TradingAgents/tradingagents/dataflows
Youssef Aitousarrah 43bdd6de11 feat: discovery pipeline enhancements with ML signal scanner
Major additions:
- ML win probability scanner: scans ticker universe using trained
  LightGBM/TabPFN model, surfaces candidates with P(WIN) above threshold
- 30-feature engineering pipeline (20 base + 10 interaction features)
  computed from OHLCV data via stockstats + pandas
- Triple-barrier labeling for training data generation
- Dataset builder and training script with calibration analysis
- Discovery enrichment: confluence scoring, short interest extraction,
  earnings estimates, options signal normalization, quant pre-score
- Configurable prompt logging (log_prompts_console flag)
- Enhanced ranker investment thesis (4-6 sentence reasoning)
- Typed DiscoveryConfig dataclass for all discovery settings
- Console price charts for visual ticker analysis

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-09 22:53:42 -08:00
..
discovery feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
__init__.py WIP 2025-09-26 16:17:50 +08:00
alpha_vantage.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_analysts.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_common.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_fundamentals.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_indicator.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_news.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_stock.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
alpha_vantage_volume.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
config.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
delisted_cache.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
finnhub_api.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
finviz_scraper.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
fmp_api.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
google.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
googlenews_utils.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
interface.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
local.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
market_data_utils.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
news_semantic_scanner.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
openai.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
reddit_api.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
reddit_utils.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
semantic_discovery.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
stockstats_utils.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
technical_analyst.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
ticker_semantic_db.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
tradier_api.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
twitter_data.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
utils.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00
y_finance.py feat: discovery pipeline enhancements with ML signal scanner 2026-02-09 22:53:42 -08:00