📊 AI-Stocks-Analysis-Platform

Experimental app using Weka ML to analyse stock OHLC data using ta4j library for technical analysis. Please do not use as a tool to trade!

✅ Connected to Market Engine
Polling Interval: Active
System Event Log (Live Transparency) Streaming...
[SYSTEM] Initializing Market Analysis Suite...

🧠 AI Model & Indicator Explainer

AI & Multi-Timeframe Engine

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Linear Regression & Random Forest models analyze 20 professional indicators via TA4J across 1D, 1W, and 1M timeframes to filter noise and reveal high-conviction trends.

  • Model Confidence — AI certainty score. Higher % indicates strong historical correlation with current patterns.
  • Data Samples — Volume of historical price points analyzed.

Wyckoff Market Structure

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Detects Accumulation, Markup, Distribution, and Markdown phases. Uses the Law of Effort vs Result (Volume vs Price Spread) and VWAP to identify institutional activity.

  • Accumulation/Markup (Cyan/Green) — Institutions are buying; suggests a BULLISH bias.
  • Distribution/Markdown (Orange/Red) — Institutions are selling; suggests a BEARISH bias.

Oscillators & Confirmation

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  • Trend/Momentum — Overall direction and speed of moves. Positive + uptrend = Bullish confirmation.
  • RSI Factor — Distance from neutral 50. Significant decimals (±0.20) highlight overbought/oversold extremes.
  • Indicators — MACD, BB, SMAs, and Volume Profile signals are cross-referenced to confirm cyclical turns.

Volatility & Money Flow

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  • Volatility (%) — Measures price variance. Low suggests coiling; High suggests explosive moves and potential shakeouts.
  • Money Flow (MF) — Chaikin Money Flow tracks volume intensity. Positive (> 0): Aggressive buying; Negative (< 0): Aggressive selling.