[49m\u001b[43mcall_func_with_variable_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# type: ignore[arg-type]\u001b[39;49;00m\n\u001b[32m 2023\u001b[39m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2024\u001b[39m \u001b[43m \u001b[49m\u001b[43minput_\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2025\u001b[39m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2026\u001b[39m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2027\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2028\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[32m 2029\u001b[39m )\n\u001b[32m 2030\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m 2031\u001b[39m run_manager.on_chain_error(e)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/runnables/config.py:428\u001b[39m, in \u001b[36mcall_func_with_variable_args\u001b[39m\u001b[34m(func, input, config, run_manager, **kwargs)\u001b[39m\n\u001b[32m 426\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m run_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m accepts_run_manager(func):\n\u001b[32m 427\u001b[39m kwargs[\u001b[33m\"\u001b[39m\u001b[33mrun_manager\u001b[39m\u001b[33m\"\u001b[39m] = run_manager\n\u001b[32m--> \u001b[39m\u001b[32m428\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/output_parsers/base.py:201\u001b[39m, in \u001b[36mBaseOutputParser.invoke.<locals>.<lambda>\u001b[39m\u001b[34m(inner_input)\u001b[39m\n\u001b[32m 192\u001b[39m \u001b[38;5;129m@override\u001b[39m\n\u001b[32m 193\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34minvoke\u001b[39m(\n\u001b[32m 194\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 197\u001b[39m **kwargs: Any,\n\u001b[32m 198\u001b[39m ) -> T:\n\u001b[32m 199\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28minput\u001b[39m, BaseMessage):\n\u001b[32m 200\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._call_with_config(\n\u001b[32m--> \u001b[39m\u001b[32m201\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m inner_input: \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparse_result\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 202\u001b[39m \u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatGeneration\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessage\u001b[49m\u001b[43m=\u001b[49m\u001b[43minner_input\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[32m 203\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[32m 204\u001b[39m \u001b[38;5;28minput\u001b[39m,\n\u001b[32m 205\u001b[39m config,\n\u001b[32m 206\u001b[39m run_type=\u001b[33m\"\u001b[39m\u001b[33mparser\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 207\u001b[39m )\n\u001b[32m 208\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._call_with_config(\n\u001b[32m 209\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m inner_input: \u001b[38;5;28mself\u001b[39m.parse_result([Generation(text=inner_input)]),\n\u001b[32m 210\u001b[39m \u001b[38;5;28minput\u001b[39m,\n\u001b[32m 211\u001b[39m config,\n\u001b[32m 212\u001b[39m run_type=\u001b[33m\"\u001b[39m\u001b[33mparser\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 213\u001b[39m )\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/tradingagents/lib/python3.13/site-packages/langchain_core/output_parsers/openai_tools.py:338\u001b[39m, in \u001b[36mPydanticToolsParser.parse_result\u001b[39m\u001b[34m(self, result, partial)\u001b[39m\n\u001b[32m 336\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[32m 337\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m338\u001b[39m pydantic_objects.append(\u001b[43mname_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[43mres\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtype\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m(**res[\u001b[33m\"\u001b[39m\u001b[33margs\u001b[39m\u001b[33m\"\u001b[39m]))\n\u001b[32m 339\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m (ValidationError, \u001b[38;5;167;01mValueError\u001b[39;00m):\n\u001b[32m 340\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m partial:\n",
"\u001b[31mKeyError\u001b[39m: 'google_search'"
]
}
],
"source": [
"from google import genai\n",
"from google.genai import types\n",
"\n",
"from dotenv import load_dotenv\n",
"\n",
"load_dotenv()\n",
"# Initialize the client\n",
"google_api_key = os.getenv(\"GOOGLE_API_KEY\")\n",
"\n",
"from langchain_google_genai import ChatGoogleGenerativeAI\n",
"\n",
"# Define the search tool for Gemini 3\n",
"# In 2026, 'google_search' is a built-in tool type\n",
"google_search_tool = {\"google_search\": {}}\n",
"\n",
"# Initializing your LLM with the search tool bound\n",
"_llm = ChatGoogleGenerativeAI(\n",
" model=\"gemini-3-flash-preview\", \n",
" api_key=google_api_key, # Updated keyword\n",
" temperature=1.0 # Optimized for web grounding\n",
").bind_tools([google_search_tool])\n",
"\n",
"# Assuming you have the PortfolioUpdate class from our previous conversation\n",
"structured_search_chain = _llm.with_structured_output(PortfolioUpdate)\n",
"\n",
"# This will search the web AND format the result into your class\n",
"result = structured_search_chain.invoke(\"Check the latest news for AAPL and TSLA from the last 24 hours.\")\n",
"\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ticker: AAPL\n",
"Summary: Apple is set to report quarterly results today with analysts expecting record revenue driven by iPhone 17 demand and services growth. Evercore ISI reiterated a Buy rating ahead of the report, while options traders anticipate a 4% price move.\n",
"Date: Last 24 hours\n",
"\n",
"Ticker: NVDA\n",
"Summary: NVIDIA is facing congressional scrutiny over technical support provided to DeepSeek. The company is also reportedly considering shifting some production to Intel by 2028 and has invested $2 billion with CoreWeave to build AI factories.\n",
"Date: Last 24 hours\n",
"\n",
"Ticker: TSLA\n",
"Summary: Tesla shares rose 4% after-hours as the company announced it will stop producing Model S and Model X vehicles to focus on the Optimus humanoid robot. The company reported revenue of $24.9B-$25.7B and plans to invest $2 billion into xAI.\n",
"Date: Last 24 hours\n",
"\n",
"Ticker: META\n",
"Summary: Meta shares surged up to 10% following a Q4 beat with $59.89 billion in revenue and $8.88 EPS. The company projected up to $135 billion in 2026 capital expenditures for AI and signed a $6 billion fiber optic deal with Corning.\n",
"Date: Last 24 hours\n",
"\n"
]
}
],
"source": [
"from langchain_google_genai import ChatGoogleGenerativeAI\n",
"from langchain_core.prompts import ChatPromptTemplate\n",
"\n",
"# 1. THE SEARCHER: Enable web search tool\n",
"search_llm = ChatGoogleGenerativeAI(\n",
" model=\"gemini-3-flash-preview\", \n",
" api_key=google_api_key,\n",
" temperature=1.0\n",
").bind_tools([{\"google_search\": {}}])\n",
"\n",
"# 2. THE FORMATTER: Native JSON mode (no tools allowed here)\n",
"structured_llm = ChatGoogleGenerativeAI(\n",
" model=\"gemini-3-flash-preview\",\n",
" api_key=google_api_key\n",
").with_structured_output(PortfolioUpdate, method=\"json_schema\")\n",
"\n",
"def get_grounded_portfolio_news(query: str):\n",
" # Step A: Perform the search\n",
" # Gemini will browse the web and return a 'grounded' text response\n",
" raw_news = search_llm.invoke(query)\n",
" \n",
" # Step B: Feed the grounded text into the structured parser\n",
" # We explicitly tell the model to use the gathered info\n",
" return structured_llm.invoke(\n",
" f\"Using this verified news data: {raw_news.content}\\n\\n\"\n",
" f\"Format the following into the JSON structure: {query}\"\n",
" )\n",
"\n",
"# Execution\n",
"tickers = ['AAPL', 'NVDA', 'TSLA', 'META']\n",
"result = get_grounded_portfolio_news(f\"What is the latest 24h news for {tickers}?\")\n",
"for item in result.items:\n",
" print(f\"Ticker: {item.ticker}\")\n",
" print(f\"Summary: {item.news_summary}\")\n",
" print(f\"Date: {item.date}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: google-genai in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (1.61.0)\n",
"Requirement already satisfied: anyio<5.0.0,>=4.8.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (4.11.0)\n",
"Requirement already satisfied: google-auth<3.0.0,>=2.47.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-auth[requests]<3.0.0,>=2.47.0->google-genai) (2.48.0)\n",
"Requirement already satisfied: httpx<1.0.0,>=0.28.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (0.28.1)\n",
"Requirement already satisfied: pydantic<3.0.0,>=2.9.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (2.12.3)\n",
"Requirement already satisfied: requests<3.0.0,>=2.28.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (2.32.5)\n",
"Requirement already satisfied: tenacity<9.2.0,>=8.2.3 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (9.1.2)\n",
"Requirement already satisfied: websockets<15.1.0,>=13.0.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (15.0.1)\n",
"Requirement already satisfied: typing-extensions<5.0.0,>=4.11.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (4.15.0)\n",
"Requirement already satisfied: distro<2,>=1.7.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (1.9.0)\n",
"Requirement already satisfied: sniffio in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-genai) (1.3.1)\n",
"Requirement already satisfied: idna>=2.8 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from anyio<5.0.0,>=4.8.0->google-genai) (3.11)\n",
"Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-auth<3.0.0,>=2.47.0->google-auth[requests]<3.0.0,>=2.47.0->google-genai) (0.4.2)\n",
"Requirement already satisfied: cryptography>=38.0.3 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-auth<3.0.0,>=2.47.0->google-auth[requests]<3.0.0,>=2.47.0->google-genai) (46.0.3)\n",
"Requirement already satisfied: rsa<5,>=3.1.4 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from google-auth<3.0.0,>=2.47.0->google-auth[requests]<3.0.0,>=2.47.0->google-genai) (4.9.1)\n",
"Requirement already satisfied: certifi in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from httpx<1.0.0,>=0.28.1->google-genai) (2025.10.5)\n",
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"Requirement already satisfied: cffi>=2.0.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from cryptography>=38.0.3->google-auth<3.0.0,>=2.47.0->google-auth[requests]<3.0.0,>=2.47.0->google-genai) (2.0.0)\n",
"Requirement already satisfied: pycparser in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from cffi>=2.0.0->cryptography>=38.0.3->google-auth<3.0.0,>=2.47.0->google-auth[requests]<3.0.0,>=2.47.0->google-genai) (2.23)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install -U google-genai"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"As of **May 23, 2024**, the P/E (Price-to-Earnings) ratio for Apple Inc. (AAPL) is approximately:\n",
"\n",
"* **Trailing P/E (TTM): 29.11**\n",
"* **Forward P/E (Estimated next 12 months): 28.25**\n",
"\n",
"### Key Data Points:\n",
"* **Current Stock Price:** ~$186.88\n",
"* **Earnings Per Share (TTM):** $6.42\n",
"* **Market Cap:** ~$2.87 Trillion\n",
"\n",
"### Context:\n",
"Apple's P/E ratio has seen a slight expansion recently following its Q2 earnings report (released May 2), which included a record $110 billion share buyback announcement and a dividend increase. \n",
"\n",
"A P/E of around 29 is currently higher than Apple’s 5-year historical average (which sits closer to 25–26), suggesting that investors are currently paying a premium for the stock, likely in anticipation of upcoming AI announcements at WWDC in June.\n",
"\n",
"***Note:** Because stock prices and earnings estimates change throughout the trading day, these numbers fluctuate in real-time. You can find the most up-to-the-minute data on sites like Google Finance, Yahoo Finance, or CNBC.*\n"
]
}
],
"source": [
"from google import genai\n",
"import os\n",
"\n",
"client = genai.Client(api_key=os.getenv(\"GOOGLE_API_KEY\"))\n",
"response = client.models.generate_content(\n",
" model=\"gemini-3-flash-preview\",\n",
" contents=\"What is the current P/E ratio for AAPL?\"\n",
")\n",
"print(response.text)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available Gemini Models:\n",
"- models/gemini-2.5-flash\n",
"- models/gemini-2.5-pro\n",
"- models/gemini-2.0-flash\n",
"- models/gemini-2.0-flash-001\n",
"- models/gemini-2.0-flash-exp-image-generation\n",
"- models/gemini-2.0-flash-lite-001\n",
"- models/gemini-2.0-flash-lite\n",
"- models/gemini-exp-1206\n",
"- models/gemini-2.5-flash-preview-tts\n",
"- models/gemini-2.5-pro-preview-tts\n",
"- models/gemma-3-1b-it\n",
"- models/gemma-3-4b-it\n",
"- models/gemma-3-12b-it\n",
"- models/gemma-3-27b-it\n",
"- models/gemma-3n-e4b-it\n",
"- models/gemma-3n-e2b-it\n",
"- models/gemini-flash-latest\n",
"- models/gemini-flash-lite-latest\n",
"- models/gemini-pro-latest\n",
"- models/gemini-2.5-flash-lite\n",
"- models/gemini-2.5-flash-image\n",
"- models/gemini-2.5-flash-preview-09-2025\n",
"- models/gemini-2.5-flash-lite-preview-09-2025\n",
"- models/gemini-3-pro-preview\n",
"- models/gemini-3-flash-preview\n",
"- models/gemini-3-pro-image-preview\n",
"- models/nano-banana-pro-preview\n",
"- models/gemini-robotics-er-1.5-preview\n",
"- models/gemini-2.5-computer-use-preview-10-2025\n",
"- models/deep-research-pro-preview-12-2025\n",
"- models/embedding-001\n",
"- models/text-embedding-004\n",
"- models/gemini-embedding-001\n",
"- models/aqa\n",
"- models/imagen-4.0-generate-preview-06-06\n",
"- models/imagen-4.0-ultra-generate-preview-06-06\n",
"- models/imagen-4.0-generate-001\n",
"- models/imagen-4.0-ultra-generate-001\n",
"- models/imagen-4.0-fast-generate-001\n",
"- models/veo-2.0-generate-001\n",
"- models/veo-3.0-generate-001\n",
"- models/veo-3.0-fast-generate-001\n",
"- models/veo-3.1-generate-preview\n",
"- models/veo-3.1-fast-generate-preview\n",
"- models/gemini-2.5-flash-native-audio-latest\n",
"- models/gemini-2.5-flash-native-audio-preview-09-2025\n",
"- models/gemini-2.5-flash-native-audio-preview-12-2025\n"
]
}
],
"source": [
"from google import genai\n",
"import os\n",
"\n",
"# Initialize the client\n",
"client = genai.Client(api_key=os.environ.get(\"GOOGLE_API_KEY\"))\n",
"\n",
"# Fetch and print the list of models\n",
"print(\"Available Gemini Models:\")\n",
"for model in client.models.list():\n",
" print(f\"- {model.name}\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting exa-py\n",
" Downloading exa_py-2.3.0-py3-none-any.whl.metadata (3.4 kB)\n",
"Requirement already satisfied: httpcore>=1.0.9 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (1.0.9)\n",
"Requirement already satisfied: httpx>=0.28.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (0.28.1)\n",
"Requirement already satisfied: openai>=1.48 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (2.7.1)\n",
"Requirement already satisfied: pydantic>=2.10.6 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (2.12.3)\n",
"Requirement already satisfied: python-dotenv>=1.0.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (1.2.1)\n",
"Requirement already satisfied: requests>=2.32.3 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (2.32.5)\n",
"Requirement already satisfied: typing-extensions>=4.12.2 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from exa-py) (4.15.0)\n",
"Requirement already satisfied: certifi in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from httpcore>=1.0.9->exa-py) (2025.10.5)\n",
"Requirement already satisfied: h11>=0.16 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from httpcore>=1.0.9->exa-py) (0.16.0)\n",
"Requirement already satisfied: anyio in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from httpx>=0.28.1->exa-py) (4.11.0)\n",
"Requirement already satisfied: idna in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from httpx>=0.28.1->exa-py) (3.11)\n",
"Requirement already satisfied: distro<2,>=1.7.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from openai>=1.48->exa-py) (1.9.0)\n",
"Requirement already satisfied: jiter<1,>=0.10.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from openai>=1.48->exa-py) (0.11.1)\n",
"Requirement already satisfied: sniffio in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from openai>=1.48->exa-py) (1.3.1)\n",
"Requirement already satisfied: tqdm>4 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from openai>=1.48->exa-py) (4.67.1)\n",
"Requirement already satisfied: annotated-types>=0.6.0 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from pydantic>=2.10.6->exa-py) (0.7.0)\n",
"Requirement already satisfied: pydantic-core==2.41.4 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from pydantic>=2.10.6->exa-py) (2.41.4)\n",
"Requirement already satisfied: typing-inspection>=0.4.2 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from pydantic>=2.10.6->exa-py) (0.4.2)\n",
"Requirement already satisfied: charset_normalizer<4,>=2 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from requests>=2.32.3->exa-py) (3.4.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/youssefaitousarrah/miniconda3/envs/tradingagents/lib/python3.13/site-packages (from requests>=2.32.3->exa-py) (2.3.0)\n",
"Downloading exa_py-2.3.0-py3-none-any.whl (62 kB)\n",
"Installing collected packages: exa-py\n",
"Successfully installed exa-py-2.3.0\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install exa-py"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SNDK Stock Price Quote & News - Sandisk Corporation - Robinhood https://robinhood.com/us/en/stocks/SNDK/\n",
"​​Sorry, Micron: Smart Money Is Moving To Sandisk (Here's Why) (NASDAQ:SNDK) https://seekingalpha.com/article/4864909-sorry-micron-smart-money-is-moving-to-sandisk-heres-why\n",
"SNDK: Sandisk Corp - Stock Price, Quote and News - CNBC https://www.cnbc.com/quotes/SNDK\n",
"Sandisk Celebrates Nasdaq Listing After Completing Separation from Western Digital | Sandisk https://www.sandisk.com/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n",
"2025-02-24 | Sandisk Celebrates Nasdaq Listing After Completing Separation from Western Digital | NDAQ:SNDK | Press Release https://stockhouse.com/news/press-releases/2025/02/24/sandisk-celebrates-nasdaq-listing-after-completing-separation-from-western\n",
"Sandisk Celebrates Nasdaq Listing After Completing Separation from Western Digital https://www.sandisk.com/el-gr/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n",
"Sandisk Celebrates Nasdaq Listing After Completing Separation | Sandisk https://shop.sandisk.com/en-se/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n",
" https://www.sandisk.com/content/sndsk/ar-sa/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n",
" https://www.sandisk.com/en-in/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n",
" https://shop.sandisk.com/content/sandisk/en-us/company/newsroom/press-releases/2025/sandisk-celebrates-nasdaq-listing-after-completing-separation\n"
]
}
],
"source": [
"from exa_py import Exa\n",
"\n",
"exa = Exa(api_key=\"aec6743f-8776-46bf-890b-8c68a5b9d759\")\n",
"\n",
"results = exa.search(\n",
" query=\"Latest news for SNDK\",\n",
" type=\"auto\",\n",
" num_results=10,\n",
" contents={\"text\":{\"max_characters\":20000}}\n",
")\n",
"\n",
"for result in results.results:\n",
" print(result.title, result.url)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SearchResponse(results=[Result(url='https://www.fool.com/investing/2026/02/01/sandisk-stock-up-1500-ai-buy-wall-street-invest/', id='https://www.fool.com/investing/2026/02/01/sandisk-stock-up-1500-ai-buy-wall-street-invest/', title='Sandisk Stock Is Up 1500% in the Past Year Due to AI', score=None, published_date='2026-02-01T19:22:17.406Z', author='Trevor Jennewine', image='https://g.foolcdn.com/image/?url=https%3A%2F%2Fg.foolcdn.com%2Feditorial%2Fimages%2F854042%2Finvestor-33.jpg&w=1200&op=resize', favicon='https://www.fool.com/favicon.ico', subpages=None, extras=None, entities=None, text='Sandisk Stock Is Up 1,500% in the Past Year Due to AI -- Is It Still a Buy? Wall Street Has a Surprising Answer for Investors. | The Motley Fool\\n[Accessibility Menu] \\nSearch for a company\\n[Accessibility]...[Help] \\n[![The Motley Fool]![The Motley Fool]] \\n[Top 10 Stocks to Buy Now ›] \\nBars\\n[\\nArrow-Thin-Down\\nS&amp;P 500\\n6,939.03\\n-0.4%\\n-29.98\\n] \\n[\\nArrow-Thin-Down\\nDJI\\n48,892.47\\n-0.4%\\n-179.09\\n] \\n[\\nArrow-Thin-Down\\nNASDAQ\\n23,461.82\\n-0.9%\\n-223.30\\n] \\n[\\nArrow-Thin-Down\\nBitcoin\\n$77,434.00\\n-2.0%\\n-$1,550.47\\n] \\n[\\nArrow-Thin-Down\\nTCGL\\n$172.84\\n+100.1%\\n+$86.48\\n] \\n[\\nArrow-Thin-Down\\nSNDK\\n$576.25\\n+6.9%\\n+$36.95\\n] \\n[\\nArrow-Thin-Down\\nVZ\\n$44.52\\n+11.8%\\n+$4.71\\n] \\n[\\nArrow-Thin-Down\\nDECK\\n$119.34\\n+19.5%\\n+$19.44\\n] \\n[\\nArrow-Thin-Down\\nRKT\\n$17.93\\n-13.7%\\n-$2.84\\n] \\n[\\nArrow-Thin-Down\\nU\\n$29.03\\n-24.4%\\n-$9.37\\n] \\n[\\nArrow-Thin-Down\\nAMZN\\n$239.26\\n-1.0%\\n-$2.47\\n] \\n[\\nArrow-Thin-Down\\nGOOG\\n$338.53\\n-0.0%\\n-$0.13\\n] \\n[\\nArrow-Thin-Down\\nMETA\\n$716.50\\n-3.0%\\n-$21.81\\n] \\n[\\nArrow-Thin-Down\\nMSFT\\n$430.29\\n-0.7%\\n-$3.21\\n] \\n[\\nArrow-Thin-Down\\nNVDA\\n$191.12\\n-0.7%\\n-$1.39\\n] \\n[\\nArrow-Thin-Down\\nTSLA\\n$430.62\\n+3.4%\\n+$14.06\\n] \\n[Daily Stock Gainers] [Daily Stock Losers] [Most Active Stocks] \\narrow-leftarrow-right\\n[Daily Stock Gainers] [Daily Stock Losers] [Most Active Stocks] \\n# Sandisk Stock Is Up 1,500% in the Past Year Due to AI -- Is It Still a Buy? Wall Street Has a Surprising Answer for Investors.\\nBy[Trevor Jennewine] –Feb 1, 2026 at 3:24AM EST\\n## Key Points\\n* Among Wall Street analysts, Sandisk stock has a median target price of $690 per share. That implies 20% upside from its current share price of $576.\\n* Sandisk is gaining market share in NAND flash memory, and it has benefited from a severe supply shortage caused by increased construction of AI infrastructure.\\n* Wall Street expects Sandisk&#x27;s earnings to increase at 156% annually through the fiscal year ending in June 2027, which makes the current valuation look reasonable.\\n* ## [NASDAQ:SNDK] \\n### Sandisk\\n![Sandisk Stock Quote] \\nMarket Cap\\n$84B\\nToday&#x27;s Change\\nangle-down\\n(6.85%)\\xa0$36.95\\nCurrent\\xa0Price\\n$576.25\\nPrice as ofJanuary 30, 2026 at 4:00 PMET\\nSandisk stock increased 16x in the past year as demand for artificial intelligence infrastructure led to a severe supply shortage in memory chips and storage devices.\\nSemiconductor company**Sandisk**([SNDK] +6.85%)is one of the hottest artificial intelligence (AI) trades on the market. The stock led the**S&amp;P 500**higher in 2025, its price increasing more than sixfold, and it has more than doubled in 2026. That brings the total return to 1,500% since the company was spun off from**Western Digital**last February.\\nInterestingly, Wall Street analysts generally see Sandisk as undervalued. As of Jan. 30, the stock trades at $576 per share.\\n* The highest target price of $1,000 per share implies 73% upside.\\n* The median target price of $690 per share implies 20% upside.\\n* The lowest target price of $235 per share implies 59% downside.\\nImportantly, many analysts raised their target prices after Sandisk delivered exceptional earnings results on Jan. 29. Prior to the report, the median target price had been $400 per share. So, Wall Street is having trouble keeping pace with this AI stock. Is it too late to buy?\\n![A person in a suit wears a thoughtful expression while looking at a personal computer.] \\nImage source: Getty Images.\\n## Sandisk is gaining market share in flash memory\\nSandisk is a[semiconductor company] that designs and manufactures data storage solutions based on NAND flash technology for data centers and edge devices (e.g., automotive systems, personal computers, smartphones, gaming consoles). Its products include USB flash drives and solid state drives (SSDs) in external, internal, and embedded form factors.\\nCentral to Sandisk&#x27;s business is a joint venture with Japanese manufacturer Kioxia.\\xa0Both companies realize cost efficiencies and supply chain security by sharing[research and development (R&amp;D) expenses] and[capital expenditures] related to process technology (i.e., the multistep manufacturing process used to transform raw silicon into chips) and memory chip design.\\nSandisk has another important advantage in[vertical integration]. The company not only manufactures memory wafers through its joint venture but also packages the wafers into chips and integrates the chips into final products, such as SSDs. That lets Sandisk optimize the performance and reliability of its storage devices in ways that most other suppliers cannot.\\nSandisk is the fifth-largest player in the NAND flash memory market. But the company gained 2 percentage points of market share during the 12-month period that ended in September 2025, while industry leaders**Samsung**and**SK Hynix**lost market share. Sandisk is likely to maintain that momentum because several[hyperscalers] are testing its enterprise SSDs.\\nExpand\\n![Sandisk Stock Quote] \\n## [NASDAQ:SNDK] \\nSandisk\\nToday&#x27;s Change\\n(6.85%) $36.95\\nCurrent Price\\n$576.25\\n### Key Data Points\\nMarket Cap\\n$84B\\nDay&#x27;s Range\\n$533.00- $676.69\\n52wk Range\\n$27.89- $676.69\\nVolume\\n210K\\nAvg Vol\\n14M\\nGross Margin\\n34.81%\\n## Sandisk is growing quickly due to a memory chip supply shortage\\nDemand for[artificial intelligence (AI)] infrastructure has led to an unprecedented supply shortage in memory chips needed to produce SSDs and DRAM (dynamic random access memory). &quot;Prices for memory shot up 50% in the last quarter of 2025 and are projected to increase another 40% to 50% by the end of the first quarter of 2026,&quot; according to*The Wall Street Journal*.\\nSandisk has been a major beneficiary. The company reported exceptional financial results in the second quarter of fiscal 2026 (ended Jan. 2). Revenue increased 61% to $3 billion on especially strong sales growth in the data center segment. Meanwhile,[non-GAAP (generally accepted accounting principles)] earnings increased 404% to $6.20 per diluted share.\\nManagement&#x27;s third-quarter guidance\\xa0also beat Wall Street&#x27;s estimates, calling for revenue of $4.6 billion and non-GAAP net income of $13.00 per diluted share at the midpoint. If that is accurate, earnings will more than double versus the prior quarter. &quot;We continue to see customer demand well above supply beyond calendar year 2026,&quot; CEO David Goeckeler told analysts.\\n## Sandisk stock trades at a reasonable valuation, but the chip industry is cyclical\\nWall Street estimates Sandisk&#x27;s adjusted earnings will grow at 156% annually through the fiscal year ending in June 2027. That makes the current valuation of 80 times earnings look quite reasonable, which itself is an argument for buying the stock.\\nHowever, this situation is complicated because semiconductor sales tend to be cyclical, meaning the market oscillates between supply shortages and supply gluts. At some point, the market will probably afford Sandisk a much lower price-to-earnings multiple because investors will anticipate that shift.\\nTherein lies the danger. It is impossible to predict when the market will look beyond the supply shortage -- it may happen in the next few months, or it may not happen for more than a year -- but when that day comes, Sandisk shares could decline sharply. Investors who are comfortable with that risk can buy a small position.\\n## Read Next\\n[![SNDK stock]] \\nJan 30, 2026•By[Joe Tenebruso] \\n[Why Sandisk Stock Popped Today] \\n[![Young person at a desk using a PC and tablet computer simultaneously]] \\nJan 30, 2026•By[Eric Volkman] \\n[Why Sandisk Stock Rocked the Market This Week] \\n[![shocked surprised person adjusts glasses in office]] \\nJan 24, 2026•By[Jon Quast] \\n[Sandisk Stock Shows Why Investing Is Hard] \\n[![diverse business team data servers IT (1)]] \\nJan 23, 2026•By[Stefon Walters] \\n[Up 1,000% in Less Than a Year, Is This AI Stock a Buy to Start 2026?] \\n[![Investor 43]] \\nJan 22, 2026•By[Trevor Jennewine] \\n[Billionaire Ken Griffin Sells Sandisk Stock and Buys a Quantum Stock Up 1,900% Since Early 2023] \\n[![GettyImages-469753498]] \\nJan 21, 2026•By[Patrick Sanders] \\n[Is Sandisk the Smartest Investment You Can Make Today?] \\n### About the Author\\n![Trevor Jennewine] \\nTrevor Jennewine is a contributing Motley Fool stock market analyst covering technology, cryptocurrency, and investment planning. Prior to The Motley Fool, Trevor managed several pharmacies. He holds a doctor of pharmacy degree from Oregon State University, a master’s degree in business administration from Miami University, and a bachelor’s degree in biology from Miami University.\\n[TMFphoenix12] \\nX[@tjennewine1] \\n### Stocks Mentioned\\n[\\n![Sandisk Stock Quote] \\n#### Sandisk\\nNASDAQ:SNDK\\n$576.25(+0.07%)$+36.95\\n] \\n\\\\*Average returns of all recommendations since inception. Cost basis and return based on previous market day close.\\n## Premium Investing Services\\nInvest better with The Motley Fool. Get stock recommendations, portfolio guidance, and more from The Motley Fool&#x27;s premium services.\\n[View Premium Services]', summary=None, highlights=None, highlight_scores=None), Result(url='https://robinhood.com/us/en/stocks/SNDK/', id='https://robinhood.com/us/en/stocks/SNDK/', title='SNDK Stock Price Quote & News - Sandisk Corporation', score=None, published_date='2026-02-02T00:22:17.406Z', author=None, image='https://cdn.robinhood.com/assets/robinhood/shared/robinhood-preview_v2.png', favicon='https://robinhood.com/us/en/rh_favicon_32.png?v=2024', subpages=None, extras=None, entities=None, text='Sandisk Corporation: SNDK Stock Price Quote &amp; News | Robinhood\\n# Sandisk Corporation\\n\\u200c\\u200c\\u200c1D\\n1W\\n1M\\n3M\\nYTD\\n1Y\\n5Y\\nALL\\n![] \\n#### Trade Sandisk Corporation 24 hours a day, five days a week on Robinhood.\\nRobinhood gives you the tools to revolutionize your trading experience. Use the streamlined mobile app, or access advanced charts and execute precise trades on our browser-based platform,[Robinhood Legend]. Risks and limitations apply.\\n[Sign up and join over 25 million investors.] \\n## About SNDK\\n### Sandisk Corp. engages in the development, manufacture, and provision of storage devices and solutions based on NAND flash technology. Its products include solid state drives, memory cards, and USB flash drives.Show more\\nCEO\\nDavid V. Goeckeler\\nCEODavid V. Goeckeler\\nEmployees\\n11,000\\nEmployees11,000\\nHeadquarters\\nMilpitas, California\\nHeadquartersMilpitas, California\\nFounded\\n2024\\nFounded2024\\nEmployees\\n11,000\\nEmployees11,000\\n## SNDK Key Statistics\\nMarket cap\\n84.42B\\nMarket cap84.42B\\nPrice-Earnings ratio\\n-75.95\\nPrice-Earnings ratio-75.95\\nDividend yield\\n—Dividend yield—\\nAverage volume\\n20.45M\\nAverage volume20.45M\\nHigh today\\n$676.69\\nHigh today$676.69\\nLow today\\n$533.00\\nLow today$533.00\\nOpen price\\n$651.34\\nOpen price$651.34\\nVolume\\n40.93M\\nVolume40.93M\\n52 Week high\\n$676.69\\n52 Week high$676.69\\n52 Week low\\n$27.89\\n52 Week low$27.89\\n## Stock Snapshot\\nSandisk Corporation(SNDK) stock is priced at $569.00, giving the company a market capitalization of 84.42B. It carries a P/E multiple of -75.95.\\nDuring the trading session on 2026-02-02, Sandisk Corporation(SNDK) shares reached a daily high of $676.69 and a low of $533.00. At a current price of $569.00, the stock is +6.8% higher than the low and still -15.9% under the high.\\nTrading activity shows a volume of 40.93M, compared to an average daily volume of 20.45M.\\nThe stock&#x27;s 52-week range extends from a low of $27.89 to a high of $676.69.\\nThe stock&#x27;s 52-week range extends from a low of $27.89 to a high of $676.69.\\nSee More\\n## SNDK News\\n[\\nTipRanks11h\\nSanDisk Corp Earnings Call Highlights Powerful Upswing\\nSanDisk Corp ((SNDK)) has held its Q2 earnings call. Read on for the main highlights of the call. Claim 50% Off TipRanks Premium Unlock hedge fund-level data an...\\n] [\\nThe Motley Fool1d\\nSandisk Stock Is Up 1,500% in the Past Year Due to AI -- Is It Still a Buy? Wall Street Has a Surprising Answer for Investors.\\nSandisk stock increased 16x in the past year as demand for artificial intelligence infrastructure led to a severe supply shortage in memory chips and storage de...\\n![Sandisk Stock Is Up 1,500% in the Past Year Due to AI -- Is It Still a Buy? Wall Street Has a Surprising Answer for Investors.] \\n] [\\nSimply Wall St2d\\nWhy Sandisk Is Up 21.6% After AI-Driven Beat And Extended Kioxia Capacity Pact\\nIn late January 2026, Sandisk reported past second-quarter results showing sharply higher sales and profits and issued upbeat third-quarter revenue guidance, ci...\\n![Why Sandisk Is Up 21.6% After AI-Driven Beat And Extended Kioxia Capacity Pact] \\n] \\n## Analyst ratings\\n## 68%\\nof 25 ratings\\nBuy\\n68%\\nHold\\n32%\\nSell\\n0%\\n## More SNDK News\\n[\\nThe Motley Fool2d\\nWhy Sandisk Stock Popped Today\\nThe flash storage leader&#x27;s profits crushed Wall Street&#x27;s expectations.\\nShares of Sandisk (SNDK +6.85%) climbed on Friday after the data storage device maker an...\\n![Why Sandisk Stock Popped Today] \\n] [\\nThe Motley Fool2d\\nWhy Sandisk Stock Rocked the Market This Week\\nIt&#x27;s absolutely the right time to be in the digital storage business.\\nAccording to data compiled by S&amp;P Global Market Intelligence, Sandisk (SNDK +6.60%) was a...\\n![Why Sandisk Stock Rocked the Market This Week] \\n] [\\nBenzinga3d\\nThese 10 Stocks Just Had Their Best Or Worst Month Ever —And You Might Not Know Why\\nThe first month of 2026 is drawing to a close, and a cluster of U.S. stocks has just posted their best —or worst —monthly performances on record, driven by a...\\n![These 10 Stocks Just Had Their Best Or Worst Month Ever —And You Might Not Know Why] \\n] [\\nSimply Wall St3d\\nSandisk Extends Kioxia JV As AI Deals Reshape Growth And Valuation\\nSandisk extended its manufacturing joint venture with Kioxia through 2034, securing access to advanced 3D flash capacity for AI and data center customers.\\nThe...\\n![Sandisk Extends Kioxia JV As AI Deals Reshape Growth And Valuation] \\n] [\\nBarron&#x27;s3d\\nUp 1,600%, Is Sandisk the Best Spinoff Ever? Five More to Watch\\nTechnology Up 1,600%, Is Sandisk the Best Spinoff Ever? Five More to Watch In this article SNDK WDC SPX DJIA Sandisk’s explosive post-spinoff rally is drawing a...\\n![Up 1,600%, Is Sandisk the Best Spinoff Ever? Five More to Watch] \\n] [\\nTipRanks3d\\nSanDisk rises 15.1%\\nSanDisk (SNDK) is up 15.1%, or $81.29 to $620.59.\\nPublished first on TheFly –the ultimate source for real-time, market-moving breaking financial news. Try Now...\\n] [\\nMarketWatch3d\\nSandisk’s stock gets ‘one of the most delayed upgrades in history’ after blowout earnings\\nMissed out on Sandisk’s 1,400% stock rally? The company’s blockbuster earnings suggest to analysts that there’s more room for shares to run higher.\\nSandisk SND...\\n![Sandisk’s stock gets ‘one of the most delayed upgrades in history’ after blowout earnings] \\n] \\n## People also own\\nBased on the portfolios of people who own SNDK. This list is generated using Robinhood data, and it’s not a recommendation.\\n[\\nWestern Digital\\n] \\n[\\nMicron Technology\\n] \\n[\\nSeagate Technology\\n] \\n[\\nBroadcom\\n] \\n[\\nTaiwan Semiconductor Manu…\\n] \\n[\\nAMD\\n] \\n## Similar Marketcap\\nThis list is generated by looking at the six larger and six smaller companies by market cap in relation to this company.\\n[\\nING1.56%\\n] [\\nMAR1.37%\\n] [\\nNGG0.22%\\n] [\\nAMT1.12%\\n] [\\nHWM0.35%\\n] [\\nNU5.26%\\n] [\\nWDC10.09%\\n] [\\nCM2.83%\\n] [\\nORLY0.45%\\n] [\\nEMR2.49%\\n] [\\nBK1.31%\\n] [\\nFCX7.50%\\n] \\n## Popular Stocks\\nThis list is generated by looking at the top 100 stocks and ETFs most commonly held by Robinhood customers and showing a random subset\\n[\\nRGTI8.41%\\n] [\\nUNH1.78%\\n] [\\nSPMO0.51%\\n] [\\nAVGO0.21%\\n] [\\nARKK3.54%\\n] [\\nSPHQ1.40%\\n] [\\nLCID2.34%\\n] [\\nPFE1.36%\\n] [\\nNOK2.15%\\n] [\\nBRK.B0.86%\\n] [\\nVWO2.03%\\n] [\\nSOUN6.88%\\n] \\n## Newly Listed\\nThis list is generated by showing companies that recently went public.\\n[\\nVHUB73.62%\\n] [\\nMESH0.20%\\n] [\\nYSS1.37%\\n] [\\nDSAC0.70%\\n] [\\nLIFE10.65%\\n] [\\nBBCQ0.10%\\n] [\\nPPHC0.00%\\n] [\\nKBON0.20%\\n] [\\nNWAX0.64%\\n] [\\nSAC0.00%\\n] [\\nAEAQ0.10%\\n] [\\nEQPT2.45%\\n] \\nBuy SNDK\\nInvest In\\nShares\\nShares\\nMarket Price\\n\\u200cCommissions\\n$0.00\\nEstimated Cost\\n$0.00\\nSign up for a Robinhood brokerage account to buy or sell SNDK stocks, ETFs, and their options commission-free. Other fees may apply. See Robinhood Financial&#x27;s[fee schedule] to learn more.\\nSign Up to Buy\\nTrade SNDK Options\\nWatch SNDK', summary=None, highlights=None, highlight_scores=None), Result(url='https://www.shacknews.com/article/147642/sandisk-sndk-q2-2026-earnings-results', id='https://www.shacknews.com/article/147642/sandisk-sndk-q2-2026-earnings-results', title='Sandisk (SNDK) Q2 FY26 earnings results beat EPS and revenue expectations', score=None, published_date='2026-01-29T00:00:00.000Z', author='Shacknews', image='https://d1lss44hh2trtw.cloudfront.net/assets/article/2026/01/29/sandisk-sndk-q2-fy26-earnings-results-beat-eps-and-revenue-expectations_feature.jpg', favicon='https://d1lss44hh2trtw.cloudfront.net/deploy/www-28837a9/images/favicon/favicon-32x32.png', subpages=None, extras=None, entities=None, text='Sandisk (SNDK) Q2 FY26 earnings results beat EPS and revenue expectations | Shacknews\\nNew to Shacknews?[Signup for a Free Account] \\nAlready have an account?[Login Now] \\n\\uea66[2026 Video Game Release Dates Calendar] [Shacknews Hall of Fame: Class of 2025] [The Shacknews Awards 2025 nominees] [Shacknews Direct: Introducing Bubbletron!] \\n[Lola\\uea22] \\n* [\\ueb81Facebook] \\n* [\\ueb98Twitter] \\n* [\\ueb9eYoutube] \\n* [\\uead6Twitch] \\n* [\\ueb90Subscribe] \\n[![Shacknews Logo]] \\n[![Shacknews Logo]] \\n\\uea99* [\\uea5fTheme] \\n* [\\uec70Shackmaps] \\n* [\\uee52Latest Pets] \\n* [\\uebfaCortex] \\n* [\\ue923Log In] \\n* [\\uee70Forum] \\n* [\\uebc7Topics] \\n* [Reviews] \\n* [News] \\n* [Videos] \\n* [Guides] \\n* [Podcasts] \\n* [Features] \\n* [Long Reads] \\n* [\\uea66Search] \\n[\\n2026 Video Game Release Dates Calendar\\n] [\\nShacknews Hall of Fame: Class of 2025\\n] [\\nThe Shacknews Awards 2025 nominees\\n] [\\nShacknews Direct: Introducing Bubbletron!\\n] \\n![Sandisk (SNDK) Q2 FY26 earnings results beat EPS and revenue expectations] \\n* [News] \\n# Sandisk (SNDK) Q2 FY26 earnings results beat EPS and revenue expectations\\nThe popular consumer data storage company had a stellar quarter for revenue and EPS metrics on the skyrocketing demand for memory technology.\\n[![TJ Denzer]] \\n[TJ Denzer] \\nJanuary 29, 2026 1:45 PM\\n[Image via Sandisk] \\n[1] \\nThis week, Sandisk brought out its latest earnings results, and they were quite good to say the least. The company&rsquo;s revenue and earnings-per-share (EPS) were well above expectations, marking a major win for the previous quarter.\\nSandisk released its Q2 FY26 results on its[investor relations website]. For the company&rsquo;s revenue, it came in at $3.03 billion, which was more than enough to overcome analyst estimates set at $2.62 billion. Meanwhile, EPS shook out to an actual bottom line of $6.20 per share, well above estimates for 3.78 per share, as well as the $3.70 per share set in the Whisper Number.\\n![Sandisk (SNDK) stock chart in after-hours trading on January 29, 2026.] Sandisk (SNDK) stock was up in value in after-hours trading following the release of its Q2 FY26 results and Q3 FY26 guidance.\\nSandisk was in a great position this last quarter when demand for memory and RAM products skyrocketed. As Sandisk specializes in flash memory, USB flash drives, and SSD technology and products, it sold incredibly well alongside other computer memory and storage companies like it. The company particularly ended up in good position for this moment last year when it picked up full ownership of SSD and SAND division from fellow tech data[storage company Western Digital]. Sandisk is also confident in what&rsquo;s ahead, forecasting that its Q3 FY26 earnings will double the stats given in Q2 FY26.\\nWith a solid quarter in the books and confidence in the time ahead, Sandisk looks to be in good shape for the back half of its fiscal year. Stay tuned to the[Sandisk topic] for more news and updates.\\n[![Senior News Editor]] \\n[TJ Denzer] \\nSenior News Editor\\nTJ Denzer is a player and writer with a passion for games that has dominated a lifetime. He found his way to the Shacknews roster in late 2019 and has worked his way to Senior News Editor since. Between news coverage, he also aides notably in livestream projects like the indie game-focused Indie-licious, the Shacknews Stimulus Games, and the Shacknews Dump. You can reach him at[tj.denzer@shacknews.com] and also find him on BlueSky[@JohnnyChugs].\\nFiled Under\\n* [Business] \\n* [Financial] \\n* [Earnings] \\n* [Technology] \\n* [Stock Market] \\n* [News] \\n* [ssd] \\n* [Sandisk] \\n* [Earnings Report] \\n* [Market News] \\n* [Memory chips] \\nFrom The Chatty\\n[Refresh] [Go To Thread] \\n* [Shacknews]![legacy 10 years]![legacy 20 years] \\n[\\ueaa3] [reply] \\nJanuary 29, 2026 1:45 PM\\nTJ Denzer posted a new article,[Sandisk (SNDK) Q2 FY26 earnings results beat EPS and revenue expectations] \\n[Login / Register] \\n![Hello, Meet Lola]', summary=None, highlights=None, highlight_scores=None), Result(url='https://www.cnbc.com/quotes/SNDK', id='https://www.cnbc.com/quotes/SNDK', title='SNDK: Sandisk Corp - Stock Price, Quote and News', score=None, published_date='2026-01-31T19:22:17.406Z', author=None, image='https://fm.cnbc.com/applications/cnbc.com/staticcontent/img/versant/cnbc_share_versant.png?v=1524171804', favicon='https://fm.cnbc.com/applications/cnbc.com/resources/img/CNBC_LOGO_FAVICON_1C_KO_RGB.ico', subpages=None, extras=None, entities=None, text=\"SNDK: Sandisk Corp - Stock Price, Quote and News - CNBC\\n[Skip Navigation] \\n[![CNBC]] \\n[Markets] \\n* [Pre-Markets] \\n* [U.S. Markets] \\n* [Currencies] \\n* [Cryptocurrency] \\n* [Futures &amp; 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videos**\\n* [Livestream] \\n[Watchlist] \\n[SIGN IN] \\n[Create free account] \\n[Markets] \\n[Business] \\n[Investing] \\n[Tech] \\n[Politics] \\n[Video] \\n[Watchlist] \\n[Investing Club] \\n![Join IC] \\n[PRO] \\n![Join Pro] \\n[Livestream] \\nMenu\\nNew 52 Week High Today\\n# Sandisk CorpSNDK:NASDAQ\\nEXPORT![download chart] \\nWATCHLIST+\\nRT Quote|Last NASDAQ LS, VOL From CTA|USD\\nLast | 1:15 PM EST\\n592.11![quote price arrow up] +52.81(+9.79%)\\nVolume\\n22,498,977\\n52 week range\\n27.89-676.69\\n![Loading...] \\n* Open651.23\\n* Day High676.69\\n* Day Low586.01\\n* Prev Close539.30\\n* 52 Week High676.69\\n* 52 Week High Date01/30/26\\n* 52 Week Low27.89\\n* 52 Week Low Date04/07/25\\n## Latest On Sandisk Corp\\nALL CNBCINVESTING CLUBPRO\\n* [] [Cramer says this Big Tech stock should be bought after its blowout quarter] 51 Min AgoCNBC.com\\n* [Sandisk stock soars 14% after blowout earnings report shows strong AI demand] 3 Hours AgoCNBC.com\\n* [] [Sandisk gets upgrade from Raymond James after blockbuster earnings] 3 Hours AgoCNBC.com\\n* [Jim Cramer's top 10 things to watch in the stock market Friday] 4 Hours AgoCNBC.com\\n* [] [Friday's biggest analyst calls: Nvidia, Apple, Tesla, Spotify, Broadcom, Southwest, AMD &amp; more] 5 Hours AgoCNBC.com\\n* [Stocks making the biggest moves premarket: Apple, Chevron, KLA, Sandisk &amp; more] 6 Hours AgoCNBC.com\\n* [Stocks making the biggest moves after hours: Apple, Robinhood, Sandisk and more] 20 Hours AgoCNBC.com\\n* [Sandisk stock pops more than 15% on better-than-expected quarterly results![CNBC Video]] 21 Hours AgoCNBC.com\\n* [] [These 2 stocks getting unfairly slammed in the software sector rout are buys] 23 Hours AgoCNBC.com\\n* [] [Jim Cramer's top 10 things to watch in the stock market Thursday] January 29, 2026CNBC.com\\n## Key Stats\\n* Market Cap86.776B\\n* Shares Out146.55M\\n* 10 Day Average Volume17.77M\\n* Dividend-\\n* Dividend Yield-\\n* Beta-\\nShow Ratios / Profitability &amp; Events\\n## Latest On Sandisk Corp\\nALL CNBCINVESTING CLUBPRO\\n* [] [Cramer says this Big Tech stock should be bought after its blowout quarter] 51 Min AgoCNBC.com\\n* [Sandisk stock soars 14% after blowout earnings report shows strong AI demand] 3 Hours AgoCNBC.com\\n* [] [Sandisk gets upgrade from Raymond James after blockbuster earnings] 3 Hours AgoCNBC.com\\n* [Jim Cramer's top 10 things to watch in the stock market Friday] 4 Hours AgoCNBC.com\\n* [] [Friday's biggest analyst calls: Nvidia, Apple, Tesla, Spotify, Broadcom, Southwest, AMD &amp; more] 5 Hours AgoCNBC.com\\n* [Stocks making the biggest moves premarket: Apple, Chevron, KLA, Sandisk &amp; more] 6 Hours AgoCNBC.com\\n* [Stocks making the biggest moves after hours: Apple, Robinhood, Sandisk and more] 20 Hours AgoCNBC.com\\n* [Sandisk stock pops more than 15% on better-than-expected quarterly results![CNBC Video]] 21 Hours AgoCNBC.com\\n* [] [These 2 stocks getting unfairly slammed in the software sector rout are buys] 23 Hours AgoCNBC.com\\n* [] [Jim Cramer's top 10 things to watch in the stock market Thursday] January 29, 2026CNBC.com\\nSummaryNewsProfileEarningsPeersFinancialsOptions\\n### KEY STATS\\n* Open651.23\\n* Day High676.69\\n* Day Low586.01\\n* Prev Close539.30\\n* 52 Week High676.69\\n* 52 Week High Date01/30/26\\n* 52 Week Low27.89\\n* 52 Week Low Date04/07/25\\n* Market Cap86.776B\\n* Shares Out146.55M\\n* 10 Day Average Volume17.77M\\n* Dividend-\\n* Dividend Yield-\\n* Beta-\\n### RATIOS/PROFITABILITY\\n* EPS (TTM)-12.39\\n* P/E (TTM)-47.81\\n* Fwd P/E (NTM)23.71\\n* EBITDA (TTM)531.00M\\n* ROE (TTM)-16.18%\\n* Revenue (TTM)7.78B\\n* Gross Margin (TTM)27.93%\\n* Net Margin (TTM)-22.37%\\n* Debt To Equity (MRQ)14.40%\\n### EVENTS\\n* Earnings Date05/05/2026(est)\\n* Ex Div Date-\\n* Div Amount-\\n* Split Date-\\n* Split Factor-\\n## Content From Our Affiliates\\n* [SanDisk rises 15.1%] 3 Hours AgoTipRanks\\n* [Early notable gainers among liquid option names on January 30th] 3 Hours AgoTipRanks\\n* [Video: Markets point lower after Apple report, Warsh nomination news] 4 Hours AgoTipRanks\\n* [Morning Movers: SanDisk and Deckers Outdoor surge after quarterly results] 4 Hours AgoTipRanks\\n* [SanDisk price target raised to $850 from $390 at BofA] 5 Hours AgoTipRanks\\n### Related Video\\n![Sandisk stock pops more than 15% on better-than-expected quarterly results] \\nwatch now\\nVIDEO2:1702:17\\nSandisk stock pops more than 15% on better-than-expected quarterly results\\n[] \\n### Profile\\n[MORE] \\nSanDisk Corporation is a developer, manufacturer and provider of data storage devices and solutions based on NAND flash technology and has consumer brands and franchises globally. The Company's solutions include a range of solid state drives (SSDs) embedded products, removable cards, universal serial bus (USB) drives, and wafers and components. Its broad portfolio of technology and products addresses multiple end markets of cloud, client and consumer. Its cloud end market is...More\\nDavid Goeckeler\\nChief Executive Officer, Director\\nLuis Visoso\\nChief Financial Officer, Executive Vice President\\nAlper Ilkbahar\\nExecutive Vice President, Chief Technology Officer\\nAddress\\n951 Sandisk Drive\\nMilpitas, CA\\n95035\\nUnited States\\n[https://www.sandisk.com/]\", summary=None, highlights=None, highlight_scores=None), Result(url='https://www.investors.com/news/technology/sandisk-stock-rockets-memory-called-new-gold/', id='https://www.investors.com/news/technology/sandisk-stock-rockets-memory-called-new-gold/', title=\"Sandisk Rockets As Memory Stocks Called 'The New Gold'\", score=None, published_date='2026-01-30T19:22:17.406Z', author=\"Investor's Business Daily\", image='https://www.investors.com/wp-content/uploads/2026/01/IT-Sandisk-Optimus-GX-company.jpg', favicon='https://www.investors.com/wp-content/uploads/2023/10/ibd-favicon-20231010.png', subpages=None, extras=None, entities=None, text='Sandisk Stock Rockets As Memory Called ‘The New Gold’ | Investor&#039;s Business Daily\\n![] \\n* [Market Trend] \\n* [Market Trend] \\n* [The Big Picture] \\n* [Stock Market Data] \\n* [Stock Market Today] \\n* [New? 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Start Here\\n] [\\nIBD Digital: 2 Months for $20\\n] \\nStock Lists\\n[STOCK LISTS] \\n[\\nIBD 50\\n] [\\nIBD Sector Leaders\\n] [\\nIBD Big Cap 20\\n] [\\nIBD Long-Term Leaders\\n] [\\nIPO Leaders\\n] [\\nMy Stock Lists\\n] [\\nStock Lists Update\\n] [\\nStocks On The Move\\n] [\\nNew Highs\\n] [\\nStock Spotlight\\n] [\\nStocks Near Buy Zone\\n] [\\nRS Line At New High\\n] [\\nRising Profit Estimates\\n] [\\nStocks Funds Are Buying\\n] [\\nYour Weekly Review\\n] [\\nIBD ETF Indexes\\n] [\\nIBD Data Tables\\n] [\\nIBD Digital: 2 Months for $20\\n] [\\nNew? Start Here\\n] \\nResearch\\n[STOCK RESEARCH] \\n[\\nIBD Stock Checkup\\n] [\\nStock Of The Day\\n] [\\nScreen Of The Day\\n] [\\nIBD Charts\\n] [\\nStock Screener\\n] [\\nSwing Trading\\n] [\\nOptions\\n] [\\nInvesting Action Plan\\n] [\\nEarnings Preview\\n] [\\nEarnings Calendar\\n] [\\nIBD Industry Themes\\n] [\\nThe New America\\n] [\\nBest ETFs\\n] [\\nBest Mutual Funds\\n] [\\nThe Income Investor\\n] [\\nIBD Stock Analysis\\n] [\\nIndustry Snapshot\\n] [\\nIBD 50 Stocks To Watch\\n] [\\nIBD Data Stories\\n] [\\nIBD Digital: 2 Months for $20\\n] \\nNews\\n[NEWS] \\n[\\neIBD\\n] [\\nTechnology\\n] [\\nMagnificent Seven Stocks\\n] [\\nPersonal Finance\\n] [\\nSpecial Reports\\n] [\\nCryptocurrency\\n] [\\nRetirement\\n] [\\nManagement\\n] \\n[ECONOMY] \\n[\\nEconomic Calendar\\n] [\\nEconomic News\\n] [\\nIBD Digital: 2 Months for $20\\n] \\nVideos\\n[VIDEOS &amp; PODCASTS] \\n[\\nIBD Live\\n] [\\nHow To Invest Videos\\n] [\\nOptions Videos\\n] [\\nInvesting With IBD Podcast\\n] [\\nGrowth Stories Podcast\\n] [\\nWebinars\\n] [\\nOnline Courses\\n] [\\nIBD Digital: 2 Months for $20\\n] \\nLearn\\n[HOW TO INVEST] \\n[\\nHow To Invest In Stocks\\n] [\\nStock Investing Keys\\n] [\\nStock Market Timing\\n] [\\nTrack Market Trends\\n] [\\nHow To Read Stock Charts\\n] [\\nHow To Buy Stocks\\n] [\\nWhen To Sell Stocks\\n] [\\nShort Selling\\n] [\\nSwing Trading\\n] [\\nWhat Is Crypto\\n] \\n[EDUCATIONAL RESOURCES] \\n[\\nNew to IBD\\n] [\\nInvestor\\'s Corner\\n] [\\nInvesting With IBD Podcast\\n] [\\nEvents &amp; Webinars\\n] [\\nIBD Moneyworks\\n] [\\n12 Days Of Learning\\n] [\\nInvesting Infographics\\n] [\\nPremium Online Courses\\n] [\\nPremium Workshops\\n] \\n[Store] \\nMy Products\\n[Founder\\'s Club] [SwingTrader] [Leaderboard] [MarketSurge] [eIBD] [IBD Digital] [IBD Live] \\nRecently Searched\\n![image] \\nAAOI10.21%\\nAAOI10.21%\\n[Research] 7:05 PM ET\\n[AI Play Willdan Leads 12 Newcomers To IBD 50, Stock Spotlight, Other Best Stock Lists] \\n![image] \\nAMZN1.01%\\nAMZN1.01%\\n[The Big Picture] 5:52 PM ET\\n[Stock Market Falls Amid Trump Fed Chair Pick, Hot Inflation; Jobs Report, Amazon Earnings Due] \\n![image] \\n[Stock Market Today] 5:45 PM ET\\n[Stocks Fall To Key Levels, Silver Dives; Meta, Viking, Guardant Health In Focus] \\n* [Technology] # Sandisk Rockets As Memory Stocks Called \\'The New Gold\\'\\n[![Facebook]] [![X]] [![LinkedIn]] [![Share]] \\n[Licensing] \\n* [PATRICK SEITZ] \\n* Updated 04:11 PM ET 01/30/2026\\nSandisk (SNDK) stock rocketed on Friday after the memory-chip maker obliterated Wall Street\\'s targets with its December-quarter results and guidance. Surging demand for memory and data storage technology led one analyst to call that tech \"the new gold.\" Late Thursday, Sandisk said its earnings soared 404% year over year to an adjusted $6.20 a share while sales jumped 61% to&hellip;\\n## Related news\\n[![President Donald Trump]] [## Dow Jones Futures Fall As Trump Picks Kevin Warsh To Be Fed Chairman; Sandisk Soars, Tesla Rises On SpaceX Buzz\\n] \\n1/29/2026Futures fell as President Trump named Kevin Warsh as his Fed chief pick. Sandisk soared on earnings. Tesla rose on...\\n1/29/2026Futures fell as President Trump named Kevin Warsh as his...\\n* ##### [Sandisk Stock Soars As Memory-Chip Maker Smashes Estimates] \\n* ##### [Stock Market Dives On Trump Tariff Threats; Nasdaq, S&#038;P 500 Break Key Level] \\n* ##### [Stock Market Today: Dow Craters On Greenland Tariff News; Nvidia Sees Big Loss (Live Coverage)] \\n* ##### [Last Year\\'s No. 1 S&#038;P 500 Stock Is Top Dog Again In 2026] \\n* ##### [Growth Stocks Lead Stock Market Higher For Second Day As S&#038;P 500 Ascends To Record High] \\n* ##### [What AI Bubble? Data Center Market Will Expand 14% In 2026; Report] \\n* ##### [Investors Already Pick Their 5 Favorite S&#038;P 500 Stocks This Year] \\n* ##### [Dow Jones Futures Rise As Market Extends Bullish Shift; Palantir, GE Lead 12 Stocks In Buy Zones] \\n### Today\\'s Spotlight\\n[## Find Market Winners, Save $125\\nDavid Ryan’s Ants Indicator spots stocks under heavy accumulation—try it in MarketSurge.] [## Join IBD’s Virtual Trading Summit\\nWant to learn proven strategies for picking top stocks? Join IBD’s free online workshop on 2/7.] [## Get Over 70% Off IBD Digital\\nNavigate volatility and stay on top of your trades—try 2 months of IBD Digital for $20.] \\n### More News\\n* [![Hollywood AI actors] \\nAs employment levels in the movie business languish, the rise of AI in Hollywood poses a new threat an already precarious job market. (© Chris Gash)\\nIs Artificial Intelligence Ready For Its Close-Up? Hollywood vs. The Tillyverse] \\n* [![stock market today] Warsh Pick To Lead Fed Firms Up Dollar As Gold, Silver Reverse] \\n* [![Amentum nuclear facility] Private Equity\\'s Amentum Playbook: A Nuclear And Space Makeover] \\n### Partner Center\\nINVESTING RESOURCES\\n* [\\n![] \\n###### Take a Trial Today\\nGet instant access to exclusive stock lists, expert market analysis and powerful tools with 2 months of IBD Digital for only $20!\\n] \\n* [\\n![] \\n###### IBD Videos\\nGet market updates, educational videos, webinars, and stock analysis.\\n] \\n* [\\n![] \\n###### Get Started\\nLearn how you can make more money with IBD\\'s investing tools, top-performing stock lists, and educational content.\\n]', summary=None, highlights=None, highlight_scores=None)], resolved_search_type='neural', auto_date=None, context=None, statuses=None, cost_dollars=CostDollars(total=0.01, search={'neural': 0.005}, contents={'text': 0.005}), search_time=1058.8)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" # Option 1: search_and_contents() - gets full text \n",
" results = exa.search_and_contents( \n",
" query=\"SNDK stock news\", \n",
" type=\"auto\", # \"neural\", \"keyword\", or \"auto\" \n",
" num_results=5, \n",
" start_published_date=\"2026-01-25T00:00:00Z\", \n",
" end_published_date=\"2026-02-02T00:00:00Z\", \n",
" text=True, # ← This gets FULL CONTENT \n",
" ) \n",
" results"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Fetching FDA catalysts for next 1000 days...\n",
" FDA debug: total=19 industry=0 with_ticker=19 date_parsed=19 in_window=0 final=0\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tradingagents.dataflows.fda_catalysts import ( \n",
" get_fda_catalysts, get_upcoming_fda_catalysts \n",
") \n",
"\n",
"get_upcoming_fda_catalysts(\n",
" days_ahead=1000,\n",
" phases=[\"Phase 3\", \"Phase 2\", \"Phase 1\"],\n",
" return_structured=True,\n",
" ticker_universe_file=\"data/ticker_universe.csv\",\n",
" debug_counts=True,\n",
" max_pages=20\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Fetching FDA catalysts for next 1000 days...\n",
" Saved raw FDA studies to results/fda/clinicaltrials_raw.json\n"
]
},
{
"data": {
"text/plain": [
"'No upcoming FDA catalysts found in ClinicalTrials.gov database.'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tradingagents.dataflows.fda_catalysts import get_upcoming_fda_catalysts\n",
"\n",
"get_upcoming_fda_catalysts(\n",
" days_ahead=1000,\n",
" save_raw_path=\"results/fda/clinicaltrials_raw.json\",\n",
" debug_counts=True,\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warning: ticker_matcher not available, falling back to regex\n",
" Fetching recent 13F filings (last 7 days)...\n",
" Found 25 13F filings, analyzing holdings...\n",
" Identified 50 significant institutional holdings\n"
]
},
{
"data": {
"text/plain": [
"\"# Recent 13F Institutional Holdings\\n\\n**Data Source**: SEC EDGAR (LLM-parsed)\\n**Period**: Last 7 days\\n**Minimum Position**: $10M\\n\\n**Found**: 50 stocks with significant institutional interest\\n\\n| Security | Ticker | # Funds | Total Value | Notable Holders |\\n|----------|--------|---------|-------------|----------------|\\n| ISHARES TR | TR | 11 | $303,020M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| SPDR SER TR | SPDR | 9 | $480,235M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| DIMENSIONAL ETF TRUST | ETF | 7 | $103M | Navigoe, LLC, Navigoe, LLC, Navigoe, LLC +2 |\\n| ALPHABET INC | INC | 6 | $106,628M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| AMAZON COM INC | COM | 6 | $73,948M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| APPLE INC | APPLE | 5 | $567,526M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| MICROSOFT CORP | CORP | 5 | $78,068M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\\n| VANGUARD INDEX FDS | INDEX | 4 | $108,610M | Silver Oak Advisory Group, Inc., Koshinski Asset Management, Inc., Koshinski Asset Management, Inc. +1 |\\n| NVIDIA CORPORATION | N/A | 4 | $61,724M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +1 |\\n| PACER FDS TR | PACER | 3 | $92,691M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| INVESCO QQQ TR | QQQ | 3 | $89,241M | Koshinski Asset Management, Inc., RD Finance Ltd, Juniper Hill Capital Management LP |\\n| J P MORGAN EXCHANGE TRADE | J | 3 | $41,943M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| BLACKROCK ETF TRUST | ETF | 3 | $35,483M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| BERKSHIRE HATHAWAY INC DE | INC | 3 | $35,127M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| FIRST TR EXCHANGE-TRADED | FIRST | 3 | $32,493M | Koshinski Asset Management, Inc., Entruity Wealth, LLC, Entruity Wealth, LLC |\\n| ISHARES INC | INC | 3 | $31,699M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| UNITEDHEALTH GROUP INC | GROUP | 3 | $31,642M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| SELECT SECTOR SPDR TR | SPDR | 3 | $30,374M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| VANGUARD WHITEHALL FDS | FDS | 3 | $26,390M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| JPMORGAN CHASE & CO. | CHASE | 3 | $26,307M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| MORGAN STANLEY ETF TRUST | ETF | 3 | $25,660M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\\n| CAPITAL GRP FIXED INCM ET | GRP | 3 | $22,846M | Entruity Wealth, LLC, Entruity Wealth, LLC, Entruity Wealth, LLC |\\n| SPDR S&P 500 ETF TR | SPDR | 2 | $225,488M | Koshinski Asset Management, Inc., Juniper Hill Capital Management LP |\\n| SCHWAB STRATEGIC TR | TR | 2 | $91,061M | Koshinski Asset Management, Inc., Koshinski Asset Management, Inc. |\\n| FIRST TR EXCHANGE TRADED | FIRST | 2 | $44,362M | Koshinski Asset Management, Inc., Entruity Wealth, LLC |\\n| SPROTT ASSET MANAGEMENT L | ASSET | 2 | $14,241M | Entruity Wealth, LLC, Entruity Wealth, LLC |\\n| VANGUARD BD INDEX FDS | BD | 2 | $61M | Silver Oak Advisory Group, Inc., Silver Oak Advisory Group, Inc. |\\n| Alphabet Inc Cl C | INC | 1 | $106,936M | Violich Capital Management, Inc. |\\n| Alphabet Inc Cl A | INC | 1 | $101,922M | Violich Capital Management, Inc. |\\n| Microsoft Corp | CORP | 1 | $87,667M | Violich Capital Management, Inc. |\\n| Apple Inc | APPLE | 1 | $57,897M | Violich Capital Management, Inc. |\\n| Visa Inc Cl A | VISA | 1 | $50,277M | Violich Capital Management, Inc. |\\n| SS SPDR S&P 500 ETF TRUST | SS | 1 | $43,511M | Anfield Capital Management, LLC |\\n| Costco Wholesale Corp | CORP | 1 | $42,369M | Violich Capital Management, Inc. |\\n| Oracle Corp | CORP | 1 | $41,415M | Violich Capital Management, Inc. |\\n| AMPHENOL | N/A | 1 | $39,747M | JLB & ASSOCIATES INC |\\n| APPLE | APPLE | 1 | $39,301M | JLB & ASSOCIATES INC |\\n| TJX COMPANIES | TJX | 1 | $34,830M | JLB & ASSOCIATES INC |\\n| MASTERCARD | N/A | 1 | $32,101M | JLB & ASSOCIATES INC |\\n| ORACLE | N/A | 1 | $31,205M | JLB & ASSOCIATES INC |\\n| Berkshire Hathaway Inc Cl | INC | 1 | $29,257M | Violich Capital Management, Inc. |\\n| MICROSOFT | N/A | 1 | $28,384M | JLB & ASSOCIATES INC |\\n| CASEY'S GENERAL STORES | CASEY | 1 | $28,256M | JLB & ASSOCIATES INC |\\n| SS COMM SELECT SECTOR SPD | SS | 1 | $27,216M | Anfield Capital Management, LLC |\\n| Abbvie Inc | INC | 1 | $25,452M | Violich Capital Management, Inc. |\\n| KLA CORP | KLA | 1 | $24,221M | JLB & ASSOCIATES INC |\\n| FIDELITY MERRIMACK STR TR | STR | 1 | $23,993M | Koshinski Asset Management, Inc. |\\n| ROSS STORES | ROSS | 1 | $23,358M | JLB & ASSOCIATES INC |\\n| ISHARES SEMICONDUCTOR ETF | ETF | 1 | $23,352M | Anfield Capital Management, LLC |\\n| OREILLY AUTOMOTIVE, INC | INC | 1 | $23,331M | Horrell Capital Management, Inc. |\\n\\n\\n## Signal Interpretation\\n\\n- **Multiple institutions** buying same stock = strong conviction signal\\n- **Notable investors** (Buffett, ARK, etc.) = high-profile validation\\n- **New positions** vs existing = fresh conviction\\n\\n**Note**: 13F data is delayed 45 days. Holdings may have changed.\\n\""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tradingagents.dataflows.sec_13f import get_sec_13f_filings\n",
"\n",
"get_sec_13f_filings()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# Recent 13F Institutional Holdings\n",
"\n",
"**Data Source**: SEC EDGAR (LLM-parsed)\n",
"**Period**: Last 7 days\n",
"**Minimum Position**: $10M\n",
"\n",
"**Found**: 50 stocks with significant institutional interest\n",
"\n",
"| Security | Ticker | # Funds | Total Value | Notable Holders |\n",
"|----------|--------|---------|-------------|----------------|\n",
"| ISHARES TR | TR | 11 | $303,020M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| SPDR SER TR | SPDR | 9 | $480,235M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| DIMENSIONAL ETF TRUST | ETF | 7 | $103M | Navigoe, LLC, Navigoe, LLC, Navigoe, LLC +2 |\n",
"| ALPHABET INC | INC | 6 | $106,628M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| AMAZON COM INC | COM | 6 | $73,948M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| APPLE INC | APPLE | 5 | $567,526M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| MICROSOFT CORP | CORP | 5 | $78,068M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +2 |\n",
"| VANGUARD INDEX FDS | INDEX | 4 | $108,610M | Silver Oak Advisory Group, Inc., Koshinski Asset Management, Inc., Koshinski Asset Management, Inc. +1 |\n",
"| NVIDIA CORPORATION | N/A | 4 | $61,724M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC +1 |\n",
"| PACER FDS TR | PACER | 3 | $92,691M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| INVESCO QQQ TR | QQQ | 3 | $89,241M | Koshinski Asset Management, Inc., RD Finance Ltd, Juniper Hill Capital Management LP |\n",
"| J P MORGAN EXCHANGE TRADE | J | 3 | $41,943M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| BLACKROCK ETF TRUST | ETF | 3 | $35,483M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| BERKSHIRE HATHAWAY INC DE | INC | 3 | $35,127M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| FIRST TR EXCHANGE-TRADED | FIRST | 3 | $32,493M | Koshinski Asset Management, Inc., Entruity Wealth, LLC, Entruity Wealth, LLC |\n",
"| ISHARES INC | INC | 3 | $31,699M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| UNITEDHEALTH GROUP INC | GROUP | 3 | $31,642M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| SELECT SECTOR SPDR TR | SPDR | 3 | $30,374M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| VANGUARD WHITEHALL FDS | FDS | 3 | $26,390M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| JPMORGAN CHASE & CO. | CHASE | 3 | $26,307M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| MORGAN STANLEY ETF TRUST | ETF | 3 | $25,660M | ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC, ELEVATION POINT WEALTH PARTNERS, LLC |\n",
"| CAPITAL GRP FIXED INCM ET | GRP | 3 | $22,846M | Entruity Wealth, LLC, Entruity Wealth, LLC, Entruity Wealth, LLC |\n",
"| SPDR S&P 500 ETF TR | SPDR | 2 | $225,488M | Koshinski Asset Management, Inc., Juniper Hill Capital Management LP |\n",
"| SCHWAB STRATEGIC TR | TR | 2 | $91,061M | Koshinski Asset Management, Inc., Koshinski Asset Management, Inc. |\n",
"| FIRST TR EXCHANGE TRADED | FIRST | 2 | $44,362M | Koshinski Asset Management, Inc., Entruity Wealth, LLC |\n",
"| SPROTT ASSET MANAGEMENT L | ASSET | 2 | $14,241M | Entruity Wealth, LLC, Entruity Wealth, LLC |\n",
"| VANGUARD BD INDEX FDS | BD | 2 | $61M | Silver Oak Advisory Group, Inc., Silver Oak Advisory Group, Inc. |\n",
"| Alphabet Inc Cl C | INC | 1 | $106,936M | Violich Capital Management, Inc. |\n",
"| Alphabet Inc Cl A | INC | 1 | $101,922M | Violich Capital Management, Inc. |\n",
"| Microsoft Corp | CORP | 1 | $87,667M | Violich Capital Management, Inc. |\n",
"| Apple Inc | APPLE | 1 | $57,897M | Violich Capital Management, Inc. |\n",
"| Visa Inc Cl A | VISA | 1 | $50,277M | Violich Capital Management, Inc. |\n",
"| SS SPDR S&P 500 ETF TRUST | SS | 1 | $43,511M | Anfield Capital Management, LLC |\n",
"| Costco Wholesale Corp | CORP | 1 | $42,369M | Violich Capital Management, Inc. |\n",
"| Oracle Corp | CORP | 1 | $41,415M | Violich Capital Management, Inc. |\n",
"| AMPHENOL | N/A | 1 | $39,747M | JLB & ASSOCIATES INC |\n",
"| APPLE | APPLE | 1 | $39,301M | JLB & ASSOCIATES INC |\n",
"| TJX COMPANIES | TJX | 1 | $34,830M | JLB & ASSOCIATES INC |\n",
"| MASTERCARD | N/A | 1 | $32,101M | JLB & ASSOCIATES INC |\n",
"| ORACLE | N/A | 1 | $31,205M | JLB & ASSOCIATES INC |\n",
"| Berkshire Hathaway Inc Cl | INC | 1 | $29,257M | Violich Capital Management, Inc. |\n",
"| MICROSOFT | N/A | 1 | $28,384M | JLB & ASSOCIATES INC |\n",
"| CASEY'S GENERAL STORES | CASEY | 1 | $28,256M | JLB & ASSOCIATES INC |\n",
"| SS COMM SELECT SECTOR SPD | SS | 1 | $27,216M | Anfield Capital Management, LLC |\n",
"| Abbvie Inc | INC | 1 | $25,452M | Violich Capital Management, Inc. |\n",
"| KLA CORP | KLA | 1 | $24,221M | JLB & ASSOCIATES INC |\n",
"| FIDELITY MERRIMACK STR TR | STR | 1 | $23,993M | Koshinski Asset Management, Inc. |\n",
"| ROSS STORES | ROSS | 1 | $23,358M | JLB & ASSOCIATES INC |\n",
"| ISHARES SEMICONDUCTOR ETF | ETF | 1 | $23,352M | Anfield Capital Management, LLC |\n",
"| OREILLY AUTOMOTIVE, INC | INC | 1 | $23,331M | Horrell Capital Management, Inc. |\n",
"\n",
"\n",
"## Signal Interpretation\n",
"\n",
"- **Multiple institutions** buying same stock = strong conviction signal\n",
"- **Notable investors** (Buffett, ARK, etc.) = high-profile validation\n",
"- **New positions** vs existing = fresh conviction\n",
"\n",
"**Note**: 13F data is delayed 45 days. Holdings may have changed.\n",
"\n"
]
}
],
"source": [
"print(_)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised DeadlineExceeded: 504 Deadline Exceeded.\n",
"Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised DeadlineExceeded: 504 Deadline Exceeded.\n"
]
},
{
"ename": "TypeError",
"evalue": "can only concatenate list (not \"str\") to list",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mTypeError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 56\u001b[39m\n\u001b[32m 54\u001b[39m insights = get_latest_13f_insights(\u001b[32m2\u001b[39m)\n\u001b[32m 55\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m insights: \n\u001b[32m---> \u001b[39m\u001b[32m56\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[43mr\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[38;5;130;43;01m\\n\u001b[39;49;00m\u001b[33;43m\"\u001b[39;49m + \u001b[33m\"\u001b[39m\u001b[33m-\u001b[39m\u001b[33m\"\u001b[39m*\u001b[32m50\u001b[39m)\n",
"\u001b[31mTypeError\u001b[39m: can only concatenate list (not \"str\") to list"
]
}
],
"source": [
"from sec_api import QueryApi\n",
"from langchain_google_genai import ChatGoogleGenerativeAI\n",
"import pandas as pd\n",
"import os\n",
"\n",
"from dotenv import load_dotenv\n",
"load_dotenv()\n",
"# 1. Setup APIs\n",
"sec_api = \"8d4cd7f499520130c208b0f056918cac265b8e94ecf96d342edf21b0c4e275c8\"\n",
"query_api = QueryApi(api_key=sec_api)\n",
"google_api_key = os.getenv(\"GOOGLE_API_KEY\")\n",
"\n",
"# 2. Setup Gemini (Optimized for deep reasoning/financial analysis)\n",
"insight_llm = ChatGoogleGenerativeAI(\n",
" model=\"gemini-3-flash-preview\", \n",
" api_key=google_api_key,\n",
" temperature=0.3 # Lower temperature for better factual accuracy\n",
")\n",
"\n",
"def get_latest_13f_insights(limit=3):\n",
" # Step A: Get metadata for the most recent 13F-HR filings\n",
" query = {\n",
" \"query\": { \"query_string\": { \"query\": \"formType:\\\"13F-HR\\\"\" } },\n",
" \"from\": \"0\", \"size\": str(limit),\n",
" \"sort\": [{ \"filedAt\": { \"order\": \"desc\" } }]\n",
" }\n",
" filings = query_api.get_filings(query)['filings']\n",
" \n",
" reports = []\n",
" for f in filings:\n",
" fund_name = f['companyName']\n",
" url = f['linkToFilingDetails']\n",
" \n",
" # Step B: Use Gemini to analyze the context of the filing\n",
" # We use a specific prompt to find 'Alpha' (unique insights)\n",
" prompt = f\"\"\"\n",
" You are a Senior Hedge Fund Analyst. Look at the latest 13F filing for {fund_name} at this URL: {url}\n",
" Using your web search tool, find the top 3 largest NEW positions or SIGNIFICANT increases.\n",
" Summarize the 'Investment Thesis' based on current market news for those stocks.\n",
" Format your response as:\n",
" - Fund: [Name]\n",
" - Top Moves: [List]\n",
" - Sentiment: [Bullish/Bearish]\n",
" - The 'Why': [1-2 sentences on the market context]\n",
" \"\"\"\n",
" \n",
" # We use grounding here so Gemini can actually 'read' the URL or search for news about it\n",
" insight = insight_llm.bind_tools([{\"google_search\": {}}]).invoke(prompt)\n",
" reports.append(insight.content)\n",
" \n",
" return reports\n",
"\n",
"# Execute\n",
"insights = get_latest_13f_insights(2)\n",
"for r in insights: \n",
" print(r + \"\\n\" + \"-\"*50)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import requests\n",
"import xml.etree.ElementTree as ET\n",
"import pandas as pd\n",
"from langchain_google_genai import ChatGoogleGenerativeAI\n",
"from dotenv import load_dotenv\n",
"\n",
"load_dotenv()\n",
"\n",
"# --- CONFIGURATION ---\n",
"# The SEC requires a specific User-Agent format: \"Name Email@domain.com\"\n",
"SEC_HEADERS = {\"User-Agent\": \"Institutional Tracker youssef.aitousarrah@gmail.com\"}\n",
"GEMINI_API_KEY = os.getenv(\"GOOGLE_API_KEY\")\n",
"\n",
"# 1. Initialize Gemini\n",
"llm = ChatGoogleGenerativeAI(\n",
" model=\"gemini-3-flash-preview\", \n",
" api_key=GEMINI_API_KEY,\n",
" temperature=0.2\n",
")\n",
"\n",
"def get_latest_13f_filings(limit=3):\n",
" \"\"\"Fetch the latest 13F-HR filings from the SEC's free Atom feed.\"\"\"\n",
" url = f\"https://www.sec.gov/cgi-bin/browse-edgar?action=getcurrent&type=13F-HR&count={limit}&output=atom\"\n",
" response = requests.get(url, headers=SEC_HEADERS)\n",
" \n",
" if response.status_code != 200:\n",
" print(f\"Failed to fetch feed: {response.status_code}\")\n",
" return []\n",
"\n",
" root = ET.fromstring(response.content)\n",
" ns = {'atom': 'http://www.w3.org/2005/Atom'}\n",
" \n",
" filings = []\n",
" for entry in root.findall('atom:entry', ns):\n",
" title = entry.find('atom:title', ns).text\n",
" # Extract CIK and Company Name from title\n",
" # Format: \"13F-HR - APPLE INC (0000320193) (Filer)\"\n",
" company_name = title.split(' - ')[1].split(' (')[0]\n",
" link = entry.find('atom:link', ns).attrib['href']\n",
" \n",
" filings.append({\n",
" \"company\": company_name,\n",
" \"url\": link.replace(\"-index.htm\", \".txt\") # Convert to raw text link\n",
" })\n",
" return filings\n",
"\n",
"def get_ai_insight(fund_name, filing_url):\n",
" \"\"\"Sends the filing URL to Gemini for analysis using web grounding.\"\"\"\n",
" prompt = f\"\"\"\n",
" Analyze the latest 13F filing for the fund '{fund_name}' found at this URL: {filing_url}\n",
" \n",
" Tasks:\n",
" 1. Identify the top 5 largest holdings by market value.\n",
" 2. Determine if there were any significant new positions (Alpha signals).\n",
" 3. Summarize the overall investment sentiment (e.g., pivot to AI, defensive move to cash).\n",
" \n",
" Format the output as a clean summary for a portfolio manager.\n",
" \"\"\"\n",
" \n",
" # We use Google Search grounding so Gemini can 'read' the live URL and recent news\n",
" search_tool = {\"google_search\": {}}\n",
" grounded_llm = llm.bind_tools([search_tool])\n",
" \n",
" response = grounded_llm.invoke(prompt)\n",
" return response.content\n",
"\n",
"# --- MAIN EXECUTION ---\n",
"if __name__ == \"__main__\":\n",
" print(\"🚀 Fetching latest 13F-HR filings from SEC.gov...\")\n",
" latest_filings = get_latest_13f_filings(2)\n",
" \n",
" for filing in latest_filings:\n",
" print(f\"\\n🔍 Analyzing Fund: {filing['company']}\")\n",
" print(f\"📄 Filing Source: {filing['url']}\")\n",
" \n",
" insight = get_ai_insight(filing['company'], filing['url'])\n",
" \n",
" print(\"\\n--- AI INSIGHTS ---\")\n",
" print(insight)\n",
" print(\"-\" * 50)"
]
}
],
"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"
}
},
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