Sharp writing on market data, trading systems, and financial product building.
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MarketFlow Trader Intelligence: Portfolio Analysis Using Python
Explore MarketFlow Trader Intelligence, a Python-based framework for analyzing reported investor transactions, portfolio holdings, concentration metrics, financial visualizations, and Excel reports.
Recent reads
Articles 02 to 05, arranged for fast scanning.
Fundamental Stock Analysis Using Python and MarketFlow API
Learn how to build a Python stock analysis dashboard using MarketFlow API to examine EPS estimates, analyst revisions, historical earnings surprises, and corporate actions.
Python XAUUSD Trading Analysis and Backtesting Using MarketFlow API
This article explores Python-based XAUUSD trading analysis using the MarketFlow API, covering technical indicators such as SMA, RSI, MACD, and Bollinger Bands, automated trading signals, market visualization, and historical backtesting to evaluate strategy performance.
XAUUSD Trading Analysis with Python and MarketFlow API
Build an XAUUSD trading analysis system using Python and MarketFlow API. Explore EMA, RSI, MACD, ATR, trading signals, risk management, and technical dashboards to identify market trends and potential gold trading opportunities.
Warren Buffett Institutional Distribution Analysis
Warren Buffett Institutional Distribution Analysis using MarketFlow identifies institutional selling activity, share reductions, reported transaction values, full exits, and distribution scores.

MarketFlow Trader Analysis: XAUUSD Trading
MarketFlow Trader Analysis evaluates XAUUSD using technical indicators, smart money data, support and resistance, and rule-based trading signals.

MarketFlow IPO & Smart Money Trading Intelligence
MarketFlow analyzes IPO events and smart money investor activity to identify potential opportunities, rank investor activity, and generate a structured trading research watchlist.

MarketFlow Trading Intelligence: XAUUSD & BTCUSDT Analysis
MarketFlow Trading Intelligence analyzes XAUUSD and BTCUSDT using EMA, RSI, MACD, ATR, ADX, support, resistance, and rule-based trading signals with integrated risk management.

Crypto Trading Intelligence: Multi-Exchange Trading
Crypto Trading Intelligence combines market trends, technical analysis, crypto events, ATR risk management, and multi-exchange data for systematic trading analysis.

BTCUSDT Advanced Trading Intelligence Analysis
BTCUSDT Advanced Trading Intelligence combines technical indicators, VWAP, momentum, volatility, volume, market structure, and risk management into a rule-based trading analysis system.

Warren Buffett Investment Analysis Using MarketFlow API
This project analyzes Warren Buffett investment activity using MarketFlow API, including reported buy transactions, portfolio holdings, transaction value, and portfolio concentration.

BTCUSDT Liquidity Analysis Using MarketFlow API
This project develops a BTCUSDT liquidity analysis system using MarketFlow API to identify key liquidity levels, volume concentration, liquidity distribution, and potential trading areas.

VWAP Crypto Trading Intelligence Using MarketFlow API
This project develops a VWAP crypto trading intelligence system using MarketFlow API to analyze BTCUSDT VWAP, trading volume, market data, and trading signal availability.

Stock Split Trader Analysis Using MarketFlow API
This stock split trader analysis uses MarketFlow API to evaluate split events, split ratios, price, volume, Trader Score, and potential trading candidates.
MarketFlow API
This project uses MarketFlow API to analyze cryptocurrency trends, identify strong directional momentum, assign trading priority, and screen potential trading opportunities.

BTC Trader Analysis Using Global Heatmap and Trending Market
This article presents a BTC Trader Analysis system using Global Heatmap and Trending Market data to evaluate market positioning, trading bias, asset momentum, and potential trading candidates.

XAUUSD Trader Insight Using MarketFlow API and Technical Analysis
This article presents an XAUUSD Trader Insight Dashboard using MarketFlow API to analyze price trends, technical indicators, market structure, volatility, support, resistance, and trader insights.

MarketFlow Earnings Analysis Using EPS and Revenue Surprise
This article presents a MarketFlow Earnings Analysis system that evaluates company earnings using EPS surprise, revenue surprise, and earnings result classification.

XAUUSD Market Analysis Using MarketFlow API and IPO Event Data
This article presents an XAUUSD Market Analysis system using MarketFlow API to combine market search, IPO event analysis, event statistics, and trader-focused market context.

BTCUSDT Market Analysis Using API Data, Technical Indicators, and Automated Trading Insights
This article presents a BTCUSDT Market Analysis System that uses API data, technical indicators, and automated interpretation to evaluate Bitcoin market trends, momentum, and risk conditions.

MarketFlow AI Crypto Trading Scanner Using Momentum Score and Market Sentiment Analysis
This article presents a MarketFlow AI Crypto Trading Scanner that evaluates trending cryptocurrency assets using momentum scoring, market sentiment analysis, and automated trading intelligence reports.

IDX Multibagger Alpha Scanner Using Fundamental Technical and Smart Money Analysis
This article presents an IDX Multibagger Alpha Scanner system that combines fundamental analysis technical indicators and insider transaction data to generate stock alpha rankings.

IDX Corporate Action Radar Using Bonus Share and Stock Split Catalyst Analysis
This article presents an IDX Corporate Action Radar system using IDX API data to identify bonus share and stock split events through normalization catalyst scoring and trader focused reporting.

Smart Money Analysis Using IDX Bandarmology and Sentiment Intelligence
This article presents a Smart Money Analysis System using IDX Bandarmology data to analyze bandar accumulation stock sentiment institutional flow and composite smart money scoring.