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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": 28,
"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": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tradingagents",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
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