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README.md

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An open-source alternative to Yahoo Finance's market data APIs with higher reliability.
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See [this documentation](doc/Example_Guide.md) to learn how to use it.
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## Introduction
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### Key features:
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**LLM-Powered Analysis**: [Financial Data Extraction](doc/Transcripts_LLM_Examples.md) — Use Large Language Models (LLMs) to analyze earnings call transcripts and extract key financial data.
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See [this documentation](doc/Example_Guide.md) to learn how to use it.
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### How it compares to yfinance:
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`defeatbeta-api` is not superior to `yfinance` in every aspect, but its free and efficient features make it ideal for users needing bulk historical data analysis.
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test/test_ai_transcripts.py

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class TestAITranscripts(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.ticker = Ticker("AMZN", http_proxy="http://127.0.0.1:33210", log_level=logging.DEBUG)
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cls.ticker = Ticker("BABA", http_proxy="http://127.0.0.1:33210", log_level=logging.DEBUG)
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key = Path(__file__).parent.joinpath("siliconflow_api.key").read_text(encoding="utf-8")
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cls.llm = OpenAI(
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def test_summarize_key_financial_data_with_ai(self):
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transcripts = self.ticker.earning_call_transcripts()
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res = transcripts.summarize_key_financial_data_with_ai(
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self.llm,
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OpenAIConfiguration(model='Qwen/Qwen3-8B', temperature=0))
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print(res.to_string())

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