advanced_frameworks_part2.py INVESTMENT PHILOSOPHY - PART 2 / Frameworks 11-15 / 11. Bill Ackman (Concentrated Value) analyst_revision_tracker.py analyst_revision_tracker.py -- Analyst Revision Tracker + Firm Accuracy Scoring / Tracks analyst upgrades, downgrades, and rating changes. / Weights each call anomaly_scanner.py | MARKET ANOMALY SCANNER | / | Seasonal + structural edges calculated from real data | / ANOMALIES TRACKED: backtester.py | BACKTESTER v4 | / | 5-Year Historical Signal Validation | / SETUP: pip install yfinance pandas behavioral_finance.py | BEHAVIORAL FINANCE ANALYZER v2 | / | 8-Bias Market Psychology + Individual Stock Mode | / BIASES DETECTED: config.py (no docstring) conviction_engine.py | CONVICTION ENGINE v1 | / | Master scoring system combining all scanners | / INTEGRATES ALL YOUR EXISTING TOOLS: correlation_monitor.py | CORRELATION & REGIME MONITOR | / | Cross-asset correlations + regime switching detection | / PURPOSE: Monitor correlations betwee credit_spreads.py | CREDIT SPREADS MONITOR | / | Real-time recession & stress indicators | / PURPOSE: Monitor credit spreads as l dark_pool_tracker.py dark_pool_tracker.py — Institutional / Dark Pool Activity Tracker v2 / Detects unusual off-exchange (dark pool) institutional activity using a / "Stealth Ind dashboard.py | DASHBOARD v4 | / | HTML Report — All Results In One Place | / SETUP: pip install yfinance pandas DIRECTIONAL_OPTIONS_BOT.py ADVANCED DIRECTIONAL OPTIONS BOT / INSTITUTIONAL-GRADE DIRECTIONAL ANALYSIS / Combines 15+ professional signals to generate options trade recommendations. earnings_calendar.py | EARNINGS CALENDAR & PROJECTIONS | / | Finnhub API + Price Movement Predictions | / PURPOSE: Track upcoming earnings, pr EARNINGS_CALENDAR_FIXED.py EARNINGS CALENDAR - FIXED VERSION / Shows ALL tickers with upcoming earnings, handles errors gracefully, / and includes rate limiting to avoid API issues. earnings_deep_analyzer.py | EARNINGS DEEP ANALYZER | / | Multi-Source Pre-Earnings Intelligence Report | / MODULES: earnings_edge.py | EARNINGS EDGE — Comprehensive Pre-Earnings Intelligence | / MODULES: / 1. Stock info + earnings date (yfinance / Finnhub) earnings_price_projector.py earnings_price_projector.py -- Earnings Estimates + Price Target Projections / For each ticker: / * Analyst EPS estimates: current Q, next Q, current year, ne economic_calendar.py | ECONOMIC CALENDAR | / | Upcoming macro events + historical SPY reactions | / FEATURES: edge.py | EDGE — UNIFIED COMMAND CENTER | / | One command. One ranked answer. A track record. | / Merges your three strongest engine EFFECTIVENESS_GUIDE.py | EFFECTIVENESS ENHANCEMENT GUIDE | / | What to add next to maximize trading performance | / YOU CURRENTLY HAVE (Built): enhanced_investment_philosophy.py ENHANCED INVESTMENT PHILOSOPHY - 15 FRAMEWORKS / Your Current 5 Frameworks: / 1. Ken Fisher (P/S ratio, contrarian) event_impact_analyzer.py | EVENT IMPACT ANALYZER (Fixed) | / | Dynamic patterns calculated from real historical data | / FIXES FROM ORIGINAL: fed_tracker.py | FED POLICY TRACKER | / | Rate expectations + market implications | / PURPOSE: Track Fed policy stance, ra financial_model.py | FINANCIAL MODELING ENGINE v1 | / | DCF + Earnings Forecast + Monte Carlo + Options (BS) | / MODULES: flow_scanner.py | FLOW SCANNER v4 | / | Options Flow + Block Trades + Institutional Activity | / SETUP: pip install yfinance pandas forward_indicators.py | FORWARD-LOOKING ECONOMIC INDICATORS v2 | / | Source: FRED (St. Louis Fed) — no scraping needed | / RUN: python forward_indicators.py free_options_scanner.py FREE OPTIONS SCANNER - NO API KEY NEEDED / Uses completely free, public data sources: / 1. Yahoo Finance (enhanced with better parsing) insider_tracker.py | SEC INSIDER TRANSACTION TRACKER | / | Form 4 filings | Purchase signals | Cluster buys | / PURPOSE: Track SEC Form 4 insider buy investment_philosophy.py | INVESTMENT PHILOSOPHY ENGINE | / | Multi-timeframe market forecast | / COMBINES 6 LEGENDARY INVESTOR FRAMEW iv_surface_analyzer.py iv_surface_analyzer.py / Full IV surface analysis using Tradier options data + yfinance HV. / Usage: launch.py | MASTER LAUNCHER v5 | / | Organized daily/weekly/monthly workflow | / RUN: python launch.py market_cycle.py | MARKET CYCLE TRACKER | / | Economic data + sector rotation engine | / PURPOSE: Identify current market cyc market_forecast.py | MARKET FORECAST v4 | / | Economic + Sentiment + Sector Rotation + Outlook | / SETUP: pip install yfinance pandas market_intelligence.py | MARKET INTELLIGENCE SCANNER v2 | / | Policy · Deals · Regulatory · Reddit · Open Interest | / MODULES: MASTER_BACKTESTING.py MASTER BACKTESTING SYSTEM / COMPLETE BACKTESTING ENGINE - ALL-IN-ONE / Consolidates multiple backtesting approaches: MASTER_BEHAVIORAL_NEWS_ANALYSIS.py MASTER BEHAVIORAL & NEWS ANALYSIS SYSTEM / COMPLETE SYSTEM FOR UNDERSTANDING MARKET PSYCHOLOGY & NEWS IMPACT / This consolidates 6 separate analysis tools into master_dashboard2.0.py | MASTER TRADING DASHBOARD | / | All-in-one daily workflow integration | / PURPOSE: Run all your tools in one c MASTER_INVESTMENT_PHILOSOPHY.py MASTER INVESTMENT PHILOSOPHY - COMPLETE EDITION / ALL 10 FRAMEWORKS FULLY EXPLAINED: / ✓ Complete ideology for each investor MASTER_MARKET_MONITORING.py MASTER MARKET MONITORING SYSTEM / COMPLETE MARKET ANALYSIS - ALL-IN-ONE COMPREHENSIVE SYSTEM / This consolidates 4 separate comprehensive monitoring tools: MASTER_STOCK_SCANNER.py MASTER STOCK SCANNER / COMPLETE STOCK SCREENING SYSTEM - ALL-IN-ONE / Consolidates multiple screening approaches: ml_backtester.py ML MODEL BACKTESTER / Walk-forward analysis of ML prediction model: / - Train on rolling window ml_predictor.py | ML MARKET PREDICTION ENGINE (Fixed) | / | Walk-forward validated — no look-ahead bias | / FIXES FROM ORIGINAL: MODELING_ACCURACY_GUIDE.py | FINANCIAL MODELING ACCURACY ANALYSIS | / | Which models work best for different use cases | / QUESTION: What financial modeling ca multisource_options.py MULTI-SOURCE OPTIONS SCANNER / Tries multiple FREE data sources in order: / 1. Tradier API (your key: ma7PG2GouUMq6Tja7HzJWfmwnKqE) news_reaction_predictor.py | BEHAVIORAL NEWS REACTION PREDICTOR v2 | / | Live market state + Claude-powered pattern analysis | / RUN: python news_reaction_predict opportunity_scanner.py | OPPORTUNITY SCANNER v4 | / | 20-Signal Master Scanner | S&P500 + Nasdaq + EAFE | / SETUP: pip install yfinance pandas n options_opportunity_scanner.py OPTIONS OPPORTUNITY SCANNER / Scans S&P 500 / Large Cap / SMID Cap for put and call opportunities. / SIGNALS PER TICKER: options_screener_4.py | OPTIONS PRICE PREDICTOR v4 | / | Greeks-based directional options screener | / UPGRADES v4: policy_tracker.py | GOVERNMENT & POLICY TRACKER | / | Fed + Congress + SEC + White House market impact | / SOURCES: predictive_analytics.py PREDICTIVE MARKET ANALYTICS ENGINE / Multi-factor predictive model combining: / 1. Economic indicators (leading, coincident, lagging) price_predictor.py | SHORT-TERM PRICE PREDICTOR v1 | / | 1 / 3 / 5 / 7 / 10 Day Forecast | Tradier + yfinance | / MODULES: quant_engine.py | QUANT ENGINE v4 | / | Mean Reversion + Momentum + Financial Ratios | / SETUP: pip install yfinance pandas realtime_news_monitor.py REAL-TIME NEWS MONITOR & SENTIMENT ENGINE / Continuous news monitoring with live sentiment analysis: / - Pulls breaking news every 15 minutes risk_monitor.py | RISK MONITOR — The layer that keeps you in the game | / Tracks YOUR actual positions and answers the questions your / other 60 scripts never ask: sector_scanner.py | SECTOR FUNDAMENTAL SCANNER v4 | / | All 11 GICS Sectors | Sector-Relative Scoring | / SETUP: pip install yfinance pandas short_squeeze_screener.py short_squeeze_screener.py — Short Squeeze Candidate Screener / Scores tickers 0-100 across 5 squeeze dimensions: / SI% of float (30 pts) · Days-to-cover (25 signal_aggregator.py signal_aggregator.py — Multi-Signal Trade Idea Ranker / Runs 6 lightweight signal modules on a ticker list and combines / them into one ranked conviction tabl smart_news.py | SMART NEWS AGGREGATOR | / | Real financial news + Claude AI analysis | / FEATURES: tradier_client.py | TRADIER CLIENT v1 | / | Reusable wrapper for Tradier brokerage / market API | / Used by: flow_scanner.py, earnings_d ULTIMATE_OPTIONS_BOT.py ULTIMATE DIRECTIONAL OPTIONS BOT v2.0 / THE MOST COMPREHENSIVE OPTIONS ANALYSIS SYSTEM / Everything from v1.0 PLUS: value_investing_screener.py | VALUE INVESTING SCREENER v4 | / | Buffett + Fisher + Sentiment + Industry | yfinance | / MODULES: